{"version": "2.1.0", "$schema": "https://json.schemastore.org/sarif-2.1.0.json", "runs": [{"tool": {"driver": {"name": "Repobility", "informationUri": "https://repobility.com", "rules": [{"id": "foundry_unresolved_feedback", "name": "Foundry mined unresolved feedback: Sign25/utopia-client", "shortDescription": {"text": "Foundry mined unresolved feedback: Sign25/utopia-client"}, "fullDescription": {"text": "Graph query export: Human feedback without linked fix evidence\nQuery id: unresolved_feedback\nQuery type: motif_query\nIntent: Negative/unresolved examples that should not be hallucinated into fixes.\nMotif: unlinked_feedback_needs_evidence\nTraining usage: negative_or_unresolved\nGraph gold label: needs_more_evidence\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#8\nEvidence:\nGraph motif: Human feedback exists without a linked fix\nMotif id: unlinked_feedback_needs_evidence\nPolarity: bad\nTraining usage: negative_or_unresolved\nSeverity: medium\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#8\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#8\nRepo: Sign25/utopia-client\nIssue/PR number: 8\nGraph consistency label: needs_more_evidence\nNodes: 9\nEdges: 11\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_assumption_check", "name": "Foundry mined assumption checks: Sign25/utopia-client", "shortDescription": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "fullDescription": {"text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#6\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#6\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 2\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-ad794ff2c2f91875\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/6\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: ba"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.62, "cwe": "", "owasp": ""}}, {"id": "foundry_bad_chain", "name": "Foundry mined bad chains: Sign25/utopia-client", "shortDescription": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "fullDescription": {"text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#9\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#9\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-cd7d18121c6ea8d1\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/9\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_req"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "high", "confidence": 0.84, "cwe": "", "owasp": ""}}, {"id": "foundry_fake_real_gap", "name": "Foundry mined mock as real or placeholder: Sign25/utopia-client", "shortDescription": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "fullDescription": {"text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#9\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#9\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#9\nRepo: Sign25/utopia-client\nIssue/PR number: 9\nGraph consistency label: weak_supervision_needs_review\nNodes: 10\nEdges: 12\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commi"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "critical", "confidence": 0.82, "cwe": "", "owasp": ""}}, {"id": "scanner-1c89206dd919127d", "name": "Possibly dead Python function: emit", "shortDescription": {"text": "Possibly dead Python function: emit"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-060fefb90c6018de", "name": "Possibly dead Python function: hook", "shortDescription": {"text": "Possibly dead Python function: hook"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-9710c8d059e53154", "name": "No frontend routes/components detected", "shortDescription": {"text": "No frontend routes/components detected"}, "fullDescription": {"text": "No React/Vue/Next routes were found. This is fine for backend-only repos."}, "properties": {"scanner": "scanner-primary", "layer": "frontend", "severity": "info", "confidence": 1.0}}, {"id": "scanner-4601e3ad3bb28677", "name": "No CI/CD pipelines detected", "shortDescription": {"text": "No CI/CD pipelines detected"}, "fullDescription": {"text": "No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-0aa73e718cf330a1", "name": "Very large file: tests/test_brain_y50_etap3.py (1592 lines)", "shortDescription": {"text": "Very large file: tests/test_brain_y50_etap3.py (1592 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3ff5f4862631b9e2", "name": "Very large file: utopia_client/ws_client.py (3183 lines)", "shortDescription": {"text": "Very large file: utopia_client/ws_client.py (3183 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-d5ab00a587f59ca9", "name": "Very large file: utopia_client/main.py (1450 lines)", "shortDescription": {"text": "Very large file: utopia_client/main.py (1450 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-710b863feff0307e", "name": "Very large file: utopia_client/local_compute.py (11837 lines)", "shortDescription": {"text": "Very large file: utopia_client/local_compute.py (11837 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-141b30a41e03817b", "name": "No license file detected", "shortDescription": {"text": "No license file detected"}, "fullDescription": {"text": "No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3ab5d313dda8e5f9", "name": "Debug logging residue appears in source files", "shortDescription": {"text": "Debug logging residue appears in source files"}, "fullDescription": {"text": "Found 47 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-2d0c7b7ab8f8aacf", "name": "Critical user flow still appears backed by mock or placeholder data", "shortDescription": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "fullDescription": {"text": "A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-b9088664ace7f748", "name": "Composite production-readiness gap", "shortDescription": {"text": "Composite production-readiness gap"}, "fullDescription": {"text": "Multiple low-cost hardening controls are missing together: license, ci. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ea8f3013f588db25", "name": "Shallow git history limits provenance confidence", "shortDescription": {"text": "Shallow git history limits provenance confidence"}, "fullDescription": {"text": "The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8424db9c75e04ba4", "name": "Very short observed git history", "shortDescription": {"text": "Very short observed git history"}, "fullDescription": {"text": "The repo has multiple source files but two or fewer visible commits. This is not a failure by itself, but it lowers confidence in evolution-based diagnosis."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-929bc3ee1575c198", "name": "Legacy-named symbol `parent_copy` in tests/test_reproduce_topology.py:109", "shortDescription": {"text": "Legacy-named symbol `parent_copy` in tests/test_reproduce_topology.py:109"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-d9e7a524165bf370", "name": "Legacy-named symbol `test_envelope_without_brain_legacy` in tests/test_brain_y50_etap3_2.py:82", "shortDescription": {"text": "Legacy-named symbol `test_envelope_without_brain_legacy` in tests/test_brain_y50_etap3_2.py:82"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-9f17cff79c3cd9b5", "name": "Commented-code block (6 lines) in utopia_client/ws_client.py:46", "shortDescription": {"text": "Commented-code block (6 lines) in utopia_client/ws_client.py:46"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-f1d8f6917af64813", "name": "Commented-code block (6 lines) in utopia_client/speciation.py:107", "shortDescription": {"text": "Commented-code block (6 lines) in utopia_client/speciation.py:107"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-9f3d97b7cdf940df", "name": "Commented-code block (5 lines) in utopia_client/main.py:372", "shortDescription": {"text": "Commented-code block (5 lines) in utopia_client/main.py:372"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-a3fae15f807854cd", "name": "Commented-code block (6 lines) in utopia_client/mate_detection.py:51", "shortDescription": {"text": "Commented-code block (6 lines) in utopia_client/mate_detection.py:51"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-563f33b18529e84a", "name": "Commented-code block (18 lines) in utopia_client/local_compute.py:36", "shortDescription": {"text": "Commented-code block (18 lines) in utopia_client/local_compute.py:36"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-2c04133e54348533", "name": "Near-duplicate function bodies in 2 places", "shortDescription": {"text": "Near-duplicate function bodies in 2 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nutopia_client/mate_detection.py:detect_mate_pairs, utopia_client/mate_detection.py:detect_asexual_candidates\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/19627"}, "properties": {"repository": "Sign25/utopia-client", "repoUrl": "https://github.com/Sign25/utopia-client", "branch": "main"}, "results": [{"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: Sign25/utopia-client"}, "properties": {"repobilityId": 361331, "scanner": "foundry_dataset", "fingerprint": "7076476995dbc3983964f9296510794a78a51b1c86edbe7fd6e07af9b4f09082", "category": "practices", "severity": "medium", "confidence": 0.7, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Human feedback without linked fix evidence", "intent": "Negative/unresolved examples that should not be hallucinated into fixes.", "labels": {"agent_instruction_gap": 1, "issue_or_pull_request_thread": 1, "not_resolved_or_not_observed": 3, "human_reported_issue_no_linked_fix": 1, "thread_has_human_issue_without_fix_context": 2}, "source": "graph_query_export", "motif_id": "unlinked_feedback_needs_evidence", "outcomes": {"not_resolved_or_not_observed": 6}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 11, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 9, "node_types": {"repo": 1, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#8", "issue_number": "8", "quality_tiers": {"unresolved": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-2687e716e307a7d3", "graph_gold_label": "needs_more_evidence", "changed_file_labels": {}}, "text": "Graph query export: Human feedback without linked fix evidence\nQuery id: unresolved_feedback\nQuery type: motif_query\nIntent: Negative/unresolved examples that should not be hallucinated into fixes.\nMotif: unlinked_feedback_needs_evidence\nTraining usage: negative_or_unresolved\nGraph gold label: needs_more_evidence\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#8\nEvidence:\nGraph motif: Human feedback exists without a linked fix\nMotif id: unlinked_feedback_needs_evidence\nPolarity: bad\nTraining usage: negative_or_unresolved\nSeverity: medium\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#8\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#8\nRepo: Sign25/utopia-client\nIssue/PR number: 8\nGraph consistency label: needs_more_evidence\nNodes: 9\nEdges: 11\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'not_resolved_or_not_observed': 3, 'thread_has_human_issue_without_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'human_reported_issue_no_linked_fix': 1}\nOutcomes: {'not_resolved_or_not_observed': 6}\nQuality tiers: {'unresolved': 3}\nCI labels: {}\nCurriculum targets:\n- Teach models to preserve unresolved human feedback instead of hallucinating fixes.\n- Build issue-to-regression examples where no accepted fix exists yet.\nAssumption checks:\n- Can a commit be linked by issue number, SHA, changed path, or time window?\n- If no link exists, is this explicitly labelled unresolved?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-42f1787d760a82c6", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/unresolved_feedback/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: Sign25/utopia-client"}, "properties": {"repobilityId": 361330, "scanner": "foundry_dataset", "fingerprint": "17250207d4b87d29ed43ca12f858003178fb27e8cfd3c22b9f3b1982d2a3bf30", "category": "practices", "severity": "medium", "confidence": 0.7, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Human feedback without linked fix evidence", "intent": "Negative/unresolved examples that should not be hallucinated into fixes.", "labels": {"agent_instruction_gap": 1, "issue_or_pull_request_thread": 1, "not_resolved_or_not_observed": 3, "human_reported_issue_no_linked_fix": 1, "thread_has_human_issue_without_fix_context": 2}, "source": "graph_query_export", "motif_id": "unlinked_feedback_needs_evidence", "outcomes": {"not_resolved_or_not_observed": 6}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 11, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 9, "node_types": {"repo": 1, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#5", "issue_number": "5", "quality_tiers": {"unresolved": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-d9df6d03173e6603", "graph_gold_label": "needs_more_evidence", "changed_file_labels": {}}, "text": "Graph query export: Human feedback without linked fix evidence\nQuery id: unresolved_feedback\nQuery type: motif_query\nIntent: Negative/unresolved examples that should not be hallucinated into fixes.\nMotif: unlinked_feedback_needs_evidence\nTraining usage: negative_or_unresolved\nGraph gold label: needs_more_evidence\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#5\nEvidence:\nGraph motif: Human feedback exists without a linked fix\nMotif id: unlinked_feedback_needs_evidence\nPolarity: bad\nTraining usage: negative_or_unresolved\nSeverity: medium\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#5\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#5\nRepo: Sign25/utopia-client\nIssue/PR number: 5\nGraph consistency label: needs_more_evidence\nNodes: 9\nEdges: 11\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'not_resolved_or_not_observed': 3, 'thread_has_human_issue_without_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'human_reported_issue_no_linked_fix': 1}\nOutcomes: {'not_resolved_or_not_observed': 6}\nQuality tiers: {'unresolved': 3}\nCI labels: {}\nCurriculum targets:\n- Teach models to preserve unresolved human feedback instead of hallucinating fixes.\n- Build issue-to-regression examples where no accepted fix exists yet.\nAssumption checks:\n- Can a commit be linked by issue number, SHA, changed path, or time window?\n- If no link exists, is this explicitly labelled unresolved?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-d84fc70a62a65968", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/unresolved_feedback/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: Sign25/utopia-client"}, "properties": {"repobilityId": 361329, "scanner": "foundry_dataset", "fingerprint": "e83ab8c59bd13c701d63644ed52949d050ac9ae6355c46c0f080f2fc87d4bae1", "category": "practices", "severity": "medium", "confidence": 0.7, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Human feedback without linked fix evidence", "intent": "Negative/unresolved examples that should not be hallucinated into fixes.", "labels": {"agent_instruction_gap": 1, "issue_or_pull_request_thread": 1, "not_resolved_or_not_observed": 3, "human_reported_issue_no_linked_fix": 1, "thread_has_human_issue_without_fix_context": 2}, "source": "graph_query_export", "motif_id": "unlinked_feedback_needs_evidence", "outcomes": {"not_resolved_or_not_observed": 6}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 11, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 9, "node_types": {"repo": 1, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#3", "issue_number": "3", "quality_tiers": {"unresolved": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-b97cb74fe2d1ba51", "graph_gold_label": "needs_more_evidence", "changed_file_labels": {}}, "text": "Graph query export: Human feedback without linked fix evidence\nQuery id: unresolved_feedback\nQuery type: motif_query\nIntent: Negative/unresolved examples that should not be hallucinated into fixes.\nMotif: unlinked_feedback_needs_evidence\nTraining usage: negative_or_unresolved\nGraph gold label: needs_more_evidence\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#3\nEvidence:\nGraph motif: Human feedback exists without a linked fix\nMotif id: unlinked_feedback_needs_evidence\nPolarity: bad\nTraining usage: negative_or_unresolved\nSeverity: medium\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#3\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#3\nRepo: Sign25/utopia-client\nIssue/PR number: 3\nGraph consistency label: needs_more_evidence\nNodes: 9\nEdges: 11\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'not_resolved_or_not_observed': 3, 'thread_has_human_issue_without_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'human_reported_issue_no_linked_fix': 1}\nOutcomes: {'not_resolved_or_not_observed': 6}\nQuality tiers: {'unresolved': 3}\nCI labels: {}\nCurriculum targets:\n- Teach models to preserve unresolved human feedback instead of hallucinating fixes.\n- Build issue-to-regression examples where no accepted fix exists yet.\nAssumption checks:\n- Can a commit be linked by issue number, SHA, changed path, or time window?\n- If no link exists, is this explicitly labelled unresolved?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-05787b56a9833947", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/unresolved_feedback/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: Sign25/utopia-client"}, "properties": {"repobilityId": 361328, "scanner": "foundry_dataset", "fingerprint": "6bb2bb46dbea079e628b40bbb97a7e99bbc3e72cedfd8c224849531e785e0819", "category": "practices", "severity": "medium", "confidence": 0.7, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Human feedback without linked fix evidence", "intent": "Negative/unresolved examples that should not be hallucinated into fixes.", "labels": {"agent_instruction_gap": 1, "issue_or_pull_request_thread": 1, "not_resolved_or_not_observed": 3, "human_reported_issue_no_linked_fix": 1, "thread_has_human_issue_without_fix_context": 2}, "source": "graph_query_export", "motif_id": "unlinked_feedback_needs_evidence", "outcomes": {"not_resolved_or_not_observed": 6}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 11, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 9, "node_types": {"repo": 1, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#10", "issue_number": "10", "quality_tiers": {"unresolved": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-e5d9876bad71fe0a", "graph_gold_label": "needs_more_evidence", "changed_file_labels": {}}, "text": "Graph query export: Human feedback without linked fix evidence\nQuery id: unresolved_feedback\nQuery type: motif_query\nIntent: Negative/unresolved examples that should not be hallucinated into fixes.\nMotif: unlinked_feedback_needs_evidence\nTraining usage: negative_or_unresolved\nGraph gold label: needs_more_evidence\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#10\nEvidence:\nGraph motif: Human feedback exists without a linked fix\nMotif id: unlinked_feedback_needs_evidence\nPolarity: bad\nTraining usage: negative_or_unresolved\nSeverity: medium\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#10\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#10\nRepo: Sign25/utopia-client\nIssue/PR number: 10\nGraph consistency label: needs_more_evidence\nNodes: 9\nEdges: 11\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'not_resolved_or_not_observed': 3, 'thread_has_human_issue_without_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'human_reported_issue_no_linked_fix': 1}\nOutcomes: {'not_resolved_or_not_observed': 6}\nQuality tiers: {'unresolved': 3}\nCI labels: {}\nCurriculum targets:\n- Teach models to preserve unresolved human feedback instead of hallucinating fixes.\n- Build issue-to-regression examples where no accepted fix exists yet.\nAssumption checks:\n- Can a commit be linked by issue number, SHA, changed path, or time window?\n- If no link exists, is this explicitly labelled unresolved?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-de4d79379a3c9d88", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/unresolved_feedback/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: Sign25/utopia-client"}, "properties": {"repobilityId": 361327, "scanner": "foundry_dataset", "fingerprint": "1157e873cd3f67f908dfcf0cb01830912de9d58681484afd94133c6fc24e6fa6", "category": "practices", "severity": "medium", "confidence": 0.7, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Human feedback without linked fix evidence", "intent": "Negative/unresolved examples that should not be hallucinated into fixes.", "labels": {"agent_instruction_gap": 1, "issue_or_pull_request_thread": 1, "not_resolved_or_not_observed": 3, "human_reported_issue_no_linked_fix": 1, "thread_has_human_issue_without_fix_context": 2}, "source": "graph_query_export", "motif_id": "unlinked_feedback_needs_evidence", "outcomes": {"not_resolved_or_not_observed": 6}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 11, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 9, "node_types": {"repo": 1, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#1", "issue_number": "1", "quality_tiers": {"unresolved": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-521a0e3dbe60f93c", "graph_gold_label": "needs_more_evidence", "changed_file_labels": {}}, "text": "Graph query export: Human feedback without linked fix evidence\nQuery id: unresolved_feedback\nQuery type: motif_query\nIntent: Negative/unresolved examples that should not be hallucinated into fixes.\nMotif: unlinked_feedback_needs_evidence\nTraining usage: negative_or_unresolved\nGraph gold label: needs_more_evidence\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#1\nEvidence:\nGraph motif: Human feedback exists without a linked fix\nMotif id: unlinked_feedback_needs_evidence\nPolarity: bad\nTraining usage: negative_or_unresolved\nSeverity: medium\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#1\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#1\nRepo: Sign25/utopia-client\nIssue/PR number: 1\nGraph consistency label: needs_more_evidence\nNodes: 9\nEdges: 11\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'not_resolved_or_not_observed': 3, 'thread_has_human_issue_without_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'human_reported_issue_no_linked_fix': 1}\nOutcomes: {'not_resolved_or_not_observed': 6}\nQuality tiers: {'unresolved': 3}\nCI labels: {}\nCurriculum targets:\n- Teach models to preserve unresolved human feedback instead of hallucinating fixes.\n- Build issue-to-regression examples where no accepted fix exists yet.\nAssumption checks:\n- Can a commit be linked by issue number, SHA, changed path, or time window?\n- If no link exists, is this explicitly labelled unresolved?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-4d3c8e2237c91996", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/unresolved_feedback/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300799, "scanner": "foundry_dataset", "fingerprint": "fd9f3f4ae39ff006364c8cb186ddccc09cbf537dada2fc87da400444f608211f", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#6", "human_labels": ["agent_instruction_gap"], "issue_number": "6", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.7, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-a352f20d243bcd7f", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 2, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#6\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#6\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 2\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-ad794ff2c2f91875\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/6\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/6\\nTitle: 0.13.43: \u00a76 KPI \u00ab\u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u043e\u00bb \u0438\u0437 \u0433\u0440\u0430\u0444\u0430 (durable)\\nBody:\\n/stats \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b \u00ab\u0441\u0432\u044f\u0437\u0435\u0439 \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u043e 0\u00bb \u043f\u043e\u0441\u043b\u0435 \u0440\u0435\u0441\u0442\u0430\u0440\u0442\u0430 (\u0432\u043e\u043b\u0430\u0442\u0438\u043b\u044c\u043d\u044b\u0439 \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u043e\u0431\u043d\u0443\u043b\u0438\u043b\u0441\u044f), \u0445\u043e\u0442\u044f \u0441\u0432\u044f\u0437\u0438 \u0436\u0438\u0432\u044b (topo_active=19). \u0424\u0438\u043a\u0441: \u0441\u0447\u0438\u0442\u0430\u0442\u044c kept/reverted \u0418\u0417 \u0413\u0420\u0410\u0424\u0410 \u2014 \u0410\u0434\u0430\u043c \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0430\u043b topo=0, \u0432\u0441\u0435 topology_genes \u0432\u044b\u0440\u0430\u0449\u0435\u043d\u044b \u043f\u0435\u0442\u043b\u0451\u0439 (enabled=\u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u043e=19, disabled=\u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e=51). \u0413\u0440\u0430\u0444 \u043f\u0435\u0440\u0441\u0438\u0441\u0442\u0438\u0442 \u0432 .pt \u2192 durable. \u0425\u0435\u043b\u043f\u0435\u0440 `_growth_graph_counts`, \u043e\u0431\u0430 \u043c\u0435\u0441\u0442\u0430 diagnostics. 7 \u0442\u0435\u0441\u0442\u043e\u0432.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-91e961e9368a0f34\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-ad7878ebae2737ff", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300798, "scanner": "foundry_dataset", "fingerprint": "0745ec8fb34465f776e6f7973c9533109520f9363eeb52ba5240942b29df65fb", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#46", "human_labels": ["agent_instruction_gap", "source_or_other", "test_or_ci"], "issue_number": "46", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.866, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-573293a8353b62b5", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"test_or_ci": 1, "source_or_other": 2}, "linked_commit_count": 4, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#46\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#46\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 1\nLinked commit count: 4\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 3\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'test_or_ci': 1, 'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-5f9c6ebedab195ab\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/46\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/46\\nTitle: 0.13.83 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c: \u0440\u044b\u0432\u043e\u043a \u043a\u0430\u043f +1 (\u0428\u0435\u0444)\\nBody:\\n\u0417\u0430\u043c\u0435\u0440: \u0410\u0434\u0430\u043c \u043c\u0430\u043a\u0441 3.0 > \u0445\u0438\u0449\u043d\u0438\u043a 2.24 > \u0434\u043e\u0431\u044b\u0447\u0430 2.0. \u0428\u0435\u0444: \u0431\u0430\u0437\u0430 \u0410\u0434\u0430\u043c\u0430=2, \u0434\u043e\u0431\u044b\u0447\u0430<2, \u0440\u044b\u0432\u043e\u043a +1. \u041c\u043e\u044f \u0447\u0430\u0441\u0442\u044c: boost \u043a\u0430\u043f +1 (\u0443\u0431\u0440\u0430\u043b +2). \u0411\u0430\u0437\u0430/\u0434\u043e\u0431\u044b\u0447\u0430 \u2014 \u0425\u044c\u044e\u0431\u0435\u0440\u0442 server-side. 2 \u0442\u0435\u0441\u0442\u0430.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-82b4a1d183c1d8d6\",\n    \"filename\": \"tests/test_predator_adrenaline.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 4,\n    \"deletions\": 6,\n    \"changes\": 10,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/dd902dc3a62d050c7d87a5cd898ad4bdb4ef9d3e/tests%2Ftest_predator_adrenaline.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-124f6a0ab89678dc\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/dd902dc3a62d050c7d87a5cd898ad4bdb4ef9d3e/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-e130f7238737fbaa\",\n    \"filename\": \"utopia_client/ws_client.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 3,\n    \"deletions\": 2,\n    \"changes\": 5,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/dd902dc3a62d050c7d87a5cd898ad4bdb4ef9d3e/utopia_client%2Fws_client.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-ea90e68042aeda68\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccu\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-06c7722a9595a1ce", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300797, "scanner": "foundry_dataset", "fingerprint": "aa9c770eb328041792156a0af0fe621e5ebccf377cca6657a8105300886df2b6", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#45", "human_labels": ["agent_instruction_gap", "source_or_other", "test_or_ci"], "issue_number": "45", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.82, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-07c6cf930b39d9b2", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"test_or_ci": 1, "source_or_other": 2}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#45\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#45\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 3\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'test_or_ci': 1, 'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-23dbd5c277bfee29\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/45\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/45\\nTitle: 0.13.82 \u043e\u0445\u043e\u0442\u0430 hunt-seek reach-\u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043a\u0430 (\u0424\u0440\u0430\u0439)\\nBody:\\nLive reach=0 \u0444\u0438\u043a\u0441: \u0410\u0434\u0430\u043c \u043d\u0435 \u0434\u043e\u0445\u043e\u0434\u0438\u043b \u0434\u043e \u0434\u043e\u0431\u044b\u0447\u0438 (kill=0). \u041a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043a\u0430 \u0424\u0440\u0430\u044f: \u0443\u0431\u0440\u0430\u043b \u221dp_prox attenuation; \u0433\u043e\u043b\u043e\u0434-\u043c\u043e\u0434\u0443\u043b\u044f\u0446\u0438\u044f (\u0441\u044b\u0442\u044b\u0439 \u0444\u043e\u0440\u0430\u0436\u0438\u0442 \u0442\u0440\u0430\u0432\u0443, \u0433\u043e\u043b\u043e\u0434\u043d\u044b\u0439 \u043e\u0445\u043e\u0442\u0438\u0442\u0441\u044f); baseline-\u043e\u043f\u043e\u0440\u0442\u0443\u043d\u0438\u0437\u043c \u043d\u0430 \u0431\u043b\u0438\u0437\u043a\u043e\u0439 \u0434\u043e\u0431\u044b\u0447\u0435. 12 \u0442\u0435\u0441\u0442\u043e\u0432. Verify: kill>0 \u043f\u0440\u0438 \u043d\u043e\u0440\u043c-\u0442\u0440\u0430\u0432\u0435 \u2192 re-cut.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-8a5217795d3c545a\",\n    \"filename\": \"tests/test_hunting.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 30,\n    \"deletions\": 0,\n    \"changes\": 30,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/69032adfaf2db63e56b28ea9261276f8d42d98ab/tests%2Ftest_hunting.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-f8399c184edd1329\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/69032adfaf2db63e56b28ea9261276f8d42d98ab/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-34a1c70b37771998\",\n    \"filename\": \"utopia_client/local_compute.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 22,\n    \"deletions\": 1,\n    \"changes\": 23,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/69032adfaf2db63e56b28ea9261276f8d42d98ab/utopia_client%2Flocal_compute.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-fcde3df23e3f1cc6\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-94653d828e795473", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300796, "scanner": "foundry_dataset", "fingerprint": "32e36771935205496ffc6e26261eb44db9b21c9253e0dd137bcb1957a483df4a", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#44", "human_labels": ["agent_instruction_gap", "source_or_other", "test_or_ci"], "issue_number": "44", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-3290ab19f2bc614c", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"test_or_ci": 1, "source_or_other": 2}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#44\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#44\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 3\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'test_or_ci': 1, 'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-94f85cb87141b547\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/44\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/44\\nTitle: 0.13.81 \u043e\u0445\u043e\u0442\u0430 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-commit fix\\nBody:\\nLive-\u0431\u0430\u0433: \u0410\u0434\u0430\u043c \u043d\u0430 prey_prox=1.0 \u0432\u044b\u0431\u0438\u0440\u0430\u043b MOVE \u043d\u0435 ATTACK (\u043d\u0430\u0435\u0437\u0436\u0430\u043b \u043d\u0430 \u0434\u043e\u0431\u044b\u0447\u0443, \u043d\u0435 \u0431\u0438\u043b) \u2192 kill=0 \u2192 \u0433\u043e\u043b\u043e\u0434\u0430\u043b \u043f\u043e\u0434 grass-cut. Fix: \u043d\u0430 \u043a\u043e\u043d\u0442\u0430\u043a\u0442\u0435 \u0433\u0430\u0441\u0438\u043c move + \u0434\u043e\u043c\u0438\u043d\u0430\u043d\u0442\u043d\u044b\u0439 ATTACK (\u0437\u0435\u0440\u043a\u0430\u043b\u043e \u00a74) \u2192 ATTACK \u0432\u044b\u0438\u0433\u0440\u044b\u0432\u0430\u0435\u0442 argmax. 10 \u0442\u0435\u0441\u0442\u043e\u0432.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-7f20425a8e263086\",\n    \"filename\": \"tests/test_hunting.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 5,\n    \"deletions\": 2,\n    \"changes\": 7,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/eb2365d465dbee19c9250cb4b2b0118590237391/tests%2Ftest_hunting.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-958d10552fafa33b\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/eb2365d465dbee19c9250cb4b2b0118590237391/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-135c5f66e45529de\",\n    \"filename\": \"utopia_client/local_compute.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 8,\n    \"deletions\": 0,\n    \"changes\": 8,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/eb2365d465dbee19c9250cb4b2b0118590237391/utopia_client%2Flocal_compute.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-febdfbb5c8293c33\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verif\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-4d9b4b50601cbb24", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300795, "scanner": "foundry_dataset", "fingerprint": "e19f82fcdf69628b3d79432472a868ab26aceec1544b3f6e8cd46287c4c33bbd", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#42", "human_labels": ["agent_instruction_gap", "source_or_other"], "issue_number": "42", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-57dbe77f2ffcbd74", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 2, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"source_or_other": 2}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#42\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#42\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 2\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-b0500ffc52f94271\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/42\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/42\\nTitle: 0.13.79 \u043e\u0445\u043e\u0442\u0430 meat-\u043a\u0430\u043d\u0430\u043b fix (\u0425\u044c\u044e\u0431\u0435\u0440\u0442)\\nBody:\\nmeat_cum += \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 delta_energy \u043d\u0430 killed (\u0425\u044c\u044e\u0431\u0435\u0440\u0442: \u043e\u0442\u0440\u0430\u0436\u0430\u0435\u0442 YIELD_FACTOR + server-grant, \u0447\u0438\u0441\u0442\u044b\u0439 meat). \u0418\u0435\u0440\u0430\u0440\u0445\u0438\u044f water>hunt>forage \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430. hunting=true \u0444\u043b\u0438\u043f\u043d\u0443\u0442 live.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-d716901e9732e6fe\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/1acba2ec3d813222623d692a05baa42da0adba06/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-8292f93cd116f69d\",\n    \"filename\": \"utopia_client/local_compute.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 8,\n    \"deletions\": 7,\n    \"changes\": 15,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/1acba2ec3d813222623d692a05baa42da0adba06/utopia_client%2Flocal_compute.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-df8d139331a58fc4\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-917bec5ed10fb1a4", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300794, "scanner": "foundry_dataset", "fingerprint": "4f17b8d35afdb692a065aa9e663d5c69376437ca83e853a2e5fd53b8bf78f469", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#41", "human_labels": ["agent_instruction_gap", "source_or_other", "test_or_ci"], "issue_number": "41", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.82, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-223440610d8eb5b2", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 4, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"test_or_ci": 1, "source_or_other": 3}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#41\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#41\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 4\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'test_or_ci': 1, 'source_or_other': 3}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-410d5267a6233520\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/41\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/41\\nTitle: 0.13.78 \u043e\u0445\u043e\u0442\u0430 v0.1 client-half (\u0424\u0440\u0430\u0439 hunting.md)\\nBody:\\n\u0410\u0444\u0444\u043e\u0440\u0434\u0430\u043d\u0441 \u041e\u0425\u041e\u0422\u0410 v0.1 (\u0424\u0440\u0430\u0439 hunting.md). \u0410\u0434\u0430\u043c\u2192\u0432\u0441\u0435\u044f\u0434\u043d\u044b\u0439, \u043b\u043e\u0432\u0438\u0442 \u043c\u0435\u043b\u043a\u0443\u044e \u0434\u043e\u0431\u044b\u0447\u0443 \u0437\u0430 \u043c\u044f\u0441\u043e (\u043e\u0436\u0438\u0432\u043b\u044f\u0435\u0442 4-\u044e \u043e\u0441\u044c \u2014 dopamine).\\n\\n\u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f \u043a prey (DS obs[56-58]) + kill\u2192dopamine (apply_kill_prey, \u0425\u044c\u044e\u0431\u0435\u0440\u0442) \u0443\u0436\u0435 \u0431\u044b\u043b\u0438. \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u043e: (1) set_hunting kill-switch (client_flag hunting, \u0434\u0435\u0444\u043e\u043b\u0442 OFF): diet\u21920.618 + re-announce \u2192 server kill-energy=\u03c6\u2077\u00d7diet; (2) DS-hunt-ATTACK (BS-\u0432\u0435\u0440\u0441\u0438\u044f \u0438\u043d\u0435\u0440\u0442\u043d\u0430 \u0443 single-Adam) \u0441 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u043e\u043c \u0432\u044b\u0436\u0438\u0432\u0430\u043d\u0438\u044f (\u043d\u0435 \u043e\u0445\u043e\u0442\u0438\u0442\u0441\u044f \u0443 \u0445\u0438\u0449\u043d\u0438\u043a\u0430); (3) hunt-outcome GC-\u0434\u0438\u043c\u0430 meat_rate (\u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043e\u0442 plant-income).\\n\\n\u0414\u0435\u043f\u043b\u043e\u0439 dormant \u2192 \u0444\u043b\u0438\u043f hunting psql \u043f\u043e\u0441\u043b\u0435 verify. 6 \u0442\u0435\u0441\u0442\u043e\u0432, \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0439 0.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-cacada0d87fc69e8\",\n    \"filename\": \"tests/test_hunting.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"added\",\n    \"additions\": 92,\n    \"deletions\": 0,\n    \"changes\": 92,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/1d7e570ae109c641c90122f087fb5a0acf226b33/tests%2Ftest_hunting.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-d8024918cde7cf1f\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/1d7e570ae109c641c90122f087fb5a0acf226b33/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-2a88f35ba6c7b7e1\",\n    \"filename\": \"utopia_client/local_compute.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 73,\n    \"deletions\": 4,\n    \"changes\": 77,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/1d7e570ae109c641c90122f087fb5a0acf226b33/utopia_client%2Flocal_compute.py\"\n  },\n  {\n    \"id\":\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-b3f67af9bbf94f3c", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300793, "scanner": "foundry_dataset", "fingerprint": "5db141048e7e4d9967926e6a88fdc27f67245e12eed8d7a443ca4f172715e601", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#38", "human_labels": ["agent_instruction_gap", "source_or_other", "test_or_ci"], "issue_number": "38", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-187b3cc89273adbe", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 5, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"test_or_ci": 2, "source_or_other": 3}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#38\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#38\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 5\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'test_or_ci': 2, 'source_or_other': 3}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-ae4d4d0778b13a9a\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/38\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/38\\nTitle: 0.13.75 camp-break fight->flee (\u0424\u0440\u0430\u0439 N=5 / \u0428\u0435\u0444-\u0433\u0438\u0431\u0440\u0438\u0434)\\nBody:\\n\u0416\u0438\u0432\u043e\u0439 \u0438\u043d\u0446\u0438\u0434\u0435\u043d\u0442 64%-\u043f\u0430\u0440\u0430\u043b\u0438\u0447. \u041a\u043e\u0440\u0435\u043d\u044c: \u0445\u0438\u0449\u043d\u0438\u043a camp'\u0438\u0442 \u0432\u043f\u043b\u043e\u0442\u043d\u0443\u044e, \u00a74 \u043a\u043e\u043d\u0442\u0440\u0430\u0442\u0430\u043a\u0443\u0435\u0442 (just_hit\u2192ATTACK), \u043d\u043e ATTACK \u043d\u0435 life_critical \u2192 P40 force-STAY \u0432 \u00a73 \u2192 \u0410\u0434\u0430\u043c \u0437\u0430\u0441\u0442\u044b\u0432\u0430\u0435\u0442 \u2192 \u0434\u0440\u0435\u043d\u0438\u0442. GC-churn \u0431\u044b\u043b \u0432\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u043c.\\n\\nFix (\u0424\u0440\u0430\u0439 go, \u0425\u044c\u044e\u0431\u0435\u0440\u0442 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b server-path): consecutive just_hit \u22655 \u2192 \u00a74 SWITCH \u043a\u043e\u043d\u0442\u0440\u0430\u0442\u0430\u043a\u0430\u2192FLEE (life_critical \u2192 \u00a73-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435) + flee-boost burst +2 \u043f\u0440\u0438 adr\u226575 (\u0428\u0435\u0444-\u0433\u0438\u0431\u0440\u0438\u0434) \u2192 \u0440\u0430\u0437\u0440\u044b\u0432 camp \u2192 \u043d\u0430\u0437\u0430\u0434 \u043a \u043f\u0430\u0440\u0438\u0442\u0435\u0442\u0443. 4 \u0442\u0435\u0441\u0442\u0430.\\n\\n\u041e\u0442\u043a\u0440\u044b\u0442\u043e: predator disengage-timeout (\u0425\u044c\u044e\u0431\u0435\u0440\u0442/\u0424\u0440\u0430\u0439). behavioral_gc OFF \u0434\u043e recovery.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-0974b16c2fde43e6\",\n    \"filename\": \"tests/test_metabolism.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 23,\n    \"deletions\": 0,\n    \"changes\": 23,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/d289fcb2da54d922fb757b6c83f3ddd0a4b14eab/tests%2Ftest_metabolism.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-6e17403a6cd84b49\",\n    \"filename\": \"tests/test_predator_adrenaline.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 8,\n    \"deletions\": 6,\n    \"changes\": 14,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/d289fcb2da54d922fb757b6c83f3ddd0a4b14eab/tests%2Ftest_predator_adrenaline.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-b503454fe2ccbb38\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/d289fcb2da54d922fb757b6c83f3ddd0a4b14eab/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-550904f0bdcf5e7e\",\n    \"filename\": \"u\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-9f0e54d52486d3ea", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300792, "scanner": "foundry_dataset", "fingerprint": "a1d724773273f55b5beaddee8b6a8b237fccb9cad52a2751bc59c8e7e9b1c736", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#34", "human_labels": ["agent_instruction_gap", "source_or_other", "test_or_ci"], "issue_number": "34", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-7d112b21b40a3eb8", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"test_or_ci": 1, "source_or_other": 2}, "linked_commit_count": 2, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#34\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#34\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 1\nLinked commit count: 2\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 3\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'test_or_ci': 1, 'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-36e1cfdf1d3e50de\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/34\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/34\\nTitle: 0.13.71 additive flee-boost revived + dead-zone fix\\nBody:\\n\u0425\u044c\u044e\u0431\u0435\u0440\u0442 shipped additive (9f92495): FLEE base=3 (\u043f\u0430\u0440\u0438\u0442\u0435\u0442 \u0441 \u0445\u0438\u0449\u043d\u0438\u043a\u043e\u043c), extra_steps=boost +0..2, collision-aware. \u0421\u0443\u043f\u0435\u0440\u043c\u0435\u043d \u0441\u043d\u044f\u0442 \u0431\u0430\u0437\u043e\u0439.\\n\\nFix \u0431\u0430\u0433\u0430 0.13.70: \u043f\u043e\u0440\u043e\u0433 adr>=85 \u0431\u044b\u043b \u0432\u044b\u0448\u0435 cap \u0430\u0434\u0440\u0435\u043d\u0430\u043b\u0438\u043d\u0430 (pred_prox\u00b780=80) \u2192 boost \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u0444\u0430\u0438\u0440\u0438\u043b. \u041f\u043e\u0440\u043e\u0433 \u2192 Fib 55 (\u0434\u043e\u0441\u0442\u0438\u0436\u0438\u043c), magnitude \u043a\u0430\u043f \u043d\u0430 1 (\u0428\u0435\u0444 \u00ab\u043d\u0435\u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435\u00bb = +1 \u043a\u043b\u0435\u0442\u043a\u0430). \u041f\u043e\u0440\u043e\u0433/onset = band-\u0440\u0443\u0447\u043a\u0438 \u0424\u0440\u0430\u044f.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-d5910a7a5a3cca67\",\n    \"filename\": \"tests/test_predator_adrenaline.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 8,\n    \"deletions\": 7,\n    \"changes\": 15,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/3220383b03739cfb1f6f3cb1fed4497b60400426/tests%2Ftest_predator_adrenaline.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-eb63c512a075c484\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/3220383b03739cfb1f6f3cb1fed4497b60400426/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-4a5c54ba28c77179\",\n    \"filename\": \"utopia_client/ws_client.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 15,\n    \"deletions\": 9,\n    \"changes\": 24,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/3220383b03739cfb1f6f3cb1fed4497b60400426/utopia_client%2Fws_client.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-de7758f78db0650d\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes:\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-285c64bf58ff174f", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300791, "scanner": "foundry_dataset", "fingerprint": 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Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#32", "human_labels": ["human_feedback_general", "source_or_other", "test_or_ci"], "issue_number": "32", "thread_label": "thread_needs_classification", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.825, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-985a249c06d7c612", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"test_or_ci": 1, "source_or_other": 2}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#32\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#32\nRepo: Sign25/utopia-client\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 3\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {'test_or_ci': 1, 'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": 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headroom \u0434\u043b\u044f \u0442\u043a\u0430\u043d\u0435\u0439. \u0424\u0438\u043a\u0441: adrenaline \u0440\u0430\u0441\u0442\u0451\u0442 rate-limited (25/\u0442\u0438\u043a), \u043d\u0435 \u043c\u0433\u043d\u043e\u0432\u0435\u043d\u043d\u043e -> \u043b\u0430\u0433 onset -> escape<100% -> \u0442\u043a\u0430\u043d\u044c-anticipation \u043e\u0442\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f behavioral-GC. 7 \u0442\u0435\u0441\u0442\u043e\u0432.\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-6f027bc307ab9d0d\",\n    \"filename\": \"tests/test_predator_adrenaline.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 19,\n    \"deletions\": 6,\n    \"changes\": 25,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/5fa0c90268aa6c8652aaf989c6c59a20e17c3949/tests%2Ftest_predator_adrenaline.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-08a0f31b51961898\",\n    \"filename\": \"utopia_client/__init__.py\",\n    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Client-half: _flee_speed_boost \u043d\u0430 FLEE(10), boost \u221d adrenaline (>=70->3 \u043e\u0442\u0440\u044b\u0432, 40-70->2 \u043f\u0430\u0440\u0438\u0442\u0435\u0442, <40->1). \u041a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043a\u0430 \u0424\u0440\u0430\u044f: \u043f\u043e\u0431\u0435\u0433 \u0434\u043e\u0441\u0442\u0438\u0436\u0438\u043c \u043d\u043e \u0432\u043e\u0437\u043d\u0430\u0433\u0440\u0430\u0436\u0434\u0430\u0435\u0442 \u0440\u0435\u0430\u043a\u0446\u0438\u044e. \u0421\u0432\u044f\u0437\u043a\u0430 \u0441 \u0427\u0430\u0441\u0442\u044c 1. 4 \u0442\u0435\u0441\u0442\u0430.\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-0f3bb97575666fd0\",\n    \"filename\": \"tests/test_predator_adrenaline.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 25,\n    \"deletions\": 0,\n    \"changes\": 25,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/bab26d1c8bf4ba8000ef9cb8a221e9198db84473/tests%2Ftest_predator_adrenaline.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-2ae93dceb64972c6\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/bab26d1c8bf4ba8000ef9cb8a221e9198db84473/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-afbc8056ab775937\",\n    \"filename\": \"utopia_client/ws_client.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 25,\n    \"deletions\": 0,\n    \"changes\": 25,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/bab26d1c8bf4ba8000ef9cb8a221e9198db84473/utopia_client%2Fws_client.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-40f363430c3ed3a6\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verificatio\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-291aef63c4a09179", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300789, "scanner": "foundry_dataset", "fingerprint": "ac2b87e39688eb85e35973765f3e5ca18ee99bd734970c8ed2cc86533b7ca4a7", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#30", "human_labels": ["human_feedback_general", "source_or_other", "test_or_ci"], "issue_number": "30", "thread_label": "thread_needs_classification", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.723, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-8ce7e4d44da5cc31", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"test_or_ci": 1, "source_or_other": 2}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#30\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#30\nRepo: Sign25/utopia-client\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 3\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {'test_or_ci': 1, 'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-ef6fc9a9183f0b4b\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"human_feedback_general\",\n    \"polarity\": \"neutral\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/30\",\n    \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/30\\nTitle: 0.13.67: predator-\u0430\u0444\u0444\u043e\u0440\u0434\u0430\u043d\u0441 v0.1 \u0427\u0430\u0441\u0442\u044c 1 \u2014 pred_prox -> adrenaline\\nBody:\\n\u0424\u0440\u0430\u0439 11.06 predator-\u0430\u0444\u0444\u043e\u0440\u0434\u0430\u043d\u0441 v0.1. \u0427\u0430\u0441\u0442\u044c 1 (\u043c\u043e\u044f \u0437\u043e\u043d\u0430, \u0431\u0435\u0437 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439): pred_prox (obs[61]) -> adrenaline \u0441\u043f\u0430\u0439\u043a \u0432 _apply_biochem_decay -> \u043e\u0436\u0438\u0432\u043b\u044f\u0435\u0442 \u043c\u0451\u0440\u0442\u0432\u0443\u044e \u043e\u0441\u044c (\u0430\u0443\u0434\u0438\u0442: pinned 0). \u0422\u0440\u0430\u043d\u0437\u0438\u0435\u043d\u0442 (decay \u22122/\u0442\u0438\u043a safeguard). \u0427\u0430\u0441\u0442\u044c 2 (adrenaline->flee-boost, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0425\u044c\u044e\u0431\u0435\u0440\u0442\u043e\u043c) \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e. 4 \u0442\u0435\u0441\u0442\u0430.\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-01516d83cea42fba\",\n    \"filename\": \"tests/test_predator_adrenaline.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"added\",\n    \"additions\": 53,\n    \"deletions\": 0,\n    \"changes\": 53,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/d270677f87c20b8c48c4e9f364f0b0644afe63ca/tests%2Ftest_predator_adrenaline.py\"\n  },\n  {\n    \"id\": 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5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\"\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-7af6d78dfd16f7ea", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300788, "scanner": "foundry_dataset", "fingerprint": "1c36f6016079cab9047db056daa3b39318b232802a2a8539fe41677d17373d6d", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#29", "human_labels": ["human_feedback_general", "source_or_other", "test_or_ci"], "issue_number": "29", "thread_label": "thread_needs_classification", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.708, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-09d5721ddbb5fc8f", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"test_or_ci": 1, "source_or_other": 2}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#29\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#29\nRepo: Sign25/utopia-client\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 3\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {'test_or_ci': 1, 'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-bd3305ba12bb9ab8\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"human_feedback_general\",\n    \"polarity\": \"neutral\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/29\",\n    \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/29\\nTitle: 0.13.66: Stage 2 \u2014 grad_max \u0441\u043d\u044f\u0442 + cumulative-health-monitor\\nBody:\\n\u0424\u0440\u0430\u0439/\u0428\u0435\u0444 11.06. (1) grad_max 1->89 (Fib backstop) \u2014 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0441\u0430\u043c\u043e\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f (per-add \u00a73-watch/GC/kill-switch); \u043f\u0440\u0438 2 \u0436\u0438\u0432\u044b\u0445 \u043e\u0441\u044f\u0445 natural equilibrium KEEP \u043c\u0430\u043b; \u043f\u043e\u0442\u043e\u043b\u043e\u043a = \u0447\u0438\u0441\u043b\u043e \u043e\u0441\u0435\u0439. (2) cumulative-health-monitor: \u043d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u044b\u0439 collective-health (energy EWMA + \u00a73) \u043b\u043e\u0432\u0438\u0442 \u043c\u0435\u0434\u043b\u0435\u043d\u043d\u044b\u0439 collective-drift \u043c\u043d\u043e\u0433\u0438\u0445 \u0432\u044b\u043f\u0443\u0441\u043a\u043d\u0438\u043a\u043e\u0432 (per-add watch \u043d\u0430 add-time \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442); \u043f\u0440\u043e\u0441\u0435\u043b -> \u041f\u0410\u0423\u0417\u0410 + SHED \u043d\u0430\u0438\u043c\u0435\u043d\u0435\u0435-\u0446\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e recovery. value \u043d\u0430 graduation(GC-rise)/beh-KEEP(+10). 6 \u0442\u0435\u0441\u0442\u043e\u0432, 88 \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0430.\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-69bda8e5571416b1\",\n    \"filename\": \"tests/test_tissue_graduation.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 73,\n    \"deletions\": 2,\n    \"changes\": 75,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/94fec9f18fbed1e334a9588153a7b912deb16b1a/tests%2Ftest_tissue_graduation.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-4f7ae169d268b22e\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/94fec9f18fbed1e334a9588153a7b912deb16b1a/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-889d2657d51d6db7\",\n    \"filename\": \"utopia_client/local_compute.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 67,\n    \"deletions\": 1,\n    \"changes\": 68,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/94fec9f18fbed1e334a9588153a7b912deb16b1a/utopia_client%2Flocal_compute.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-7c4a5848c95da168\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-a1703a9cce8fb9eb", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300787, "scanner": "foundry_dataset", "fingerprint": "0c360d0d43bb9ff81a36ad89478043b18aa568498befb4b8b8fd46e43b4940a4", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#28", "human_labels": ["human_feedback_general", "source_or_other", "test_or_ci"], "issue_number": "28", "thread_label": "thread_needs_classification", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.842, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-fcd062e1da82f237", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"test_or_ci": 1, "source_or_other": 2}, "linked_commit_count": 3, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#28\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#28\nRepo: Sign25/utopia-client\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 3\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 3\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {'test_or_ci': 1, 'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-f102e06048149853\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"human_feedback_general\",\n    \"polarity\": \"neutral\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/28\",\n    \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/28\\nTitle: 0.13.65: deadlock-\u0444\u0438\u043a\u0441 life_critical \u2014 survival-moves \u043e\u0431\u0445\u043e\u0434\u044f\u0442 \u00a73-force-STAY\\nBody:\\n\u0410\u0434\u0430\u043c \u0437\u0430\u0441\u0442\u0440\u0435\u0432\u0430\u043b \u0445\u0438\u0449\u043d\u0438\u043a+\u043e\u0431\u0435\u0437\u0432\u043e\u0436\u0438\u0432\u0430\u043d\u0438\u0435 (pred_prox=1.0 -> \u043c\u043e\u0442\u043e\u0440 ATTACK -> energy \u0434\u0440\u0435\u0439\u043d -> \u00a73-\u043f\u0430\u0440\u0430\u043b\u0438\u0447 -> P40 force-STAY -> \u043d\u0435 \u0434\u043e\u0439\u0442\u0438 \u0434\u043e \u0432\u043e\u0434\u044b -> \u043a\u0440\u0443\u0433). \u0425\u044c\u044e\u0431\u0435\u0440\u0442 \u0434\u0430\u043b P40-half (life_critical:bool, scope is_adam, \u043e\u0431\u0445\u043e\u0434\u0438\u0442 \u00a73-STAY). Client-half: actions_batch \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442\u0441\u044f life_critical=true \u043d\u0430 survival-moves (water-seek \u043f\u0440\u0438 hyd<=15, FLEE action 10). \u041a\u043b\u0438\u0435\u043d\u0442 \u0443\u0436\u0435 \u0441\u043b\u0430\u043b move-\u043a-\u0432\u043e\u0434\u0435 \u2014 \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u043b\u043e \u0444\u043b\u0430\u0433\u0430 \u0434\u043b\u044f P40-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. +2 \u0442\u0435\u0441\u0442\u0430, 35 water_seek.\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-1251789907375a3e\",\n    \"filename\": \"tests/test_water_seek.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 42,\n    \"deletions\": 2,\n    \"changes\": 44,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/fce4f2112945badac8462b1097fe476ed18bc70e/tests%2Ftest_water_seek.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-211df004a6ee166b\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/fce4f2112945badac8462b1097fe476ed18bc70e/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-23eb1126190ed642\",\n    \"filename\": \"utopia_client/ws_client.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 15,\n    \"deletions\": 0,\n    \"changes\": 15,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/fce4f2112945badac8462b1097fe476ed18bc70e/utopia_client%2Fws_client.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-71411f41274673ed\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verificat\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-3085a30f724c51ce", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300786, "scanner": "foundry_dataset", "fingerprint": "0b5c16848beadf3489d914a18c76ffc82a766d0006dc570047715e874795c42f", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#21", "human_labels": ["agent_instruction_gap"], "issue_number": "21", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.807, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-61c929396dcadf00", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 4, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#21\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#21\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 1\nLinked commit count: 4\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-8503b6d6c6c1f910\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/21\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/21\\nTitle: 0.13.58: \u00a710.8 \u0430\u043d\u0442\u0438-churn guard \u0432\u044b\u043f\u0443\u0441\u043a\u0430 (\u0438\u043d\u0446\u0438\u0434\u0435\u043d\u0442 grown151)\\nBody:\\n\u0418\u043d\u0446\u0438\u0434\u0435\u043d\u0442 14:49-14:52: revert\u2192re-graduate \u0446\u0438\u043a\u043b (3 \u0437\u0430 90\u0441) \u0434\u043e\u043b\u0431\u0438\u043b \u043c\u043e\u0442\u043e\u0440 \u0431\u044b\u0441\u0442\u0440\u0435\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u2014 \u00a73-churn \u0440\u0435-\u044d\u043c\u0435\u0440\u0434\u0436\u043d\u0443\u043b \u0432 \u041f\u041e\u0412\u0422\u041e\u0420\u041d\u041e\u041c \u0432\u044b\u043f\u0443\u0441\u043a\u0435. Control-bug, \u043d\u0435 \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442 (\u0424\u0440\u0430\u0439). Kill-switch \u043e\u0442\u0440\u0430\u0431\u043e\u0442\u0430\u043b, \u0410\u0434\u0430\u043c \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f (energy 70\u2192680, paralysis=0).\\n\\n\u0424\u0438\u043a\u0441\u044b (\u0434\u0438\u0437\u0430\u0439\u043d \u0424\u0440\u0430\u044f (2)+(3)+(A) + \u043e\u043f\u0446. \u043c\u043e\u0451):\\n- **(2)** revert \u0441\u0442\u0430\u0432\u0438\u0442 \u0440\u043e\u043b\u044c \u0432 graduation-cooldown (epoch-interval) \u2014 \u043d\u0435 \u0434\u043e\u043b\u0431\u0438\u0442\u044c \u0442\u043e\u0442 \u0436\u0435 \u0443\u0437\u0435\u043b.\\n- **(3)** revert-streak \u22653 \u2192 **GRADUATE-HALT** \u0434\u043e re-flip \u0444\u043b\u0430\u0433\u0430; GRADUATE-OK \u0440\u0432\u0451\u0442 streak; kill-switch revert \u043d\u0435 \u043a\u043e\u043f\u0438\u0442.\\n- **(A)** \u0433\u0435\u0439\u0442 **\u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u043e\u0433\u043e recovery**: \u0432\u044b\u043f\u0443\u0441\u043a \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 health-streak \u226589 \u0442\u0438\u043a\u043e\u0432 \u043f\u043e\u0434\u0440\u044f\u0434 (energy \u2265 618 = \u03c6\u207b\u00b9\u00b7max \u0418 paralysis=0) \u2014 \u0442\u0440\u0430\u043d\u0437\u0438\u0435\u043d\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0441\u0432\u0435\u0442 paralysis=0 \u043d\u0435 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442.\\n- **(\u043e\u043f\u0446.)** energy-collapse \u0434\u0435\u0442\u0435\u043a\u0442\u043e\u0440 window-based (rolling-mean 13 \u0442\u0438\u043a\u043e\u0432) \u2014 \u043e\u0434\u0438\u043d\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0433\u043e\u0434\u043d\u044b\u0439 \u043f\u0440\u043e\u0432\u0430\u043b \u043d\u0435 \u0440\u043e\u043d\u044f\u0435\u0442 watch \u0432 \u0444\u0430\u0437\u0435 recovery.\\n\\n\u0423\u0440\u043e\u043a (\u0424\u0440\u0430\u0439): \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 one-shot\u2192\u043f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2014 \u0440\u0435-\u0430\u0443\u0434\u0438\u0442 \u043d\u0430 churn/feedback.\\n\\n\u041f\u043e\u0440\u044f\u0434\u043e\u043a \u0434\u0430\u043b\u0435\u0435: \u0434\u0435\u043f\u043b\u043e\u0439 (graduation OFF) \u2192 \u041e\u0414\u041d\u0410\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-29abadfc10ac5b59\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-862389b38f9a528b", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300785, "scanner": "foundry_dataset", "fingerprint": "cc1cc43639d9616ad92f53eae31e6fe4dcc35734fdc8ee6ffd0bda2ced651db0", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#20", "human_labels": ["agent_instruction_gap"], "issue_number": "20", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.72, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-0a9ebe58821ae273", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 3, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#20\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#20\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 1\nLinked commit count: 3\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-203cd1ba5bec5abd\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/20\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/20\\nTitle: 0.13.57: \u00a710.3 behavioral-GC \u043c\u043e\u0449\u043d\u043e\u0441\u0442\u044c + \u0432\u0438\u0434\u0438\u043c\u043e\u0441\u0442\u044c\\nBody:\\n\u041f\u0435\u0440\u0432\u044b\u0439 live-\u043f\u0440\u043e\u0433\u043e\u043d grown133 (known-good, Step-1 cort t3.9) \u2192 PRUNE benefit_z=0 = **false-negative**, \u0440\u043e\u0432\u043d\u043e power-\u0440\u0438\u0441\u043a, \u043e \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0430\u043b \u0424\u0440\u0430\u0439.\\n\\n\u0414\u0438\u0430\u0433\u043d\u043e\u0437: 5 \u043f\u0430\u0440 underpowered \u2014 window-\u0443\u0441\u0440\u0435\u0434\u043d\u0435\u043d\u0438\u0435 \u0442\u0435\u0440\u044f\u0435\u0442 \u0432\u043d\u0443\u0442\u0440\u0438-\u043e\u043a\u043d\u043e N, \u043f\u043e\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u0440\u0435\u0439\u0444 \u043c\u0435\u0436\u0434\u0443 \u043f\u0430\u0440\u043d\u044b\u043c\u0438 \u043e\u043a\u043d\u0430\u043c\u0438 \u0440\u0430\u0437\u0434\u0443\u0432\u0430\u0435\u0442 paired-sd.\\n\\n\u0424\u0438\u043a\u0441\u044b:\\n1. **\u043f\u0430\u0440 5\u219213** (Fib, df=12, t_keep 2.776\u21922.179; Step-1 \u044d\u0444\u0444\u0435\u043a\u0442 cort \u03947/sd~6 \u2192 t~4>2.18; 13\u00d72\u00d7233=6058\u0442 \u2248 \u043a\u043b\u0438\u043c\u0430\u0442-\u0446\u0438\u043a\u043b).\\n2. **BEH-GC-DIM** \u043b\u043e\u0433 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f (md/sd/t/n) \u2014 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0435\u0440\u0435\u0441\u0451\u043a\u0448\u0438\u0445 \u043f\u043e\u0440\u043e\u0433, \u0438\u043d\u0430\u0447\u0435 keep/prune \u0432\u0441\u043b\u0435\u043f\u0443\u044e (\u043d\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0442\u044c underpowered \u043e\u0442 no-effect).\\n3. **BEH-GC-WINDOW** \u043b\u043e\u0433 \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u0438\u0438 \u043e\u043a\u043d\u0430 (ablate vs restore \u0432\u0436\u0438\u0432\u0443\u044e).\\n4. **behavioral_gc_retest** \u0444\u043b\u0430\u0433 \u2014 \u0441\u043d\u044f\u0442\u044c rejected-\u043c\u0435\u0442\u043a\u0438+cooldown+grad-\u043b\u0438\u043c\u0438\u0442 \u0434\u043b\u044f \u043f\u0435\u0440\u0435-\u043f\u0440\u043e\u0433\u043e\u043d\u0430 grown133.\\n\\n17 \u0442\u0435\u0441\u0442\u043e\u0432, \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0439 0.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-cffb03185fabfbf9\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-1eb2eef19d659016", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300784, "scanner": "foundry_dataset", "fingerprint": "91935cb9aad092f22085f922d210cb911138757e1b2084abfe45d5158a541896", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#15", "human_labels": ["agent_instruction_gap"], "issue_number": "15", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.62, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-1b2f81180a777c7e", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#15\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#15\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-2661c7b932a3868a\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/15\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/15\\nTitle: 0.13.52: \u00a710.8 UI-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0440\u043e\u0441\u0442\u0430 \u0422\u041a\u0410\u041d\u0415\u0419 + \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\\nBody:\\n## \u0417\u0430\u0447\u0435\u043c\\n\u0428\u0435\u0444: \u043d\u0443\u0436\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0434\u043b\u044f UI, \u0447\u0442\u043e\u0431\u044b \u043e\u0442\u043e\u0431\u0440\u0430\u0437\u0438\u0442\u044c \u0440\u043e\u0441\u0442 \u0442\u043a\u0430\u043d\u0435\u0439. \u041d\u043e `diagnostics` \u044d\u043c\u0438\u0442\u0438\u043b \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u043e\u0441\u0442 **\u0441\u0432\u044f\u0437\u0435\u0439** (`topo_active` \u0440\u0451\u0431\u0440\u0430) \u2014 \u0440\u043e\u0441\u0442 **\u0442\u043a\u0430\u043d\u0435\u0439** (predictor-\u0441\u0430\u0439\u0434\u043a\u0430\u0440\u044b, \u0432\u043d\u0435 \u0433\u0440\u0430\u0444\u0430) \u041d\u0415 \u044d\u043c\u0438\u0442\u0438\u043b\u0441\u044f \u2192 UI \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435 \u043c\u043e\u0433 \u0435\u0433\u043e \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c. \u042d\u0442\u043e\u0442 PR \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 + \u0434\u0430\u0451\u0442 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e.\\n\\n## \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 (\u043a\u043b\u0438\u0435\u043d\u0442 0.13.52+)\\n`_tissue_growth_metrics()` \u2014 \u0432 colony-\u0430\u0433\u0440\u0435\u0433\u0430\u0442\u0435 \u0418 per-creature, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 \u0440\u043e\u0441\u0442\u0430 \u0441\u0432\u044f\u0437\u0435\u0439:\\n`tissue_grown_live` (\u0436\u0438\u0432\u044b\u0445 \u0441\u0435\u0439\u0447\u0430\u0441, \u0432\u043a\u043b. GC-held), `tissue_kept`, `tissue_reverted` (backoff \u043f\u0440\u0438 \u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0438), `tissue_gc_pruned` (\u043e\u0442\u043f\u0443\u0449\u0435\u043d\u043e GC), `tissue_propose_total`, `tissue_growing`/`tissue_gc_evaluating` (in-flight), `tissue_growth_enabled`.\\n\\n`n_tissues=20` (\u0441\u043a\u0435\u043b\u0435\u0442) \u041d\u0415 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0441\u0430\u0439\u0434\u043a\u0430\u0440\u044b \u2014 \u0434\u043b\u044f \u00ab\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0432\u044b\u0440\u0430\u0441\u0442\u0438\u043b\u00bb \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c `tissue_grown_live`. Server Pydantic `extra=\\\"allow\\\"` (\u0425\u044c\u044e\u0431\u0435\u0440\u0442 6d0dfd9) \u2192 \u043d\u043e\u0432\u044b\u0435 \u043f\u043e\u043b\u044f \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u0431\u0435\u0437 server-\u043f\u0440\u0430\u0432\u043a\u0438.\\n\\n## \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\\n`docs/ui_tissue_growth.md` \u2014 \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u043f\u043e\u043b\u0435\u0439, \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u043f\u043e \u043f\u0430\u043d\u0435\u043b\u0438, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u043e\u0440\u0430, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-ebfdec50cb424838\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-1ffba66667e183f9", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300783, "scanner": "foundry_dataset", "fingerprint": "f2c64a96c623065796175655c735930beb1d26a6316592b106e9f58d92363a0f", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#13", "human_labels": ["human_feedback_general"], "issue_number": "13", "thread_label": "thread_needs_classification", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.62, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-5a2c263b2e0a91db", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#13\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#13\nRepo: Sign25/utopia-client\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-3c9f2e682ead0695\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"human_feedback_general\",\n    \"polarity\": \"neutral\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/13\",\n    \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/13\\nTitle: 0.13.50: \u00a710.8 \u0440\u0435\u0434\u0438\u0437\u0430\u0439\u043d a+c+b \u2014 \u0440\u043e\u0441\u0442 \u0442\u043a\u0430\u043d\u0435\u0439 \u0431\u0435\u0437 \u0432\u043e\u0437\u043c\u0443\u0449\u0435\u043d\u0438\u044f \u043c\u043e\u0442\u043e\u0440\u0430\\nBody:\\n\u0412\u044b\u0440\u043e\u0441\u0448\u0438\u0435 \u0442\u043a\u0430\u043d\u0438 = predictor-\u0441\u0430\u0439\u0434\u043a\u0430\u0440\u044b (\u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043e\u0442 cerebellum\u2192motor) + \u00a73-\u0433\u0435\u0439\u0442 + rate-limit. 24 \u0442\u0435\u0441\u0442\u0430 + gated E2E. \u0424\u0440\u0430\u0439 go.\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-a69cc5bfe066c268\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-e2dcd47fb59f65b8", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300782, "scanner": "foundry_dataset", "fingerprint": "17dfc673274c166b3298074665b38e87c1b82b425f7c8fab3f6461f975cdc909", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#12", "human_labels": ["human_feedback_general"], "issue_number": "12", "thread_label": "thread_needs_classification", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.813, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-1320dacba6103f6b", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#12\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#12\nRepo: Sign25/utopia-client\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-ad59a84fea0296bd\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"human_feedback_general\",\n    \"polarity\": \"neutral\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/12\",\n    \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/12\\nTitle: 0.13.49: kill-switch = \u043f\u043e\u043b\u043d\u044b\u0439 \u0440\u0435\u0432\u0435\u0440\u0442 \u2014 \u0432\u044b\u0442\u0430\u0449\u0438\u0442\u044c \u0410\u0434\u0430\u043c\u0430 \u0438\u0437 \u00a73\\nBody:\\n\u041f\u0435\u0440\u0432\u044b\u0439 \u0440\u043e\u0441\u0442 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b (grown2 -31%, grown6 -19%), \u043d\u043e \u0442\u043a\u0430\u043d\u0438\u2192cerebellum\u2192motor \u0432\u043e\u0437\u043c\u0443\u0442\u0438\u043b\u0438 \u043c\u043e\u0442\u043e\u0440 \u2192 \u00a73. \u0420\u0435\u0432\u0435\u0440\u0442: set_tissue_growth(False) \u0443\u0431\u0438\u0440\u0430\u0435\u0442 \u0432\u044b\u0440\u043e\u0441\u0448\u0438\u0435 \u0442\u043a\u0430\u043d\u0438 \u2192 \u0434\u043e-\u0440\u043e\u0441\u0442\u043e\u0432\u043e\u0439 \u043c\u043e\u0437\u0433. \u0424\u0440\u0430\u0439 go.\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-59ff49853449ffd9\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-assumption_checks-7073b0f95c21c81f", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: Sign25/utopia-client"}, "properties": {"repobilityId": 300781, "scanner": "foundry_dataset", "fingerprint": "ff3edab5a0aef3bb943e351a9c98abaa7e10eb97bc55b0451f22b9b30d74d595", "category": "practices", "severity": "medium", "confidence": 0.62, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "Sign25/utopia-client#11", "human_labels": ["human_feedback_general"], "issue_number": "11", "thread_label": "thread_needs_classification", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.837, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-f46696a4ca217bb3", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#11\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#11\nRepo: Sign25/utopia-client\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-ec4815645fb9cffa\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"human_feedback_general\",\n    \"polarity\": \"neutral\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/11\",\n    \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/11\\nTitle: 0.13.48: \u00a710.8 fix ROOT1+ROOT2 \u2014 \u0440\u043e\u0441\u0442 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442 \u043f\u043e\u0434 \u043f\u043e\u0433\u043e\u0434\u043e\u0439\\nBody:\\nROOT1: \u043f\u043b\u0430\u0442\u043e=\u0434\u043e\u043b\u044f near-floor\u2265\u03c6\u207b\u00b9 (\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e \u043a \u0432\u0441\u043f\u043b\u0435\u0441\u043a\u0430\u043c \u043f\u043e\u0433\u043e\u0434\u044b). 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Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#9", "human_labels": ["agent_instruction_gap"], "issue_number": "9", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.72, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-3670700ba5187c4a", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#9\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#9\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-cd7d18121c6ea8d1\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/9\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/9\\nTitle: 0.13.46: \u043f\u043e\u0433\u043e\u0434\u0430 v0.1 fix \u2014 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 weather-field + WEATHER_DIAG\\nBody:\\n\u0425\u044c\u044e\u0431\u0435\u0440\u0442 \u0448\u043b\u0451\u0442 temp \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u043e (c[weather][temperature]), \u0447\u0438\u0442\u0430\u043b flat \u2192 no-op. \u0424\u0438\u043a\u0441: nested+flat read, \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u043e \u043a server-obs \u043f\u0430\u0442\u0447\u0443, +WEATHER_DIAG \u0434\u043b\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-ce77c679cc57e5ff\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-28297ac60cabac13", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316297, "scanner": "foundry_dataset", "fingerprint": "97e6653cffa5c6ccdcc37f14ce2d406aeface5b5e3fac442e4b0d39cf44424d8", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#8", "human_labels": ["agent_instruction_gap"], "issue_number": "8", "thread_label": "thread_has_human_issue_without_fix_context", "outcome_label": "not_resolved_or_not_observed", "source_backed": true, "max_confidence": 0.0, "repo_full_name": "Sign25/utopia-client", "training_usage": "negative_or_unresolved", "confidence_tier": "unresolved", "source_chain_id": "evidence-chain-issue_chain-68e7842b9570fb91", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 0, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_unresolved"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#8\nOutcome: not_resolved_or_not_observed\nThread label: thread_has_human_issue_without_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_unresolved\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#8\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_without_fix_context\nOutcome: not_resolved_or_not_observed\nComment count: 1\nLinked commit count: 0\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-c339efb12c778c81\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/8\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/8\\nTitle: 0.13.45: \u00a710.9 \u043f\u043e\u0433\u043e\u0434\u0430 v0.1 client-half \u2014 temp\u2192obs[35]\\nBody:\\nClient-\u043f\u043e\u043b\u043e\u0432\u0438\u043d\u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043f\u043e\u0433\u043e\u0434\u044b (\u0425\u044c\u044e\u0431\u0435\u0440\u0442/\u0424\u0440\u0430\u0439 LOCKED). temperature \u2208[-1,1] \u2192 obs[35] (Adam-only \u0441\u043b\u043e\u0442, \u0431\u044b\u043b steps_taken \u2014 \u043d\u0435-\u0441\u0435\u043d\u0441\u043e\u0440\u043d\u044b\u0439). obs \u0410\u0434\u0430\u043c\u0430 client-built \u2192 temp \u0438\u043d\u0436\u0435\u043a\u0442\u0438\u0442\u0441\u044f client-side \u0438\u0437 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e payload-\u043f\u043e\u043b\u044f (server obs-\u043f\u0430\u0442\u0447 owned \u043d\u0435 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442, \u043f\u0440\u0435\u0446\u0435\u0434\u0435\u043d\u0442 nearest_flora). obs[:64] \u0444\u0438\u043a\u0441. Predictor \u0430\u0432\u0442\u043e-\u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 temp@35 \u2192 \u0434\u0430\u0432\u043b\u0435\u043d\u0438\u0435. v0.1 perception-only. No-op \u0434\u043e weather.py \u0425\u044c\u044e\u0431\u0435\u0440\u0442\u0430. 5 \u0442\u0435\u0441\u0442\u043e\u0432.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-d1945592ac619f3b\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-b5c44f5aa3cc2925", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316296, "scanner": "foundry_dataset", "fingerprint": "9ad67ac926edb381d4f3805e9303c33c5b70bc69ed1e4ad18b3faeb4ced378f4", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#7", "human_labels": ["agent_instruction_gap"], "issue_number": "7", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.59, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-a967de37728943d2", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#7\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#7\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-c0b65362cacdfe07\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/7\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/7\\nTitle: 0.13.44: \u00a710.8 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0440\u043e\u0441\u0442\u0430 \u0422\u041a\u0410\u041d\u0415\u0419 (\u0443\u0437\u043b\u0430\u043c\u0438) \u2014 dormant\\nBody:\\n\u041f\u043e\u0441\u043b\u0435 \u043f\u043e\u0442\u043e\u043b\u043a\u0430 \u0441\u0432\u044f\u0437\u0435\u0439 (19/19) \u0410\u0434\u0430\u043c \u0440\u0430\u0441\u0442\u0438\u0442 \u043c\u043e\u0437\u0433 \u0423\u0417\u041b\u0410\u041c\u0418. 4 \u0431\u043b\u043e\u043a\u0435\u0440\u0430 \u00a710.8: propose-tissue, \u0432\u0441\u0442\u0430\u0432\u043a\u0430-\u0443\u0437\u043b\u0430 (\u0441\u0435\u043d\u0441\u043e\u0440\u2192cerebellum), \u043f\u0435\u0440\u0441\u0438\u0441\u0442-recreate (durable), \u0433\u0438\u0431\u043a\u0438\u0439 \u0441\u043f\u0435\u043a. \u0414\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u0430 \u0440\u0451\u0431\u0435\u0440 (dwell/keep/backoff \u043d\u0430 \u0394loss), kill-switch `tissue_growth` \u0434\u0435\u0444\u043e\u043b\u0442 OFF. \u0414\u0440\u0430\u0439\u0432\u0435\u0440 prediction \u0441\u043f\u0438\u0442 \u0434\u043e \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0434\u0430\u0432\u043b\u0435\u043d\u0438\u044f (\u043f\u043e\u0433\u043e\u0434\u0430 \u0425\u044c\u044e\u0431\u0435\u0440\u0442\u0430 \u00a710.9). \u0412\u0435\u0440\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043e E2E \u043d\u0430 real neurocore: mint/insert/forward-\u0441-\u0443\u0437\u043b\u043e\u043c/backoff/persist-recreate. 6 \u0442\u0435\u0441\u0442\u043e\u0432 + gated passed. Client-local, dormant \u2192 \u043f\u0440\u043e\u0434 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-33768ab387fa312e\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-4500fd3da9c8d032", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316295, "scanner": "foundry_dataset", "fingerprint": "cb23dded1a1f45f2ddaa2feaff4df248a8a2c1fad777b9e31043e9132a316e2d", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#5", "human_labels": ["agent_instruction_gap"], "issue_number": "5", "thread_label": "thread_has_human_issue_without_fix_context", "outcome_label": "not_resolved_or_not_observed", "source_backed": true, "max_confidence": 0.0, "repo_full_name": "Sign25/utopia-client", "training_usage": "negative_or_unresolved", "confidence_tier": "unresolved", "source_chain_id": "evidence-chain-issue_chain-bfb2007600cb4d4d", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 0, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_unresolved"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#5\nOutcome: not_resolved_or_not_observed\nThread label: thread_has_human_issue_without_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_unresolved\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#5\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_without_fix_context\nOutcome: not_resolved_or_not_observed\nComment count: 1\nLinked commit count: 0\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-41eccb0adcc54282\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/5\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/5\\nTitle: 0.13.42: \u00a73.2 concave felt-\u043a\u0440\u0438\u0432\u0430\u044f (felt^\u03c6\u207b\u00b9) \u2014 \u0443\u0441\u0438\u043b\u0438\u0442\u044c mid-\u0437\u043e\u043d\u0443 \u0436\u0430\u0436\u0434\u044b\\nBody:\\n\u041f\u0435\u0440\u0432\u043e\u0435 \u043e\u043a\u043d\u043e felt-thirst \u0432\u0441\u043a\u0440\u044b\u043b\u043e mid-\u043f\u0440\u043e\u0432\u0430\u043b (hydration V-\u043f\u0440\u043e\u0432\u0430\u043b \u0434\u043e 0 + berserk, \u0432\u044b\u0436\u0438\u043b). \u0424\u0438\u043a\u0441: `felt = ((onset\u2212hyd)/onset)^\u03c6\u207b\u00b9` (concave 0.618) \u0431\u0443\u0441\u0442\u0438\u0442 mid (0.15\u21920.30), \u0434\u0435\u0440\u0436\u0438\u0442 \u03c6-onset, \u043c\u043e\u043d\u043e\u0442\u043e\u043d\u043d\u0430. \u0422\u0435\u0441\u0442\u044b formula-driven + sentinel-override-\u043f\u043e\u0434\u0441\u0447\u0451\u0442. \u0424\u0440\u0430\u0439 go.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-e5683770fdd1e55d\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-404bb58706f1d80a", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316294, "scanner": "foundry_dataset", "fingerprint": "e05adb0e3323f75aa0abe9e5a37842df6a5dacf04599ea1629e7dd58b7f6426b", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#47", "human_labels": ["deployment_env_gap", "source_or_other"], "issue_number": "47", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.82, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-784e7cb384e944d3", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"source_or_other": 3}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#47\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#47\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 3\nLabels: {'deployment_env_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'source_or_other': 3}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-3ca526800c5ad2ee\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"deployment_env_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/47\",\n    \"text\": \"GitHub feedback: deployment_env_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/47\\nTitle: 0.13.84 Phase 1 feeding-ladder: nearest-edible \u043d\u0430\u0432\\nBody:\\nPhase 1 client-half (\u0424\u0440\u0430\u0439 go): \u0432\u043e\u0441\u043f\u0440\u0438\u044f\u0442\u0438\u0435 nearest-flora \u2192 nearest-EDIBLE \u0434\u043b\u044f \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u0438 (\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0425\u044c\u044e\u0431\u0435\u0440\u0442\u0430 d972ea7). \u0410\u0434\u0430\u043c \u0438\u0434\u0451\u0442 \u043a \u0441\u044a\u0435\u0434\u043e\u0431\u043d\u043e\u043c\u0443, \u043c\u0438\u043c\u043e \u043e\u0431\u0435\u0441\u0446\u0435\u043d\u0435\u043d\u043d\u043e\u0439 \u0442\u0440\u0430\u0432\u044b; obs[62-63]/kind \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043d\u0430 legacy (discrimination, \u0424\u0440\u0430\u0439-\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442). Smell \u0443\u0436\u0435 edible-\u0444\u0438\u043b\u044c\u0442\u0440\u043e\u0432\u0430\u043d server-side. \u041f\u043e\u0440\u044f\u0434\u043e\u043a: deploy \u2192 \u043f\u043e\u0442\u043e\u043c \u0425\u044c\u044e\u0431\u0435\u0440\u0442 cut values.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-f8c4645cf83e20fe\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/1d1d5660b9a58a795b9235cf62b6675489a30e44/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-7ece0563bfca947f\",\n    \"filename\": \"utopia_client/local_compute.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 8,\n    \"deletions\": 0,\n    \"changes\": 8,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/1d1d5660b9a58a795b9235cf62b6675489a30e44/utopia_client%2Flocal_compute.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-48b6562a42572b0c\",\n    \"filename\": \"utopia_client/ws_client.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 8,\n    \"deletions\": 0,\n    \"changes\": 8,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/1d1d5660b9a58a795b9235cf62b6675489a30e44/utopia_client%2Fws_client.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-ae9761ccaed95185\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profi\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-3f5ea7bde25247b1", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316293, "scanner": "foundry_dataset", "fingerprint": "d921c0fc5bbcd5bfca2e0169d089bb99adfd5b80d63c9ec18ec24ccd31ae8e71", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#43", "human_labels": ["agent_instruction_gap", "source_or_other", "test_or_ci"], "issue_number": "43", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.917, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-d551cd5faf95b877", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"test_or_ci": 1, "source_or_other": 2}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#43\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#43\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 3\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'test_or_ci': 1, 'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-3d7087fa26c65bb9\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/43\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/43\\nTitle: 0.13.80 hunt-when-starving = life_critical (\u0434\u043e grass-cut)\\nBody:\\n\u0411\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u043f\u0435\u0440\u0435\u0434 grass-cut (\u0424\u0440\u0430\u0439): \u0433\u043e\u043b\u043e\u0434 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u043d + \u0434\u043e\u0431\u044b\u0447\u0430 \u0434\u043e\u0441\u0442\u0438\u0436\u0438\u043c\u0430 + hunt-action \u2192 life_critical \u2192 \u043e\u0431\u0445\u043e\u0434\u0438\u0442 \u00a73-force-STAY (\u0437\u0435\u0440\u043a\u0430\u043b\u043e water-when-thirsty hyd\u226415). \u0418\u043d\u0430\u0447\u0435 \u2212\u0442\u0440\u0430\u0432\u0430\u2192\u0433\u043e\u043b\u043e\u0434\u2192\u00a73\u2192\u0433\u043e\u043b\u043e\u0434-\u043a\u0430\u043f\u043a\u0430\u043d. 4 \u0442\u0435\u0441\u0442\u0430.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-e187b15be639b5e0\",\n    \"filename\": \"tests/test_hunting.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 39,\n    \"deletions\": 0,\n    \"changes\": 39,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/f11888efabf25196b40ff96a459e0e6dee63bea2/tests%2Ftest_hunting.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-b6a726530f89d910\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/f11888efabf25196b40ff96a459e0e6dee63bea2/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-016fe75fbe041a88\",\n    \"filename\": \"utopia_client/ws_client.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 19,\n    \"deletions\": 0,\n    \"changes\": 19,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/f11888efabf25196b40ff96a459e0e6dee63bea2/utopia_client%2Fws_client.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-fd69e535366932d4\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verifica\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-a2943fd395aef249", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316292, "scanner": "foundry_dataset", "fingerprint": "42cb474b261c8cd33def21d202fd627bdc16e79e2a151a9f991ccdd75951c704", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#40", "human_labels": ["agent_instruction_gap", "source_or_other"], "issue_number": "40", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-a67e34f1a8e03ed4", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 2, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"source_or_other": 2}, "linked_commit_count": 2, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#40\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#40\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 2\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 2\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-f13bdc0d8d071ce4\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/40\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/40\\nTitle: 0.13.77 fear-target \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u0430\u043d (\u0424\u0440\u0430\u0439, \u043e\u0442 \u0436\u0438\u0432\u044b\u0445 negDmg)\\nBody:\\n\u0417\u0430\u043c\u0435\u0440 grown24 (13 \u043f\u0430\u0440): \u0443\u0440\u043e\u043d baseline mean 0.86/\u043e\u043a\u043d\u043e (sd 0.35), paired diff +0.07 (\u0448\u0443\u043c) \u2192 fear-\u043d\u0435\u0439\u0442\u0440\u0430\u043b\u0435\u043d, SOFT \u0432\u0435\u0440\u043d\u043e. Target neg_damage 0.5\u21920.3 (\u2248\u03c6\u207b\u00b2\u00b7baseline 0.382\u00b70.86\u22480.33; \u0447\u0443\u0442\u044c \u043d\u0438\u0436\u0435 13-\u043f\u0430\u0440 MDE \u2192 \u0444\u043e\u0440\u0441\u0438\u0442 \u0434\u043e\u0441\u0432\u0435\u0442\u043a\u0443 \u2192 fear-KEEP \u0441 \u0441\u0438\u043b\u044c\u043d\u044b\u043c \u0435\u0432\u0438\u0434\u0435\u043d\u0441\u043e\u043c). \u0414\u0438\u043c\u0430 \u0436\u0438\u0432\u0430\u044f, \u0436\u0434\u0443 \u043f\u0435\u0440\u0432\u044b\u0439 fear-\u043e\u0441\u044c KEEP.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-e62fb01ffb8ee264\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/7c166961406aa8c304b64d436932949f5fb73c76/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-020f350f044bbe5e\",\n    \"filename\": \"utopia_client/local_compute.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 6,\n    \"deletions\": 3,\n    \"changes\": 9,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/7c166961406aa8c304b64d436932949f5fb73c76/utopia_client%2Flocal_compute.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-74c4a7f0ee846ed1\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_g\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-62266c5e38052747", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316291, "scanner": "foundry_dataset", "fingerprint": "b2c504d78f02bdb0f4d3b37f4b12c8d816b06f784fe21ff40f5bed7e63069bd8", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#4", "human_labels": ["agent_instruction_gap"], "issue_number": "4", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.787, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-ba92e93de1589aaf", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#4\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#4\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-032b9e0473bc27af\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/4\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/4\\nTitle: 0.13.41: \u00a76 \u0440\u043e\u0441\u0442-durable \u2014 \u043f\u0435\u0440\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u044c \u043f\u0435\u0442\u043b\u0438 \u0440\u043e\u0441\u0442\u0430 \u0447\u0435\u0440\u0435\u0437 \u0440\u0435\u0441\u0442\u0430\u0440\u0442\\nBody:\\n## \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 (\u0432\u0441\u043a\u0440\u044b\u043b\u043e \u0432\u0447\u0435\u0440\u0430\u0448\u043d\u0435\u0435 \u043e\u0442\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043f\u0438\u0442\u0430\u043d\u0438\u044f)\\n\\n\u0421\u0432\u044f\u0437\u0438 + predictor \u043f\u0435\u0440\u0441\u0438\u0441\u0442\u0438\u043b\u0438\u0441\u044c (`save_state`: 70 \u0442\u043e\u043f\u043e-\u0433\u0435\u043d\u043e\u0432, loss 0.046, \u0430\u0432\u0442\u043e\u0441\u0435\u0439\u0432\u044b \u043a\u0430\u0436\u0434\u044b\u0435 60\u0441 \u0431\u0435\u0437 \u0441\u0431\u043e\u0435\u0432), \u043d\u043e **\u043f\u0440\u043e\u0433\u0440\u0435\u0441\u0441 \u043f\u0435\u0442\u043b\u0438 \u0440\u043e\u0441\u0442\u0430** \u0431\u044b\u043b in-memory \u2192 \u0441\u0431\u0440\u043e\u0441 \u043d\u0430 \u0440\u0435\u0441\u0442\u0430\u0440\u0442\u0435:\\n- `growth_kept`/`reverted` \u2192 KPI \u00ab\u0441\u0432\u044f\u0437\u0435\u0439 \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u043e\u00bb \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b **0** \u043f\u043e\u0441\u043b\u0435 \u0440\u0435\u0441\u0442\u0430\u0440\u0442\u0430 (\u044d\u0442\u043e \u0441\u0447\u0451\u0442\u0447\u0438\u043a KEEP'\u043e\u0432 *\u0441\u0435\u0441\u0441\u0438\u0438*, \u043d\u0435 \u0447\u0438\u0441\u043b\u043e \u0436\u0438\u0432\u044b\u0445 \u0441\u0432\u044f\u0437\u0435\u0439 \u2014 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0432 `topo_active`=19 enabled, \u0432\u043a\u043b. \u0432\u044b\u0440\u043e\u0441\u0448\u0438\u0435 `{\u0440\u043e\u043b\u044c}\u2192cerebellum`).\\n- `_growth_intr_hist` (\u0442\u0440\u0435\u0439\u043b\u0438\u043d\u0433-floor deque 233) + `_growth_stagnation_n` \u2192 \u0434\u0435\u0442\u0435\u043a\u0442\u043e\u0440-\u043f\u043b\u0430\u0442\u043e \u0441\u0431\u0440\u0430\u0441\u044b\u0432\u0430\u043b\u0441\u044f \u2192 PROPOSE \u0436\u0434\u0430\u043b ~233-\u0442\u0438\u043a re-warm.\\n\\n## \u0424\u0438\u043a\u0441 (\u0424\u0440\u0430\u0439 go, durable-\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0440\u043e\u0441\u0442\u0430)\\n\\n\u041f\u0435\u0440\u0441\u0438\u0441\u0442\u0438\u0442\u044c 4 \u043f\u043e\u043b\u044f \u0432 `save_state` + `restore_persisted_state`. predictor \u0446\u0435\u043b (loss \u043d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u0435\u043d) \u2192 floor-\u0438\u0441\u0442\u043e\u0440\u0438\u044f **\u0432\u0430\u043b\u0438\u0434\u043d\u0430** \u2192 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c, \u043d\u0435 re-warm'\u0438\u0442\u044c. `_growth_saturated` \u041d\u0415 \u043f\u0435\u0440\u0441\u0438\u0441\u0442\u0438\u043c (\u0441\u0431\u0440\u043e\u0441 False \u2192 \u043f\u0435\u0442\u043b\u044f \u0437\u0430\u043d\u043e\u0432\u043e \u0438\u0449\u0435\u0442).\\n\\n\u041f\u043e\u0441\u043b\u0435: KPI \u043d\u0435 \u0432\u0440\u0451\u0442 \u00ab0\u00bb + PROPOSE \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043c\u0433\u043d\u043e\u0432\u0435\u043d\u043d\u043e \u043f\u043e\u0441\u043b\u0435 \u0441\u0431\u043e\u044f \u043f\u0438\u0442\u0430\u043d\u0438\u044f.\\n\\n3 \u0442\u0435\u0441\u0442\u0430 round-trip (`tes\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-8e8b37b7001759d3\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-bb6b4c6dc393278e", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316290, "scanner": "foundry_dataset", "fingerprint": "728f86d8bdda7c946e997ad522de142797fe8c41d1977526da681e63498a806b", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#39", "human_labels": ["mock_placeholder", "source_or_other", "test_or_ci"], "issue_number": "39", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.82, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-cb66b9afc88281e7", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"test_or_ci": 1, "source_or_other": 2}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#39\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#39\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 3\nLabels: {'mock_placeholder': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'test_or_ci': 1, 'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-07b18ba8dd6925ed\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"mock_placeholder\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/39\",\n    \"text\": \"GitHub feedback: mock_placeholder\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/39\\nTitle: 0.13.76 fear-\u043e\u0441\u044c \u0432 behavioral-GC (\u0424\u0440\u0430\u0439, predator v0.1)\\nBody:\\nPredator v0.1 validated \u2192 3-\u044f \u0436\u0438\u0432\u0430\u044f \u043e\u0441\u044c (adrenaline). \u0411\u043b\u043e\u043a\u0435\u0440: GC \u043c\u0435\u0440\u0438\u043b \u0442\u043e\u043b\u044c\u043a\u043e \u043c\u0435\u0442\u0430\u0431\u043e\u043b\u0438\u0437\u043c/\u0432\u043e\u0434\u0430/\u0434\u043e\u0445\u043e\u0434 \u2014 fear/cost-of-encounter \u0434\u0438\u043c\u044b \u043d\u0435\u0442 \u2192 fear-\u0442\u043a\u0430\u043d\u044c \u043d\u0435\u0434\u0435\u0442\u0435\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u0430.\\n\\n\u0424\u0440\u0430\u0439: \u043e\u0434\u043d\u0430 \u0434\u0438\u043c\u0430 damage_taken\u2192neg_damage_rate (\u0447\u0438\u0441\u0442\u044b\u0439 fear-\u0441\u0438\u0433\u043d\u0430\u043b, continuous, reuse income-\u043f\u0430\u0442\u0442\u0435\u0440\u043d). _beh_damage_cum \u2192 _beh_gc_sample \u2192 neg_damage rate \u0432 window-close, \u0441\u0438\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u043d\u043e income. Target 0.5 placeholder (\u0424\u0440\u0430\u0439 \u043a\u0430\u043b\u0438\u0431\u0440\u0443\u0435\u0442 \u043e\u0442 \u0436\u0438\u0432\u044b\u0445 negDmg-\u043e\u043a\u043e\u043d, \u043b\u043e\u0433 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d). 2 \u0442\u0435\u0441\u0442\u0430.\\n\\n\u041f\u043e\u0441\u043b\u0435 \u2014 watch \u043f\u0435\u0440\u0432\u044b\u0439 fear-\u043e\u0441\u044c KEEP.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-baffb35ab84a1e79\",\n    \"filename\": \"tests/test_behavioral_gc.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 10,\n    \"deletions\": 0,\n    \"changes\": 10,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/4c8653f7ff8ab670f1cf49d545105afa8c1152cd/tests%2Ftest_behavioral_gc.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-6a24a63aba50c462\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/4c8653f7ff8ab670f1cf49d545105afa8c1152cd/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-72ff67a75338d764\",\n    \"filename\": \"utopia_client/local_compute.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 29,\n    \"deletions\": 6,\n    \"changes\": 35,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/4c8653f7ff8ab670f1cf49d545105afa8c1152cd/utopia_client%2Flocal_compute.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-bf6ca9407641fd93\"]\nSource graph evi\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-3d39b8bc1abcb4dd", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316289, "scanner": "foundry_dataset", "fingerprint": "9e861e43fd00f14f56897557607e4e808d26cda3129c8ba7afa62401e8ffec13", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#37", "human_labels": ["agent_instruction_gap", "source_or_other", "test_or_ci"], "issue_number": "37", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "Sign25/utopia-client", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-34aa5c79fb417ba4", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 5, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"test_or_ci": 3, "source_or_other": 2}, "linked_commit_count": 3, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#37\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#37\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 3\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 5\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'test_or_ci': 3, 'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-4065410fa98f98bf\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/37\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/37\\nTitle: 0.13.74 \u0430\u043d\u0442\u0438-\u0441\u043f\u0438\u0440\u0430\u043b\u044c behavioral-GC (\u0424\u0440\u0430\u0439 1+2+3)\\nBody:\\n\u0418\u043d\u0446\u0438\u0434\u0435\u043d\u0442 11.06: behavioral-GC \u043f\u043e \u043a\u0440\u0443\u0433\u0443 \u0430\u0431\u043b\u0435\u0439\u0442\u0438\u043b grown93 \u0443 \u044d\u043d\u0435\u0440\u0433\u043e\u043c\u0430\u0440\u0433\u0438\u043d\u0430 \u2192 \u00a73 \u2192 abort \u2192 \u0441\u0440\u0430\u0437\u0443 \u0440\u0435-\u043f\u043e\u043f\u044b\u0442\u043a\u0430 (29\u21921\u043c\u0438\u043d), \u0410\u0434\u0430\u043c \u0434\u043e\u0448\u0451\u043b \u0434\u043e 52%-\u043f\u0430\u0440\u0430\u043b\u0438\u0447\u0430, \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f manual kill-switch.\\n\\n\u0424\u0440\u0430\u0439 \u043e\u0434\u043e\u0431\u0440\u0438\u043b 1+2+3:\\n1. abort-cooldown escalating Fib (\u00a73-abort \u2192 cooldown \u00d7Fib(count), durable, reset \u043d\u0430 KEEP)\\n2. \u044d\u043d\u0435\u0440\u0433\u043e-\u0433\u0435\u0439\u0442 \u0441\u0442\u0430\u0440\u0442\u0430 (\u043d\u0435 \u0430\u0431\u043b\u0435\u0439\u0442\u0438\u0442\u044c \u043f\u043e\u043a\u0430 energy<618 \u0418\u041b\u0418 \u00a73 \u0437\u0430 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0435 89 \u0442\u0438\u043a\u043e\u0432)\\n3. cumulative-monitor \u0430\u043a\u0442\u0438\u0432\u0435\u043d \u043f\u0440\u0438 \u22651 graduated (\u0431\u044b\u043b\u043e \u22652, \u043e\u0434\u0438\u043d\u043e\u0447\u043d\u044b\u0439 \u0443\u0437\u0435\u043b \u0434\u0440\u0435\u043d\u0438\u043b \u0431\u0435\u0437 \u0441\u0442\u0440\u0430\u0445\u043e\u0432\u043a\u0438)\\n\\nbehavioral_gc \u0441\u0435\u0439\u0447\u0430\u0441 OFF (kill-switch). \u0412\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u043e\u0431\u0440\u0430\u0442\u043d\u043e \u0422\u041e\u041b\u042c\u041a\u041e \u043f\u043e\u0441\u043b\u0435 \u043f\u043e\u043b\u043d\u043e\u0433\u043e recovery, \u0441 watch. 9 \u0442\u0435\u0441\u0442\u043e\u0432.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-697ae7f61b574e04\",\n    \"filename\": \"tests/test_behavioral_gc.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 56,\n    \"deletions\": 2,\n    \"changes\": 58,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/888736db40ecaaed64b8e7e359cdeb3a60f71a2c/tests%2Ftest_behavioral_gc.py\"\n  },\n  {\n    \"id\": 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"gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316288, "scanner": "foundry_dataset", "fingerprint": "26321762ec0ccab8887b7d3863ed9381ce81134edfee522d4b672702e1242526", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. 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"classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#36\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#36\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 3\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'test_or_ci': 1, 'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": 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Client-tick \u0410\u0434\u0430\u043c\u0430 \u043c\u0435\u0434\u043b\u0435\u043d\u043d\u0435\u0435 world-loop \u2192 \u0431\u0435\u0437 persist P40 force-STAY'\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 30 world-\u0442\u0438\u043a\u043e\u0432 (~2\u0441) \u2192 \u0437\u0430\u043c\u043e\u0440\u043e\u0437\u043a\u0430, \u043f\u043e\u0442\u043e\u043c \u0440\u044b\u0432\u043e\u043a.\\n\\nClient-half: entry[`persist`]=True \u043d\u0430 \u043b\u043e\u043a\u043e\u043c\u043e\u0446\u0438\u0438 \u0410\u0434\u0430\u043c\u0430 (MOVE 0-3 + FLEE 10), scope _single_organism. \u0421\u0435\u0440\u0432\u0435\u0440 \u0434\u0435\u0434-\u0440\u0435\u043a\u043e\u043d\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 MOVE \u043a\u0430\u0436\u0434\u044b\u0439 world-\u0442\u0438\u043a \u2192 feed \u043f\u043b\u043e\u0442\u043d\u044b\u0439 \u043a\u0430\u043a \u0443 \u0444\u0430\u0443\u043d\u044b. \u041a\u043e\u043c\u043f\u043e\u0437\u0438\u0442\u0441\u044f \u0441 \u0438\u043d\u0442\u0435\u0440\u043f\u043e\u043b\u044f\u0446\u0438\u0435\u0439 /world (utopia#9). 5 \u0442\u0435\u0441\u0442\u043e\u0432.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-dcb1de4d2d5c151f\",\n    \"filename\": \"tests/test_persist_action.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"added\",\n    \"additions\": 64,\n    \"deletions\": 0,\n    \"changes\": 64,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/e214bd2eab14bbbd6afd644032183ed461dc3e5e/tests%2Ftest_persist_action.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-b5f6573af019e92f\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/e214bd2eab14bbbd6afd644032183ed461dc3e5e/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-4b439e2fd3aabd48\",\n    \"filename\": \"utopia_client/ws_client.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 18,\n    \"deletions\": 2,\n    \"changes\": 20,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/e214bd2eab14bbbd6afd644032183ed461dc3e5e/utopia_client%2Fws_client.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-7a3ce15f215de186\"]\nSource graph evidence:\nSource evid\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-8598663ad5ec0655", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316286, "scanner": "foundry_dataset", "fingerprint": "06b5db38f485c20d9719020767f64432e221361102cee8e2062cca49c4acaa6a", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. 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"classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#33\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#33\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 3\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'test_or_ci': 1, 'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-d4fcdb707b7579b6\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/33\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/33\\nTitle: 0.13.70 anti-superman flee-boost stopgap\\nBody:\\n\u0428\u0435\u0444: \u0410\u0434\u0430\u043c \u043f\u0440\u044b\u0433\u0430\u043b \u043d\u0430 10 \u043a\u043b\u0435\u0442\u043e\u043a \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u044f \u043f\u0443\u0442\u044c \u043a\u0430\u0440\u0442\u044b. \u041a\u043e\u0440\u0435\u043d\u044c \u2014 \u0431\u0430\u0437\u0430 move_speed=10 \u0443\u0436\u0435 \u0434\u0430\u0451\u0442 3 \u043a\u043b\u0435\u0442\u043a\u0438/\u0442\u0438\u043a (= \u0445\u0438\u0449\u043d\u0438\u043a), \u0430 speed_boost \u0443 P40 \u0423\u041c\u041d\u041e\u0416\u0410\u0415\u0422 ((1+boost)\u00d73 \u2192 6-12 \u043a\u043b\u0435\u0442\u043e\u043a = \u0442\u0435\u043b\u0435\u043f\u043e\u0440\u0442).\\n\\nStopgap: `_flee_speed_boost` \u0443 \u043f\u043e\u043b\u0430 \u043f\u043e\u043a\u0430 \u0425\u044c\u044e\u0431\u0435\u0440\u0442 \u043d\u0435 \u043f\u0435\u0440\u0435\u0435\u0434\u0435\u0442 \u043d\u0430 additive-\u043c\u043e\u0434\u0435\u043b\u044c. adr>=85 \u2192 1 (\u043a\u043e\u0440\u043e\u0442\u043a\u0438\u0439 \u0440\u044b\u0432\u043e\u043a), \u0438\u043d\u0430\u0447\u0435 \u2192 0 (\u0431\u0430\u0437\u0430 = \u043f\u0430\u0440\u0438\u0442\u0435\u0442 \u0441 \u0445\u0438\u0449\u043d\u0438\u043a\u043e\u043c). 2 \u0442\u0435\u0441\u0442\u0430.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-5c308e12bad5df15\",\n    \"filename\": \"tests/test_predator_adrenaline.py\",\n    \"label\": \"test_or_ci\",\n    \"status\": \"modified\",\n    \"additions\": 7,\n    \"deletions\": 4,\n    \"changes\": 11,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/daaab8a37365f54560a5cf125568fa99b3c11968/tests%2Ftest_predator_adrenaline.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-50028866fc0c562f\",\n    \"filename\": \"utopia_client/__init__.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/daaab8a37365f54560a5cf125568fa99b3c11968/utopia_client%2F__init__.py\"\n  },\n  {\n    \"id\": \"github-pr-file-file-3073f752e1801c1b\",\n    \"filename\": \"utopia_client/ws_client.py\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 11,\n    \"deletions\": 10,\n    \"changes\": 21,\n    \"blob_url\": \"https://github.com/Sign25/utopia-client/blob/daaab8a37365f54560a5cf125568fa99b3c11968/utopia_client%2Fws_client.py\"\n  }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-b74a934ae365122a\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"co\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-b4af32abbec6c73f", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316285, "scanner": "foundry_dataset", "fingerprint": "529931c5c72fcd8a1d002e0df0a39c6a2cbab456a045014503af42de613e46ac", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#3", "human_labels": ["agent_instruction_gap"], "issue_number": "3", "thread_label": "thread_has_human_issue_without_fix_context", "outcome_label": "not_resolved_or_not_observed", "source_backed": true, "max_confidence": 0.0, "repo_full_name": "Sign25/utopia-client", "training_usage": "negative_or_unresolved", "confidence_tier": "unresolved", "source_chain_id": "evidence-chain-issue_chain-c74f01e98f4cd5a7", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 0, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_unresolved"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#3\nOutcome: not_resolved_or_not_observed\nThread label: thread_has_human_issue_without_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_unresolved\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#3\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_without_fix_context\nOutcome: not_resolved_or_not_observed\nComment count: 1\nLinked commit count: 0\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-cc192dea63e9c8ce\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/3\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/3\\nTitle: 0.13.40: version bump for \u00a73.2 felt-thirst\\nBody:\\nVersion bump 0.13.39 \u2192 0.13.40 so the version-gated client self-update picks up \u00a73.2 (PR #2). No code change beyond `__version__` + changelog entry.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-0fe5b57a2877d78c\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-420aaffe1d86fa83", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316284, "scanner": "foundry_dataset", "fingerprint": "79728862e9249f89898d39a351af1ae11d1d33e7a98b73bd896697cbe5dcae86", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#27", "human_labels": ["agent_instruction_gap"], "issue_number": "27", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.725, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-f8df0c9cb2ec03e7", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 2, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#27\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#27\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 2\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-b7e08289c5c54429\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/27\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/27\\nTitle: 0.13.64: /stats \u00a74.4 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0445\u0432\u043e\u0441\u0442 \u2014 foraging + growth_history + lifetime\\nBody:\\n\u0417\u0430\u043f\u0440\u043e\u0441 \u0444\u0440\u043e\u043d\u0442-\u0447\u0430\u0442\u0430 (P1/P2/P3). owner-\u0430\u0433\u0440\u0435\u0433\u0430\u0442 \u0432 diagnostics top-level (extra=allow).\\n\\n- **P1 foraging** {onf_rate,sees_flora_rate,active_eat_rate} \u2014 ws_client._nav_vis rollup \u2192 compute._stat_foraging; active_eat = \u0434\u043e\u043b\u044f EAT(14)/GATHER(13) \u0438\u0437 _stat_last_action. grass_buffer \u043e\u043f\u0443\u0449\u0435\u043d. \u0411\u043b\u043e\u043a 4.\\n- **P1 growth_history** [{t,n_tissues,n_params,grown,graduated}] ring-288. \u0411\u043b\u043e\u043a 7.\\n- **P2 lifetime** {ate_total,ticks_lived,paralysis_survived} \u2014 \u043c\u043e\u043d\u043e\u0442\u043e\u043d\u043d\u044b\u0435, \u041f\u0415\u0420\u0421\u0418\u0421\u0422 (\u043e\u0434\u043e\u043c\u0435\u0442\u0440 \u043f\u0435\u0440\u0435\u0436\u0438\u0432\u0430\u0435\u0442 \u0440\u0435\u0441\u0442\u0430\u0440\u0442). distance \u043e\u043f\u0443\u0449\u0435\u043d. \u00a76.2.\\n- **P3** episodic/amygdala \u0443\u0436\u0435 \u0442\u0435\u0447\u0451\u0442 per-creature.\\n\\n4 \u0442\u0435\u0441\u0442\u0430, \u043a\u043b\u0430\u0441\u0442\u0435\u0440 68 \u0437\u0435\u043b\u0451\u043d\u044b\u0445.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-8b2376a612db24f5\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-f9f275a2a0308d00", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316283, "scanner": "foundry_dataset", "fingerprint": "6ff7f90931fd81a1a28a4abf228b00dfebc16e1354373ac2732d71f40c13853c", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. 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"link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#26\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#26\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 2\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-6eaee1782aa34753\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/26\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/26\\nTitle: 0.13.63: \u00a710.3 KEEP-cooldown \u2014 \u0442\u0440\u0435\u0442\u044c\u044f verdict-\u043f\u0435\u0442\u043b\u044f\\nBody:\\n\u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0433\u043e live-KEEP (grown4 = \u0441\u0442\u0440\u0435\u0441\u0441-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442, cort t=\u22122.42 powered): KEEP \u043d\u0435 \u0441\u0442\u0430\u0432\u0438\u043b re-revision cooldown \u2192 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0443\u0437\u0435\u043b \u0440\u0435-\u0440\u0435\u0432\u0438\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u0440\u0443\u0433\u0443 (~45\u043c\u0438\u043d/\u0446\u0438\u043a\u043b \u0432\u043f\u0443\u0441\u0442\u0443\u044e, \u0431\u0435\u0437 churn \u2014 soft-ablate, par=0).\\n\\n\u0424\u0438\u043a\u0441: `_beh_gc_keep_cd` (cid\u2192{role:tick}), KEEP \u0441\u0442\u0430\u0432\u0438\u0442 \u2192 candidate-\u0433\u0435\u0439\u0442 \u0436\u0434\u0451\u0442 `_BEH_GC_KEEP_COOLDOWN = epoch_interval \u00d7 13 = 83044` \u0442\u0438\u043a\u0430. \u041f\u0435\u0440\u0438\u043e\u0434\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0440\u0435-\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043b\u043e\u0432\u0438\u0442 \u0434\u0435\u0433\u0440\u0430\u0434\u0430\u0446\u0438\u044e/world-change, \u043d\u0435 \u043f\u043e \u043a\u0440\u0443\u0433\u0443. \u041f\u0435\u0440\u0441\u0438\u0441\u0442 \u0432 growth_loop + cleanup + retest.\\n\\n**GC-\u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043f\u043e\u043b\u043e\u043d:** KEEP\u2192long-cooldown \u00b7 SOFT\u2192Fib-escalating\u219234-\u0434\u043e\u0441\u0432\u0435\u0442\u043a\u0430 \u00b7 PERMANENT\u2192\u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b.\\n\\n2 \u0442\u0435\u0441\u0442\u0430, \u043a\u043b\u0430\u0441\u0442\u0435\u0440 64 \u0437\u0435\u043b\u0451\u043d\u044b\u0445.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-54868694ddcae57e\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, 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"link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#25\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#25\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 2\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-b641309292f7f4eb\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/25\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/25\\nTitle: 0.13.62: /stats v1.3 \u0424\u0430\u0437\u0430 2 \u2014 client-push \u043f\u043e\u043b\u0435\u0439 \u0440\u0435\u0434\u0438\u0437\u0430\u0439\u043d\u0430\\nBody:\\n\u0421\u0432\u044f\u0437\u043a\u0430 \u043a docs v1.3 (PR #3). \u041f\u043e\u043b\u044f \u0440\u0435\u0434\u0438\u0437\u0430\u0439\u043d\u0430 StatsPage \u043f\u043e\u0435\u0445\u0430\u043b\u0438 \u0432 diagnostics \u2014 \u0441\u0435\u0440\u0432\u0435\u0440 extra=allow \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 (\u043f\u0440\u0430\u0432\u043e\u043a \u043d\u0435 \u043d\u0443\u0436\u043d\u043e, \u043a\u0440\u043e\u043c\u0435 client_flags 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\"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-cf22f6c1b308faa2", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": 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Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#24", "human_labels": ["agent_instruction_gap"], "issue_number": "24", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.65, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-f1e6eaf8f429a44e", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 2, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#24\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#24\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 2\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-b11a12aced734939\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/24\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/24\\nTitle: 0.13.61: \u00a710.3 \u043f\u0435\u0442\u043b\u044f \u21161 \u0444\u0438\u043a\u0441 + \u0434\u043e\u0441\u0432\u0435\u0442\u043a\u0430 34-\u043f\u0430\u0440\\nBody:\\nVigilance-\u0430\u0443\u0434\u0438\u0442 one-shot\u2192ongoing (\u0424\u0440\u0430\u0439): SOFT-prune \u043d\u0435 \u0441\u0442\u0430\u0432\u0438\u043b graduation-cooldown \u2192 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u043d\u0430\u044f (\u0430\u043d\u0430\u043b\u0438\u0437\u043e\u043c, \u0434\u043e \u043f\u0440\u043e\u0434\u0430) \u043e\u0441\u0446\u0438\u043b\u043b\u044f\u0446\u0438\u044f graduate\u2194soft-prune \u2014 hard insert/remove \u043a\u0430\u0436\u0434\u044b\u0435 ~1.5-2\u0447, \u0432\u0435\u0447\u043d\u0430\u044f \u043f\u0440\u0438 underpowered cortisol.\\n\\n\u0424\u0438\u043a\u0441 (\u043e\u043a \u0424\u0440\u0430\u044f):\\n- **SOFT \u2192 Fib-\u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u044f re-graduate** (\u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c cooldown 0.13.59).\\n- **\u0414\u043e\u0441\u0432\u0435\u0442\u043a\u0430**: \u043f\u043e\u0441\u043b\u0435 2 SOFT \u0440\u043e\u043b\u044c \u0430\u0432\u0442\u043e-\u0440\u043e\u0443\u0442\u0438\u0442\u0441\u044f \u0432 **34-\u043f\u0430\u0440** \u043f\u0440\u043e\u0433\u043e\u043d (df=33, t_keep 2.035; MDE cortisol \u2248 \u00b17 = grown133-\u043a\u043b\u0430\u0441\u0441) \u2014 \u043e\u0434\u0438\u043d \u0434\u043b\u0438\u043d\u043d\u044b\u0439 powered-\u0442\u0435\u0441\u0442 \u0432\u043c\u0435\u0441\u0442\u043e \u043c\u043d\u043e\u0433\u0438\u0445 \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u0445 \u2192 keep/permanent \u043e\u043a\u043e\u043d\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043f\u0435\u0442\u043b\u044f \u0440\u0432\u0451\u0442\u0441\u044f.\\n- powered-KEEP/PERMANENT \u0447\u0438\u0441\u0442\u044f\u0442 \u0441\u0447\u0451\u0442\u0447\u0438\u043a\u0438 \u0440\u043e\u043b\u0438 (\u0440\u0435\u0448\u0435\u043d\u043e \u2014 \u0440\u043e\u043b\u044c \u0447\u0438\u0441\u0442\u0430).\\n- `beh_soft_count` \u043f\u0435\u0440\u0441\u0438\u0441\u0442\u0438\u0442\u0441\u044f (\u0440\u0435\u0441\u0442\u0430\u0440\u0442 \u043d\u0435 \u0441\u0431\u0440\u0430\u0441\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0433\u0440\u0435\u0441\u0441 \u043a \u0434\u043e\u0441\u0432\u0435\u0442\u043a\u0435).\\n\\n4 \u0442\u0435\u0441\u0442\u0430, \u043a\u043b\u0430\u0441\u0442\u0435\u0440 74 \u0437\u0435\u043b\u0451\u043d\u044b\u0445.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\\n\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-070c642cf50c16c8\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-d84d585862a714d9", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316280, "scanner": "foundry_dataset", "fingerprint": "f58eb20313d0a9e1045bb45d1a923af59d8ace53feb7adfcaacb3f7aeb7f316e", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#23", "human_labels": ["agent_instruction_gap"], "issue_number": "23", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.708, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-b098516adca91f8a", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#23\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#23\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-e5b6447ffc632190\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/23\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/23\\nTitle: 0.13.60: \u00a710.3 behavioral-GC robust-\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 + power-aware \u043c\u0435\u0442\u043a\u0430\\nBody:\\n\u041f\u043e\u0441\u043b\u0435 grown156 power-\u0437\u0430\u043c\u0435\u0440\u0430 (cort/gluc underpowered MDE\u00b111>\u03947, hydration/income power \u0435\u0441\u0442\u044c).\\n\\n## (\u0432) Robust paired-\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430\\nmedian + MAD (1.4826\u00b7MAD) \u0432\u043c\u0435\u0441\u0442\u043e mean+sd \u2014 \u0432\u044b\u0431\u0440\u043e\u0441 \u0436\u0430\u0436\u0434\u0430-\u0441\u043f\u0430\u0439\u043a\u0430 \u043a\u043e\u0440\u0442\u0438\u0437\u043e\u043b\u0430 \u043d\u0435 \u0442\u0430\u0449\u0438\u0442 \u0432\u0435\u0440\u0434\u0438\u043a\u0442, \u0443\u0434\u0435\u0448\u0435\u0432\u043b\u044f\u0435\u0442 \u043f\u0440\u043e\u0445\u043e\u0434 (rsd < sd \u043f\u0440\u0438 \u0441\u043f\u0430\u0439\u043a\u0430\u0445 \u2192 \u043c\u0435\u043d\u044c\u0448\u0435 \u043f\u0430\u0440 \u043d\u0443\u0436\u043d\u043e). `t_robust = median / (rsd/\u221an)`.\\n\\n## (1) Power-aware \u043c\u0435\u0442\u043a\u0430\\npermanent `beh_rejected` \u0441\u0442\u0430\u0432\u0438\u0442\u0441\u044f **\u0422\u041e\u041b\u042c\u041a\u041e** \u0435\u0441\u043b\u0438 \u0412\u0421\u0415 live-\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f adequately powered (MDE = t_keep\u00b7rsd/\u221an \u2264 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u044d\u0444\u0444\u0435\u043a\u0442 Step-1: cort 7 / gluc 5 / hyd 2 / income 1). \u0418\u043d\u0430\u0447\u0435 PRUNE \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f **SOFT cooldown** \u2014 absence-of-evidence \u2260 no-benefit, underpowered \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u2192 retry, \u043d\u0435 \u0441\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430.\\n\\n\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435: \u043d\u0430 13 \u043f\u0430\u0440\u0430\u0445 cortisol underpowered \u2192 permanent \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d \u2192 grown156 (\u043b\u0443\u0447\u0448\u0438\u0439 prediction-\u0432\u043a\u043b\u0430\u0434 \u0434\u043d\u044f, \u0394loss+0.038) = SOFT, \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f prediction-\u0441\u0430\u0439\u0434\u043a\u0430\u0440\u043e\u043c-\u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u043e\u043c.\\n\\nBEH-GC-DIM \u043b\u043e\u0433: med / rsd / t / MDE / target / powered.\\n\\n## (3) 34-\u043f\u0430\u0440\u044b \u2014 RESERVED\\n\u043d\u0435 \u0440\u0443\u0442\u0438\u043d\u043d\u043e (2.2\u0447); \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u044f \u0434\u043b\u044f repeat-soft / \"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-f4750c7b8e0f9a97\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-9b3cdfc19ab02f37", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316279, "scanner": "foundry_dataset", "fingerprint": "39f3d91c7eba9db6f2d703328871cd14ada7c4618dabbc1ec5db06837fac3156", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#22", "human_labels": ["agent_instruction_gap"], "issue_number": "22", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.62, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-df508bac2b0a56f0", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 2, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#22\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#22\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 2\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-977ce20592b70a5e\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/22\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/22\\nTitle: 0.13.59: \u00a710.8 \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u044f graduation-cooldown\\nBody:\\n\u0428\u0442\u0440\u0438\u0445 \u0424\u0440\u0430\u044f \u043f\u043e\u0441\u043b\u0435 grown151 (2\u00d7revert): \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e \u0440\u0435\u0432\u0435\u0440\u0442\u043d\u0443\u0442\u0430\u044f \u0442\u043a\u0430\u043d\u044c = \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e-\u0432\u0440\u0435\u0434\u043d\u0430\u044f \u0432 \u0433\u0440\u0430\u0444\u0435 \u2014 \u0435\u0451 cooldown \u0432\u044b\u043f\u0443\u0441\u043a\u0430 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0414\u041b\u0418\u041d\u041d\u042b\u041c \u0438 \u042d\u0421\u041a\u0410\u041b\u0418\u0420\u041e\u0412\u0410\u0422\u042c, \u0438\u043d\u0430\u0447\u0435 \u043e\u043d\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0442\u0440\u0430\u0442\u0438\u0442 \u0446\u0438\u043a\u043b.\\n\\n- Cooldown \u00d7 Fib(revert_count): 1\u21921\u00d7, 2\u21922\u00d7, 3\u21925\u00d7, 4\u219213\u00d7, 5+\u219234\u00d7 epoch_interval.\\n- Counts durable (\u043f\u0435\u0440\u0441\u0438\u0441\u0442 \u0432 growth_loop) \u2014 \u0440\u0435\u0441\u0442\u0430\u0440\u0442 \u043d\u0435 \u043e\u0431\u043d\u0443\u043b\u044f\u0435\u0442 \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u044e.\\n- retest-\u0444\u043b\u0430\u0433 \u0447\u0438\u0441\u0442\u0438\u0442 (power-\u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043a\u0430).\\n\\ngrown151 \u043a\u0435\u0439\u0441: \u043f\u0440\u043e\u0433\u043d\u043e\u0437-\u0445\u043e\u0440\u043e\u0448 (+31.5% GC-KEEP), \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435-\u043f\u043b\u043e\u0445\u043e (2\u00d7 energy-revert) \u2014 \u0437\u0435\u0440\u043a\u0430\u043b\u043e grown133 (\u0441\u0442\u0440\u0435\u0441\u0441-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442). \u0414\u0432\u0435 \u0442\u043a\u0430\u043d\u0438 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0442 \u00ab\u043f\u0440\u043e\u0433\u043d\u043e\u0437 \u2260 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435\u00bb (\u00a710.3) \u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0445.\\n\\n2 \u0442\u0435\u0441\u0442\u0430 (\u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u044f-\u0430\u0440\u0438\u0444\u043c\u0435\u0442\u0438\u043a\u0430, \u043f\u0435\u0440\u0441\u0438\u0441\u0442). \u041a\u043b\u0430\u0441\u0442\u0435\u0440 51 \u0437\u0435\u043b\u0451\u043d\u044b\u0439.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\\n\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-e335c99fe5bfc2d5\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-8979ef131eeff408", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316278, "scanner": "foundry_dataset", "fingerprint": "ecd25ee7121755347bde26e21c308ec3e75be4308a0140d4f0b0218ef994550a", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#2", "human_labels": ["agent_instruction_gap"], "issue_number": "2", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.7, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-b5cebecf1fbfa108", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#2\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#2\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-79be7aba91bd71d6\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/2\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/2\\nTitle: \u00a73.2: felt-thirst gradual drive + client-authoritative intero\\nBody:\\n## \u00a73.2 \u2014 \u0410\u0434\u0430\u043c \u0438\u043d\u0441\u0442\u0438\u043d\u043a\u0442\u0438\u0432\u043d\u043e \u0447\u0443\u0432\u0441\u0442\u0432\u0443\u0435\u0442 \u0432\u043e\u0434\u043d\u044b\u0439 \u0431\u0430\u043b\u0430\u043d\u0441 (insula)\\n\\n\u041f\u043e\u043f\u0440\u0430\u0432\u043a\u0430 \u0428\u0435\u0444\u0430: \u041d\u0415 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0435\u0442\u0435\u043a\u0442\u043e\u0440 \u0432\u043e\u0434\u044b \u0438 \u041d\u0415 \u0432\u044b\u0443\u0447\u0435\u043d\u043d\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u2014 \u0410\u0434\u0430\u043c \u0434\u043e\u043b\u0436\u0435\u043d **\u0438\u043d\u0441\u0442\u0438\u043d\u043a\u0442\u0438\u0432\u043d\u043e** \u0447\u0443\u0432\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0436\u0430\u0436\u0434\u0443 (\u043a\u0430\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a). \u0422\u043a\u0430\u043d\u044c \u0443\u0436\u0435 \u0435\u0441\u0442\u044c \u2014 insula (\u0431\u0438\u0442 15, interoception). \u041d\u043e\u0432\u0443\u044e \u041d\u0415 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u043c.\\n\\nGround-check \u0432\u044b\u044f\u0432\u0438\u043b: \u0433\u0438\u0434\u0440\u0430\u0442\u0430\u0446\u0438\u044f **\u0443\u0436\u0435** \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 insula (`intero[1]`), \u0430\u0441\u0438\u043c\u043c\u0435\u0442\u0440\u0438\u0438 \u0433\u043e\u043b\u043e\u0434/\u0436\u0430\u0436\u0434\u0430 \u043d\u0435\u0442. \u0420\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0433\u0430\u043f \u2014 **\u0447\u0443\u0432\u0441\u0442\u0432\u043e \u043d\u0435 \u0434\u0432\u0438\u0433\u0430\u043b\u043e \u043f\u043e\u0438\u0441\u043a \u0432\u043e\u0434\u044b** (\u0440\u0435\u0444\u043b\u0435\u043a\u0441 A \u0447\u0438\u0442\u0430\u043b `hydration<30` \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e, \u0432 \u043e\u0431\u0445\u043e\u0434 insula).\\n\\n### \u0427\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u043c\\n- **`_build_client_intero`** \u2014 7-\u0432\u0435\u043a\u0442\u043e\u0440 \u0438\u043d\u0442\u0435\u0440\u043e\u0446\u0435\u043f\u0446\u0438\u0438 \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u0438\u0437 `self.biochem` (slots 0,1,3,4,5 \u0442\u043e\u0447\u043d\u044b\u0435; 2/6 age/valence \u2014 carry P40). \u0421\u043d\u0438\u043c\u0430\u0435\u0442 P40-blind risk (insula \u043d\u0435 \u0441\u043b\u0435\u043f\u043d\u0435\u0442, \u0435\u0441\u043b\u0438 P40 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043d\u0435\u0442 \u0441\u043b\u0430\u0442\u044c `intero`). \u0417\u0435\u0440\u043a\u0430\u043b\u043e server `_gather_interoception`, \u043d\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u043a\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0442\u043e\u0447\u044c-\u0432-\u0442\u043e\u0447\u044c (incl. raw-camel slot[1]) \u2014 insula \u0431\u0435\u0437 \u0441\u0434\u0432\u0438\u0433\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0432\u0445\u043e\u0434\u0430.\\n- **\u0413\u0440\u0430\u0434\u0443\u0430\u043b\u044c\u043d\u044b\u0439 felt-drive** \u0432 `_apply_water_seek` \u2014 `felt=(38.2\u2212hyd)/38.2` \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-28ef682d21749a97\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-736a779bd3c4161e", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316277, "scanner": "foundry_dataset", "fingerprint": "2af4be574b334f1caf8e6ad1fe583dbd6c61a834f326a7029f4dddd20104293b", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#19", "human_labels": ["agent_instruction_gap"], "issue_number": "19", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.69, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-898ea26cead991e1", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#19\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#19\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-be248362f43708a4\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/19\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/19\\nTitle: 0.13.56: \u00a710.3 Stage 3 \u2014 behavioral-GC (\u043f\u0430\u0440\u043d\u0430\u044f \u0440\u0435\u0432\u0438\u0437\u0438\u044f \u0432\u044b\u043f\u0443\u0441\u043a\u043d\u0438\u043a\u043e\u0432 \u043f\u043e \u0441\u0430\u043c\u043e\u0447\u0443\u0432\u0441\u0442\u0432\u0438\u044e)\\nBody:\\n\u0424\u0440\u0430\u0439 go 10.06. graduation \u0441\u043c\u0435\u043d\u0438\u043b \u0440\u043e\u043b\u044c \u0442\u043a\u0430\u043d\u0438 (predictor-direct \u2192 behavior-mediated) \u2192 prediction-\u043c\u0435\u0442\u0440\u0438\u043a\u0430 graduation-\u0446\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u043d\u0435 \u043c\u0435\u0440\u0438\u0442 (\u00a710.3 behavior-selection). GC \u043f\u043e \u041f\u041e\u0412\u0415\u0414\u0415\u041d\u0418\u042e.\\n\\n## \u041c\u0430\u0448\u0438\u043d\u0430 (\u043f\u0430\u0440\u043d\u044b\u0439 interleaved leave-one-out)\\n- ablate-\u043e\u043a\u043d\u043e / restore-\u043e\u043a\u043d\u043e \u0447\u0435\u0440\u0435\u0434\u0443\u044e\u0442\u0441\u044f (5 \u043f\u0430\u0440 \u00d7 233\u0442) **\u0432\u043d\u0443\u0442\u0440\u0438** \u043a\u043b\u0438\u043c\u0430\u0442-\u0446\u0438\u043a\u043b\u0430 \u2192 \u043f\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u043a\u0440\u0430\u0449\u0430\u0435\u0442 \u043f\u043e\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u0440\u0435\u0439\u0444 (Step-1 \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b: sequential A/B \u043f\u0443\u0442\u0430\u043b \u043f\u043e\u0433\u043e\u0434\u043d\u0443\u044e \u0444\u0430\u0437\u0443).\\n- **ablate = SOFT edge-weight\u21920**, \u041d\u0415 removal \u0443\u0437\u043b\u0430 \u2192 \u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u0430 \u2192 \u043d\u0435\u0442 churn \u2192 \u043d\u0435\u0442 \u00a73-\u0442\u0440\u0438\u0433\u0433\u0435\u0440\u0430 (\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0424\u0440\u0430\u044f).\\n- discard 21\u0442 post-toggle transient (\u043c\u043e\u0442\u043e\u0440 \u0443\u0441\u0442\u0430\u043a\u0430\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0434 \u0437\u0430\u043c\u0435\u0440\u043e\u043c).\\n- **\u00a73-\u043c\u043e\u043d\u0438\u0442\u043e\u0440 \u0430\u043a\u0442\u0438\u0432\u0435\u043d**: paralysis>0 \u2192 \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u044b\u0439 abort + restore edge.\\n\\n## \u0418\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f (Step-1 \u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0430)\\nlive-variance: neg_cortisol / glucose / hydration / income-rate (\u043c\u043e\u043d\u043e\u0442\u043e\u043d\u043d\u044b\u0439 \u0430\u043a\u043a\u0443\u043c\u0443\u043b\u044f\u0442\u043e\u0440 `_beh_income_cum`, unsaturated \u2014 energy \u0441\u0430\u0442\u0443\u0440\u0438\u0440\u0443\u0435\u0442 46%). \u041c\u0451\u0440\u0442\u0432\u044b\u0435 (serotonin pinned-100, fatigue/adrenaline pinned-0) \u041d\u0415 \u0431\u0435\u0440\u0451\u043c \u2014 **\u043d\u0430\u0431\u043e\u0440\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-c17f35ab9343b032\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-2425e0b7fbdd38dd", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316276, "scanner": "foundry_dataset", "fingerprint": "5dcb71f4071fe3e31f9607907f960f038f662a11825d45fed70a5d2ad9a9ea59", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#18", "human_labels": ["agent_instruction_gap"], "issue_number": "18", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.725, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-be1c37f12b33f0ec", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 2, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#18\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#18\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 2\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-883fff323858d005\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/18\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/18\\nTitle: 0.13.55: \u00a710.3 Step-1 \u2014 behavioral-\u043c\u0435\u0442\u0440\u0438\u043a\u0430 diag (CV-\u0437\u0430\u043c\u0435\u0440 + ablation-\u043f\u0440\u043e\u0431\u0430)\\nBody:\\n\u041f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 Stage 3 behavioral leave-one-out GC (\u0424\u0440\u0430\u0439 10.06). \u0422\u043e\u043b\u044c\u043a\u043e diagnostic + \u043e\u0431\u0440\u0430\u0442\u0438\u043c\u0430\u044f \u043f\u0440\u043e\u0431\u0430, \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0410\u0434\u0430\u043c\u0430 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442.\\n\\n## Ground-check (i)\\nmotor reward = **foraging-only** (`_compute_immediate_reward`: delta_energy+ate+killed\u2212damage). \u041d\u0435 wellbeing \u2192 composite \u043f\u043e (ii).\\n\\n## \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\\n1. **BIOCHEM_DEBUG += hydration/fatigue/adrenaline** \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b composite-\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0439, \u0437\u0430\u043c\u0435\u0440\u0438\u0442\u044c CV (\u0448\u0443\u043c-floor) \u043d\u0430 ~1 \u043a\u043b\u0438\u043c\u0430\u0442-\u0446\u0438\u043a\u043b. serotonin pinned-100 = \u043c\u0451\u0440\u0442\u0432\u043e\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435, \u0432\u044b\u043a\u0438\u043d\u0443\u0442.\\n2. **set_behavioral_probe(role) + client_flag `behavioral_probe`** (\u0441\u0442\u0440\u043e\u043a\u0430=\u0440\u043e\u043b\u044c, \\\"\\\"=\u0441\u043d\u044f\u0442\u044c): ablate graduated-\u0443\u0437\u0435\u043b (`org._ablated_roles` \u2192 workbench \u0432\u044b\u0445\u043e\u0434 \u0432 \u043d\u0443\u043b\u0438, \u043c\u043e\u0442\u043e\u0440-\u0432\u043a\u043b\u0430\u0434 \u0438\u0441\u0447\u0435\u0437\u0430\u0435\u0442) \u0434\u043b\u044f \u0437\u0430\u043c\u0435\u0440\u0430 \u0421\u0418\u0413\u041d\u0410\u041b\u0410 \u043f\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\u043c (ablated vs baseline). CV=\u0448\u0443\u043c, ablation-\u0441\u0434\u0432\u0438\u0433=\u0441\u0438\u0433\u043d\u0430\u043b, usable=\u0441\u0438\u0433\u043d\u0430\u043b>\u0448\u0443\u043c. \u041e\u0431\u0440\u0430\u0442\u0438\u043c\u043e \u043c\u0433\u043d\u043e\u0432\u0435\u043d\u043d\u043e, **\u0433\u0440\u0430\u0444 \u043d\u0435 \u0432\u043e\u0437\u043c\u0443\u0449\u0430\u0435\u043c** (ablation = \u043c\u0435\u043d\u044c\u0448\u0435 \u0441\u0438\u0433\u043d\u0430\u043b\u0430 \u0432 cerebellum, \u043d\u0435 \u0431\u043e\u043b\u044c\u0448\u0435 \u2192 \u043c\u043e\u0442\u043e\u0440-\u0440\u0438\u0441\u043a\u0430 \u043d\u0435\u0442), \u0447\u0443\u0436\u0438\u0435 \u0430\u0431\u043b\u044f\u0446\u0438\u0438 (P40 mask) \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442. \u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0439 \u0441\u0443\u0431\u0441\u0442\u0440\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-8651a321df8155d8\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-0142706c6edbe11e", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316275, "scanner": "foundry_dataset", "fingerprint": "fba50d16b66b0040c0bc66fdc56f3902adf4f1d0b00c044bdcbc3f056953f8a9", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#17", "human_labels": ["agent_instruction_gap"], "issue_number": "17", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.708, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-0ab14bffc38bc99b", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 3, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#17\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#17\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 3\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-92a99cd5f9c6c07f\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/17\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/17\\nTitle: 0.13.54: \u00a710.8 Stage 2 PERSIST \u2014 graduated-\u0443\u0437\u0435\u043b \u043f\u0435\u0440\u0435\u0436\u0438\u0432\u0430\u0435\u0442 \u0440\u0435\u0441\u0442\u0430\u0440\u0442 \u0432 \u0433\u0440\u0430\u0444\u0435\\nBody:\\n\u0424\u0440\u0430\u0439 go 10.06: client-persist (.pt accept 20+grown, restore). Client-local, \u0425\u044c\u044e\u0431\u0435\u0440\u0442/server \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f.\\n\\n## \u0414\u0438\u0437\u0430\u0439\u043d\\n- **save**: `growth_loop.graduated_tissues` (\u0441\u043f\u0435\u043a\u0438 \u0433\u0440\u0430\u0444\u043e\u0432\u044b\u0445 \u0443\u0437\u043b\u043e\u0432) + `grad_done/grad_reverted`. \u0420\u043e\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0438 \u0432 `grown_tissues` \u2192 **backward-compat**: \u0441\u0442\u0430\u0440\u044b\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u0434\u0435\u0433\u0440\u0430\u0434\u0438\u0440\u0443\u0435\u0442 \u0443\u0437\u0435\u043b \u0432 \u0441\u0430\u0439\u0434\u043a\u0430\u0440 (Stage 1 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430). **Mid-watch** \u0443\u0437\u0435\u043b \u043d\u0435 \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442\u0441\u044f: \u00a73-\u043e\u043a\u043d\u043e \u043d\u0435 \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u043e \u2192 \u043a\u043e\u043d\u0441\u0435\u0440\u0432\u0430\u0442\u0438\u0432\u043d\u043e \u0441\u0430\u0439\u0434\u043a\u0430\u0440\u043e\u043c, graduation \u043f\u0440\u043e\u0439\u0434\u0451\u0442 \u0437\u0430\u043d\u043e\u0432\u043e \u0441 \u0447\u0438\u0441\u0442\u044b\u043c watch.\\n- **restore**: \u0443\u0437\u0435\u043b \u043f\u0435\u0440\u0435\u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u0412 \u0413\u0420\u0410\u0424 \u0434\u043e genes-\u0431\u043b\u043e\u043a\u0430 (\u0432\u0435\u0441\u0430 \u0438\u0437 `grown_weights`), \u0440\u0435\u0431\u0440\u043e \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 genes-overlay. **\u0413\u0430\u0440\u0434**: \u0431\u0435\u0437 enabled-\u0433\u0435\u043d\u0430 `{role}\u2192cerebellum` \u0443\u0437\u0435\u043b \u043d\u0435 \u0432\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c \u2014 orphan-\u0443\u0437\u0435\u043b \u0431\u0435\u0437 \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0435\u0433\u043e \u0440\u0435\u0431\u0440\u0430 workbench \u0441\u0447\u0451\u043b \u0431\u044b \u043c\u043e\u0442\u043e\u0440-\u0432\u044b\u0445\u043e\u0434\u043e\u043c (\u043c\u0443\u0441\u043e\u0440 \u0432 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f) \u2192 \u0434\u0435\u0433\u0440\u0430\u0434\u0430\u0446\u0438\u044f \u0432 \u0441\u0430\u0439\u0434\u043a\u0430\u0440. \u0421\u0430\u0439\u0434\u043a\u0430\u0440-recreate \u0441\u043a\u0438\u043f\u0430\u0435\u0442 graduated-\u0440\u043e\u043b\u0438 (\u0434\u0432\u043e\u0439\u043d\u0438\u043a = \u0434\u0432\u043e\u0439\u043d\u043e\u0439 \u0432\u043a\u043b\u0430\u0434 \u0432 \u043f\u0440\u0435\u0434\u0438\u043a\u0442\u043e\u0440).\\n- `grad_done` \u043f\u0435\u0440\u0441\u0438\u0441\u0442\u0438\u0442\u0441\u044f \u2192 Stage-1 \u043b\u0438\u043c\u0438\u0442 \u00ab\u043e\u0434\u043d\u0430 graduation\u00bb \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0440\u0435\u0441\u0442\u0430\u0440\u0442\u044b (\u0434\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0424\u0440\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-d25cd891b7c7e53e\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-9ee1b0424e0ea021", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316274, "scanner": "foundry_dataset", "fingerprint": "ec6da4a577fb46b1a14276f9168016145c5752ced85f1bf752d55248e7839888", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#16", "human_labels": ["agent_instruction_gap"], "issue_number": "16", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.725, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-cb4ade78f76b9cf4", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#16\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#16\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-2dc4841dec4c8758\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/16\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/16\\nTitle: 0.13.53: \u00a710.8 Stage 1 GRADUATION \u2014 durable-\u0441\u0430\u0439\u0434\u043a\u0430\u0440 \u2192 \u0433\u0440\u0430\u0444-\u0443\u0437\u0435\u043b \u0447\u0435\u0440\u0435\u0437 \u00a73-\u043a\u043e\u043d\u0442\u0443\u0440\\nBody:\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 B (\u0428\u0435\u0444 \u0447\u0435\u0440\u0435\u0437 \u0424\u0440\u0430\u044f 10.06), \u043f\u043e\u044d\u0442\u0430\u043f\u043d\u044b\u0439 \u0434\u0435-\u0440\u0438\u0441\u043a \u043f\u0435\u0440\u0435\u0434 \u0434\u043e\u0440\u043e\u0433\u0438\u043c \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u043c.\\n\\n## \u0414\u0438\u0437\u0430\u0439\u043d\\n- **\u041a\u0430\u043d\u0434\u0438\u0434\u0430\u0442**: \u0442\u043e\u043b\u044c\u043a\u043e GC-KEEP-verified durable (max rise \u044d\u0442\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438) \u2014 `_tissue_gc_keep_rise` \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0432 GC-resolve.\\n- **\u0410\u043a\u0442 graduation**: \u0442\u043a\u0430\u043d\u044c \u0438\u0437 `_grown_tissues` \u2192 `org.tissues` (\u0443\u0437\u0435\u043b \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u044f\u0449\u0438\u0445 \u0440\u0451\u0431\u0435\u0440 = \u0421\u0415\u041d\u0421\u041e\u0420, \u0447\u0438\u0442\u0430\u0435\u0442 obs64 \u2014 \u0442\u0430 \u0436\u0435 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u0432\u0445\u043e\u0434\u0430, \u0447\u0442\u043e \u0443 \u0441\u0430\u0439\u0434\u043a\u0430\u0440\u0430) + \u0433\u0435\u043d `{role}\u2192cerebellum` \u0432\u0435\u0441\u043e\u043c **\u03c6\u207b\u00b2=0.382** (\u043c\u044f\u0433\u043a\u0430\u044f \u0441\u0442\u044b\u043a\u043e\u0432\u043a\u0430; \u043a\u0440\u0438\u0437\u0438\u0441 09.06 \u0431\u044b\u043b \u043f\u0440\u0438 weight=1.0) + overlay. \u0412\u043a\u043b\u0430\u0434 \u0442\u0435\u0447\u0451\u0442 obs\u2192\u0443\u0437\u0435\u043b\u2192cerebellum\u2192{motor, predictor-hook}.\\n- **\u00a73-watch 233 \u0442\u0438\u043a\u0430** (\u043f\u043e\u0433\u043e\u0434\u043d\u044b\u0439 \u0446\u0438\u043a\u043b): paralysis \u0432\u044b\u0440\u043e\u0441 \u2192 **\u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u044b\u0439** revert (\u043a\u0443\u043c\u0443\u043b\u044f\u0442\u0438\u0432 09.06 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u2014 \u0436\u0434\u0430\u0442\u044c \u043e\u043a\u043d\u043e \u043d\u0435\u043b\u044c\u0437\u044f); energy<\u03c6\u207b\u00b9\u00b7before \u2192 revert; \u043e\u043a\u043d\u043e \u0447\u0438\u0441\u0442\u043e \u2192 GRADUATE-OK. Watch \u043f\u0430\u0443\u0437\u0438\u0442 propose/GC \u2014 \u0447\u0438\u0441\u0442\u044b\u0439 \u043c\u043e\u0442\u043e\u0440-\u0441\u0438\u0433\u043d\u0430\u043b.\\n- **Revert-\u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u0430**: \u0433\u0435\u043d off \u2192 overlay **\u0434\u043e** \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u044f \u0443\u0437\u043b\u0430 (disabled-\u0433\u0435\u043d \u043c\u0430\u0442\u0447\u0438\u0442 \u0440\u0435\u0431\u0440\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043a\u0430 \u0440\u043e\u043b\u044c \u0440\u0435\u0437\u043e\u043b\u0432\u0438\u0442\u0441\u044f) \u2192 \u0443\u0437\u0435\u043b \u0438\u0437 \u0433\u0440\u0430\u0444\u0430 \u2192 \u0441\u0430\u0439\u0434\u043a\u0430\u0440 \u043d\u0430\u0437\u0430\u0434 (\u0442\u043e\u0442 \u0436\u0435 \u043e\u0431\u044a\u0435\u043a\u0442, \u0432\u0435\u0441\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-84c9e887691298cf\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-d5f031e0a8cc7aad", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316273, "scanner": "foundry_dataset", "fingerprint": "f1370ba8423d6d6918b717adab583cd84f31a109fff9fafecd6fc34363373561", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#14", "human_labels": ["agent_instruction_gap"], "issue_number": "14", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.708, "repo_full_name": "Sign25/utopia-client", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-1102ddf79342c87f", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 2, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#14\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#14\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 1\nLinked commit count: 2\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-23ce54a2c20b703e\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/14\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/14\\nTitle: 0.13.51: \u00a710.8 durability + GC \u2014 durable keep-\u043e\u043a\u043d\u043e + \u0440\u0435-\u043e\u0446\u0435\u043d\u043a\u0430 \u0436\u0438\u0432\u044b\u0445 \u0441\u0430\u0439\u0434\u043a\u0430\u0440\u043e\u0432\\nBody:\\n## \u0427\u0442\u043e \u0438 \u0437\u0430\u0447\u0435\u043c (\u0424\u0440\u0430\u0439 10.06)\\n\\n\u0413\u043b\u0430\u0432\u043d\u0430\u044f \u0446\u0435\u043b\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u2014 \u0440\u043e\u0441\u0442 \u043c\u043e\u0437\u0433\u0430 \u043f\u0440\u0438 \u0436\u0438\u0437\u043d\u0438 \u2014 \u0432\u0437\u044f\u0442\u0430 \u0447\u0438\u0441\u0442\u043e (6 \u0442\u043a\u0430\u043d\u0435\u0439 \u0443\u043b\u0443\u0447\u0448\u0438\u043b\u0438 \u043f\u0440\u043e\u0433\u043d\u043e\u0437 \u043d\u0430 12-24%, paralysis=0 \u0432\u0435\u0441\u044c \u043f\u0440\u043e\u0433\u043e\u043d, \u043c\u043e\u0442\u043e\u0440 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d). \u041d\u041e overnight \u0440\u043e\u0441\u0442 \u043d\u0430\u043a\u043e\u043f\u0438\u043b **68 \u0441\u0430\u0439\u0434\u043a\u0430\u0440\u043e\u0432** \u043f\u0440\u0438 `loss_ema\u22480.088` \u2014 \u0432\u044b\u0448\u0435 \u0434\u043e-\u0440\u043e\u0441\u0442\u043e\u0432\u043e\u0433\u043e \u0431\u0430\u0437\u043b\u0430\u0439\u043d\u0430 0.046-0.06.\\n\\n**\u041a\u043e\u0440\u0435\u043d\u044c (\u0424\u0440\u0430\u0439):** dwell 89 < \u043f\u043e\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u0435\u043d\u044c-\u0446\u0438\u043a\u043b 233 \u2192 keep \u0441\u0443\u0434\u0438\u043b \u043f\u043e **\u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u0443** \u0446\u0438\u043a\u043b\u0430 \u2192 \u0441\u0430\u0439\u0434\u043a\u0430\u0440 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u043b, \u0444\u0438\u0442\u044f **\u0444\u0430\u0437\u043e\u0432\u044b\u0439 \u043f\u043e\u0433\u043e\u0434\u043d\u044b\u0439 \u0448\u0443\u043c**, \u0430 \u043d\u0435 durable \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443.\\n\\n## \u0424\u0438\u043a\u0441\\n\\n1. **Durable keep-\u043e\u043a\u043d\u043e** \u2014 `dwell 89\u2192233` (`_tissue_growth_dwell_ticks`, Fib = \u043f\u0435\u0440\u0438\u043e\u0434 `sin/233`). \u0394loss \u0442\u0435\u043f\u0435\u0440\u044c \u0441\u0443\u0434\u0438\u0442 durable \u043a\u0440\u043e\u0441\u0441-\u0446\u0438\u043a\u043b \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435.\\n2. **GC \u0440\u0435-\u043e\u0446\u0435\u043d\u043a\u0430 \u0436\u0438\u0432\u044b\u0445** \u2014 leave-one-out \u0430\u0431\u043b\u044f\u0446\u0438\u044f: \u0443\u0431\u0440\u0430\u0442\u044c \u0441\u0430\u0439\u0434\u043a\u0430\u0440 \u0438\u0437 `_grown_tissues` \u2192 dwell \u043f\u043e\u043b\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u2192 \u0435\u0441\u043b\u0438 loss **\u043d\u0435** \u0432\u044b\u0440\u043e\u0441 \u0437\u043d\u0430\u0447\u0438\u043c\u043e (\u2265\u03c6\u207b\u2075, \u0432\u043a\u043b\u0430\u0434 \u0440\u0430\u0441\u043f\u0430\u043b\u0441\u044f = noise-fit) \u2192 \u043e\u0442\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 (`_prune_grown_spec` + `kept\u22121`); \u0438\u043d\u0430\u0447\u0435 \u0432\u0435\u0440\u043d\u0443\u0442\u044c (durable). \u0418\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u043e\u0442 \u043c\u043e\u0442\u043e\u0440\u0430 (\u0441\u0430\u0439\u0434\u043a\u0430\u0440\u044b \u0432\u043d\u0435 \u0433\u0440\u0430\u0444\u0430 \u2192 \u043d\u0435\u0442 \u00a73-\u0440\u0438\u0441\u043a\u0430). \u042d\u043f\u043e\u0445\u0430 = sweep \u0432\u0441\u0435\u0445 \u0436\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-67d3a41d6c3b09c7\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-eca320438b40546f", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316272, "scanner": "foundry_dataset", "fingerprint": "ae43351b4a0726c0d7fc920b6cb93583068702af2a9f3c103d0b07a39f7b5089", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#10", "human_labels": ["agent_instruction_gap"], "issue_number": "10", "thread_label": "thread_has_human_issue_without_fix_context", "outcome_label": "not_resolved_or_not_observed", "source_backed": true, "max_confidence": 0.0, "repo_full_name": "Sign25/utopia-client", "training_usage": "negative_or_unresolved", "confidence_tier": "unresolved", "source_chain_id": "evidence-chain-issue_chain-c368f29e45b54630", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 0, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_unresolved"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#10\nOutcome: not_resolved_or_not_observed\nThread label: thread_has_human_issue_without_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_unresolved\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#10\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_without_fix_context\nOutcome: not_resolved_or_not_observed\nComment count: 1\nLinked commit count: 0\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-e736644b9bb9ddea\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/10\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/10\\nTitle: 0.13.47: PRED_REGION_DIAG \u0434\u043b\u044f v0.2-\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438\\nBody:\\nPer-region predictor-loss (temp@35/density-bins[44:55]/rest) \u2014 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u044c \u0433\u0434\u0435 \u0434\u0430\u0432\u043b\u0435\u043d\u0438\u0435. v0.1-\u0431\u0430\u0437\u043b\u0430\u0439\u043d \u0434\u043e v0.2. Read-only diag.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-2888a54a596e0c95\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-344424885a91a354", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: Sign25/utopia-client"}, "properties": {"repobilityId": 316271, "scanner": "foundry_dataset", "fingerprint": "3e5c8167a06342d9685984230a60ed167833740a6158e9f989110b2f9d3807e0", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "Sign25/utopia-client#1", "human_labels": ["agent_instruction_gap"], "issue_number": "1", "thread_label": "thread_has_human_issue_without_fix_context", "outcome_label": "not_resolved_or_not_observed", "source_backed": true, "max_confidence": 0.0, "repo_full_name": "Sign25/utopia-client", "training_usage": "negative_or_unresolved", "confidence_tier": "unresolved", "source_chain_id": "evidence-chain-issue_chain-1ca4fe01d70525db", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 0, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_unresolved"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#1\nOutcome: not_resolved_or_not_observed\nThread label: thread_has_human_issue_without_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_unresolved\nChain evidence:\nIssue/PR evidence chain: Sign25/utopia-client#1\nRepo: Sign25/utopia-client\nThread label: thread_has_human_issue_without_fix_context\nOutcome: not_resolved_or_not_observed\nComment count: 1\nLinked commit count: 0\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-e89dc1b15bdd180a\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/Sign25/utopia-client/pull/1\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: Sign25/utopia-client\\nAuthor: Sign25 (User)\\nURL: https://github.com/Sign25/utopia-client/pull/1\\nTitle: fix(install): normalize .bat line endings to CRLF\\nBody:\\n## \u0427\u0442\u043e\\n\\n`install.bat` \u0438 `install_legacy.bat` \u0431\u044b\u043b\u0438 \u0437\u0430\u043a\u043e\u043c\u043c\u0438\u0447\u0435\u043d\u044b \u0441 \u043f\u043e\u0432\u0440\u0435\u0436\u0434\u0451\u043d\u043d\u044b\u043c\u0438 \u043e\u043a\u043e\u043d\u0447\u0430\u043d\u0438\u044f\u043c\u0438 \u0441\u0442\u0440\u043e\u043a \u2014 \u0434\u0432\u043e\u0439\u043d\u043e\u0439 carriage return (`\\\\r\\\\r\\\\n`). `.gitattributes` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 `*.bat text eol=crlf`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0438 checkout \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043b\u0430\u0441\u044c \u0434\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0433\u043e `\\\\r\\\\n`, \u0438 git \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u044b\u0435 \u043d\u0435\u0437\u0430\u043a\u043e\u043c\u043c\u0438\u0447\u0435\u043d\u043d\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f.\\n\\n## \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\\n\\n\u041f\u0435\u0440\u0435\u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u0431\u043e\u0438\u0445 \u0444\u0430\u0439\u043b\u043e\u0432 \u0434\u043e \u043e\u0434\u0438\u043d\u0430\u0440\u043d\u043e\u0433\u043e CRLF, \u0447\u0442\u043e\u0431\u044b \u043e\u043d\u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u0438 `.gitattributes`. \u0421\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u0432 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u043a\u043e\u043d\u0447\u0430\u043d\u0438\u044f \u0441\u0442\u0440\u043e\u043a.\\n\\nhttps://claude.ai/code/session_01BnMYgzGeXSWJT3Wd9DWXjQ\\n\\n---\\n_Generated by [Claude Code](https://claude.ai/code/session_01BnMYgzGeXSWJT3Wd9DWXjQ)_\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-3cf3b03b8a313b4a\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: Sign25/utopia-client\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 1}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"mixed_good_bad_repo_profile\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "comment-chain-pattern-bad_chains-9a593bf425bc3644", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324871, "scanner": "foundry_dataset", "fingerprint": "33ecf75b6e7be29bbc146cb14fa5fee48fda699ac24292292e3b3b29614edf05", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. 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Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"test_or_ci": 1, "source_or_other": 2, "generated_provenance": 1, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 21, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 3, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 3, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 13, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 3, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#43", "issue_number": "43", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-6e915d234d9c1958", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"test_or_ci": 4, "source_or_other": 8}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#43\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#43\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#43\nRepo: Sign25/utopia-client\nIssue/PR number: 43\nGraph consistency label: supported_by_high_confidence_link\nNodes: 13\nEdges: 21\nNode types: {'pr_file': 3, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'thread_touches_file': 3, 'comment_chain_touches_file': 3, 'chain_has_link_quality': 3, 'issue_chain_touches_file': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'comment_chain_links_commit': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'source_or_other': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'test_or_ci': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-82721aa479f26d1f", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324867, "scanner": "foundry_dataset", "fingerprint": "4a379b5406c8a3139bb78ab61f275a539e0413e3cae4de4bf9a979e2b8d38415", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"source_or_other": 2, "generated_provenance": 2, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 19, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 2, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 2, "thread_has_comment_chain": 1, "comment_chain_links_commit": 2, "comment_chain_touches_file": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 13, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 1, "pr_file": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#40", "issue_number": "40", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-0261ad52a0b6396f", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"source_or_other": 8}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#40\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#40\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#40\nRepo: Sign25/utopia-client\nIssue/PR number: 40\nGraph consistency label: supported_by_high_confidence_link\nNodes: 13\nEdges: 19\nNode types: {'link_quality': 3, 'pr_file': 2, 'commit': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'thread_touches_file': 2, 'comment_chain_links_commit': 2, 'comment_chain_touches_file': 2, 'issue_chain_touches_file': 2, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'source_or_other': 2, 'generated_provenance': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'self_attested_or_generated_fix_unverified': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-d2baa93e36a9621d", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324866, "scanner": "foundry_dataset", "fingerprint": "ec2b5641978d995755e3f34a1c3427d63452a1a8464a7b4ddd476c8bb710a429", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"generated_provenance": 1, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 12, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 10, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#4", "issue_number": "4", "quality_tiers": {"weak_supervision": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-79ecd0c445adf337", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#4\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#4\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#4\nRepo: Sign25/utopia-client\nIssue/PR number: 4\nGraph consistency label: weak_supervision_needs_review\nNodes: 10\nEdges: 12\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'comment_chain_links_commit': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'weak_supervision': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-202fc9c1b82fb36f", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324865, "scanner": "foundry_dataset", "fingerprint": "5ee657ba24118b5f9c5edd97b914de1cf610b296a390d8929c64033bfa8e76b8", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"test_or_ci": 1, "source_or_other": 2, "mock_placeholder": 1, "generated_provenance": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 21, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 3, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 3, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 13, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 3, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#39", "issue_number": "39", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-018387eab04c9c39", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"test_or_ci": 4, "source_or_other": 8}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#39\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#39\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#39\nRepo: Sign25/utopia-client\nIssue/PR number: 39\nGraph consistency label: supported_by_high_confidence_link\nNodes: 13\nEdges: 21\nNode types: {'pr_file': 3, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'thread_touches_file': 3, 'comment_chain_touches_file': 3, 'chain_has_link_quality': 3, 'issue_chain_touches_file': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'comment_chain_links_commit': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'source_or_other': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'mock_placeholder': 1, 'test_or_ci': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-85d6ca312a3b5ffe", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324864, "scanner": "foundry_dataset", "fingerprint": "3d78ba341ef867a80402a2a64d53b7c386982bab0997372b42dd1f74743ac9b2", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"test_or_ci": 3, "source_or_other": 2, "generated_provenance": 3, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 29, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 5, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 5, "thread_has_comment_chain": 1, "comment_chain_links_commit": 3, "comment_chain_touches_file": 5, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 17, "node_types": {"repo": 1, "commit": 3, "thread": 1, "comment": 1, "pr_file": 5, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#37", "issue_number": "37", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-5b210d2489b1fb8f", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"test_or_ci": 12, "source_or_other": 8}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#37\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#37\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#37\nRepo: Sign25/utopia-client\nIssue/PR number: 37\nGraph consistency label: supported_by_high_confidence_link\nNodes: 17\nEdges: 29\nNode types: {'pr_file': 5, 'commit': 3, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'thread_touches_file': 5, 'comment_chain_touches_file': 5, 'issue_chain_touches_file': 5, 'comment_chain_links_commit': 3, 'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'test_or_ci': 3, 'generated_provenance': 3, 'self_attested_unverified': 3, 'source_or_other': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'self_attested_or_generated_fix_unverified': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-06d07ad83aa9ba20", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324863, "scanner": "foundry_dataset", "fingerprint": "36b0176173c11762d2736a254bbd79d66f26d6b2f757af9dff33c4caa11a8e34", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"test_or_ci": 1, "source_or_other": 2, "generated_provenance": 1, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 21, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 3, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 3, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 13, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 3, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#36", "issue_number": "36", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-dce52b9464fa1926", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"test_or_ci": 4, "source_or_other": 8}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#36\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#36\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#36\nRepo: Sign25/utopia-client\nIssue/PR number: 36\nGraph consistency label: supported_by_high_confidence_link\nNodes: 13\nEdges: 21\nNode types: {'pr_file': 3, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'thread_touches_file': 3, 'comment_chain_touches_file': 3, 'chain_has_link_quality': 3, 'issue_chain_touches_file': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'comment_chain_links_commit': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'source_or_other': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'test_or_ci': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-d5f4a2fd4dcd7c91", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324862, "scanner": "foundry_dataset", "fingerprint": "9aff0d27e62adb192b48a1d6f5f56932e91e5afe7a99c61ecfbe83b399de1d5c", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"test_or_ci": 1, "source_or_other": 2, "generated_provenance": 3, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 23, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 3, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 1, "comment_chain_links_commit": 3, "comment_chain_touches_file": 3, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 15, "node_types": {"repo": 1, "commit": 3, "thread": 1, "comment": 1, "pr_file": 3, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#35", "issue_number": "35", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-42dae45a018cbdf5", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"test_or_ci": 4, "source_or_other": 8}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#35\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#35\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#35\nRepo: Sign25/utopia-client\nIssue/PR number: 35\nGraph consistency label: supported_by_high_confidence_link\nNodes: 15\nEdges: 23\nNode types: {'pr_file': 3, 'commit': 3, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'thread_touches_file': 3, 'comment_chain_links_commit': 3, 'comment_chain_touches_file': 3, 'chain_has_link_quality': 3, 'issue_chain_touches_file': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'generated_provenance': 3, 'self_attested_unverified': 3, 'source_or_other': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'test_or_ci': 1, 'self_attested_or_generated_fix_unverified': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-089c3061a76ed2df", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324861, "scanner": "foundry_dataset", "fingerprint": "020e312cfbb6f58eef97d449926b4eeb08efae92ba679307f854d0b899e7d4c2", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"test_or_ci": 1, "source_or_other": 2, "generated_provenance": 1, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 21, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 3, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 3, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 13, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 3, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#33", "issue_number": "33", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-3ad484a74931c5d8", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"test_or_ci": 4, "source_or_other": 8}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#33\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#33\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#33\nRepo: Sign25/utopia-client\nIssue/PR number: 33\nGraph consistency label: supported_by_high_confidence_link\nNodes: 13\nEdges: 21\nNode types: {'pr_file': 3, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'thread_touches_file': 3, 'comment_chain_touches_file': 3, 'chain_has_link_quality': 3, 'issue_chain_touches_file': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'comment_chain_links_commit': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'source_or_other': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'test_or_ci': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-6b02671d6658db86", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324860, "scanner": "foundry_dataset", "fingerprint": "26cc3fcf52c67281a4c95df76a26a370b60db066e77b2f8d12ed88d9291ee6f0", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"commit_general": 1, "generated_provenance": 1, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 13, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 11, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#27", "issue_number": "27", "quality_tiers": {"weak_supervision": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-8df25beb138d68ec", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#27\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#27\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#27\nRepo: Sign25/utopia-client\nIssue/PR number: 27\nGraph consistency label: weak_supervision_needs_review\nNodes: 11\nEdges: 13\nNode types: {'link_quality': 3, 'commit': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'comment_chain_links_commit': 2, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'self_attested_or_generated_fix_unverified': 1, 'commit_general': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'weak_supervision': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-db8606c048f16c4f", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324859, "scanner": "foundry_dataset", "fingerprint": "51eeb59b437abf81f87f6cc94fdfdea165d4f9a3bb2023a338102ff860c1b818", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"commit_general": 1, "generated_provenance": 1, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 13, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 11, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#26", "issue_number": "26", "quality_tiers": {"weak_supervision": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-aae5ec9919d4d8f1", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#26\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#26\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#26\nRepo: Sign25/utopia-client\nIssue/PR number: 26\nGraph consistency label: weak_supervision_needs_review\nNodes: 11\nEdges: 13\nNode types: {'link_quality': 3, 'commit': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'comment_chain_links_commit': 2, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'self_attested_or_generated_fix_unverified': 1, 'commit_general': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'weak_supervision': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-34889526b404f830", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324858, "scanner": "foundry_dataset", "fingerprint": "2ab335d6b8f12723286792b4e789eb953fd31d4eb736e3170da61963b69048d4", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"commit_general": 1, "generated_provenance": 1, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 13, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 11, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#25", "issue_number": "25", "quality_tiers": {"weak_supervision": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-e055a84ad1f31b19", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#25\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#25\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#25\nRepo: Sign25/utopia-client\nIssue/PR number: 25\nGraph consistency label: weak_supervision_needs_review\nNodes: 11\nEdges: 13\nNode types: {'link_quality': 3, 'commit': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'comment_chain_links_commit': 2, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'self_attested_or_generated_fix_unverified': 1, 'commit_general': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'weak_supervision': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-1d4db6edececbef8", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324857, "scanner": "foundry_dataset", "fingerprint": "9063e2e207c4ac3bd88c1beb718cde6403953a96387aac7ffa7bcad64830d255", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"commit_general": 1, "generated_provenance": 1, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 13, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 11, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#24", "issue_number": "24", "quality_tiers": {"weak_supervision": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-0ac1dbf07ece2197", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#24\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#24\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#24\nRepo: Sign25/utopia-client\nIssue/PR number: 24\nGraph consistency label: weak_supervision_needs_review\nNodes: 11\nEdges: 13\nNode types: {'link_quality': 3, 'commit': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'comment_chain_links_commit': 2, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1, 'commit_general': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'weak_supervision': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-b1b434a9b7584e7a", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324856, "scanner": "foundry_dataset", "fingerprint": "3efb2212e0d5aa14ccb1d039951258234dc67bef24990c6d82621dbf300b0017", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"commit_general": 1, "generated_provenance": 4, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 16, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 5, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 14, "node_types": {"repo": 1, "commit": 5, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#23", "issue_number": "23", "quality_tiers": {"weak_supervision": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-01c395ede0963276", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#23\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#23\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#23\nRepo: Sign25/utopia-client\nIssue/PR number: 23\nGraph consistency label: weak_supervision_needs_review\nNodes: 14\nEdges: 16\nNode types: {'commit': 5, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_links_commit': 5, 'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'generated_provenance': 4, 'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'self_attested_or_generated_fix_unverified': 1, 'commit_general': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'weak_supervision': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-4859fde182d98f8e", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324855, "scanner": "foundry_dataset", "fingerprint": "8439660e5c4775ddf4d8d5960444c70463aadb326c14e28f4aed4d422314362b", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"commit_general": 1, "generated_provenance": 1, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 13, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 11, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#22", "issue_number": "22", "quality_tiers": {"weak_supervision": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-a7bb4317f99c2bdc", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#22\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#22\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#22\nRepo: Sign25/utopia-client\nIssue/PR number: 22\nGraph consistency label: weak_supervision_needs_review\nNodes: 11\nEdges: 13\nNode types: {'link_quality': 3, 'commit': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'comment_chain_links_commit': 2, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'self_attested_or_generated_fix_unverified': 1, 'commit_general': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'weak_supervision': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-2127f737f955c43f", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324854, "scanner": "foundry_dataset", "fingerprint": "b66ea62e934c75396b004da0262c3019ca2f67d57212162722896cbd87fad3c9", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"generated_provenance": 1, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 12, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 10, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#2", "issue_number": "2", "quality_tiers": {"weak_supervision": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-2668a7e6a1ddf2a3", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#2\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#2\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#2\nRepo: Sign25/utopia-client\nIssue/PR number: 2\nGraph consistency label: weak_supervision_needs_review\nNodes: 10\nEdges: 12\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'comment_chain_links_commit': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'weak_supervision': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-6c62845528b6fd8a", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324853, "scanner": "foundry_dataset", "fingerprint": "11b6970c92838e0338c7db17c010a4361b6a91713af4189ffc36cac17f7a4984", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"commit_general": 1, "generated_provenance": 4, "agent_instruction_gap": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 16, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 5, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 14, "node_types": {"repo": 1, "commit": 5, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "Sign25/utopia-client#19", "issue_number": "19", "quality_tiers": {"weak_supervision": 3}, "repo_full_name": "Sign25/utopia-client", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-a43386834292d048", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#19\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: Sign25/utopia-client\nThread: Sign25/utopia-client#19\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: Sign25/utopia-client#19\nRepo: Sign25/utopia-client\nIssue/PR number: 19\nGraph consistency label: weak_supervision_needs_review\nNodes: 14\nEdges: 16\nNode types: {'commit': 5, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_links_commit': 5, 'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'generated_provenance': 4, 'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'self_attested_or_generated_fix_unverified': 1, 'commit_general': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'weak_supervision': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/Sign25/utopia-client", "source_id": "graph-query-motif_query-c4babcc7ea719788", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "Sign25/utopia-client", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: Sign25/utopia-client"}, "properties": {"repobilityId": 324852, "scanner": "foundry_dataset", "fingerprint": "4fb8e63caa93b0f87daaa5c079e969a6ed3796abf9e3211e5eb6115f29b7fb6f", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. 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user flow still appears backed by mock or placeholder data"}, "properties": {"repobilityId": "1446c4b7f09881cd", "scanner": "scanner-primary", "fingerprint": "2d0c7b7ab8f8aacf", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "mock-data", "critical-flow", "generated-repo-pattern"]}}, {"ruleId": "scanner-b9088664ace7f748", "level": "note", "message": {"text": "Composite production-readiness gap"}, "properties": {"repobilityId": "c63efce47ff267ee", "scanner": "scanner-primary", "fingerprint": "b9088664ace7f748", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["production-readiness", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-ea8f3013f588db25", "level": "note", "message": {"text": "Shallow git history limits provenance confidence"}, "properties": {"repobilityId": "76a6319ad1f5311b", "scanner": "scanner-primary", "fingerprint": "ea8f3013f588db25", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-8424db9c75e04ba4", "level": "none", "message": {"text": "Very short observed git history"}, "properties": {"repobilityId": "ae3d93a1ef06a763", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-929bc3ee1575c198", "level": "note", "message": {"text": "Legacy-named symbol `parent_copy` in tests/test_reproduce_topology.py:109"}, "properties": {"repobilityId": "18a3005849ccc37d", "scanner": "scanner-primary", "fingerprint": "929bc3ee1575c198", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "legacy-marker", "dead-code"]}}, {"ruleId": "scanner-d9e7a524165bf370", "level": "note", "message": {"text": "Legacy-named symbol `test_envelope_without_brain_legacy` in tests/test_brain_y50_etap3_2.py:82"}, "properties": {"repobilityId": "b883324bff8034ac", "scanner": "scanner-primary", "fingerprint": "d9e7a524165bf370", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "legacy-marker", "dead-code"]}}, {"ruleId": "scanner-9f17cff79c3cd9b5", "level": "none", "message": {"text": "Commented-code block (6 lines) in utopia_client/ws_client.py:46"}, "properties": {"repobilityId": "07161a0c818c1057", "scanner": "scanner-primary", "fingerprint": "9f17cff79c3cd9b5", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-f1d8f6917af64813", "level": "none", "message": {"text": "Commented-code block (6 lines) in utopia_client/speciation.py:107"}, "properties": {"repobilityId": "205c68ac4e89f1c5", "scanner": "scanner-primary", "fingerprint": "f1d8f6917af64813", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-9f3d97b7cdf940df", "level": "none", "message": {"text": "Commented-code block (5 lines) in utopia_client/main.py:372"}, "properties": {"repobilityId": "167b94102b9b0ad2", "scanner": "scanner-primary", "fingerprint": "9f3d97b7cdf940df", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-a3fae15f807854cd", "level": "none", "message": {"text": "Commented-code block (6 lines) in utopia_client/mate_detection.py:51"}, "properties": {"repobilityId": "1eb2ee9c19c60469", "scanner": "scanner-primary", "fingerprint": "a3fae15f807854cd", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-563f33b18529e84a", "level": "none", "message": {"text": "Commented-code block (18 lines) in utopia_client/local_compute.py:36"}, "properties": {"repobilityId": "7e080feb40e36f56", "scanner": "scanner-primary", "fingerprint": "563f33b18529e84a", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "69704e9427c10c70", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "d8d5f2b2c7406acb", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}]}]}