{"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: vessl-ai/vessl-cloud-cookbook", "shortDescription": {"text": "Foundry mined unresolved feedback: vessl-ai/vessl-cloud-cookbook"}, "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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#6\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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#6\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#6\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 6\nGraph consistency label: needs_more_evidence\nNodes: 23\nEdges: 49\nNode types: {'pr_file': 14, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_blueprint_gap", "name": "Foundry mined blueprint gap alignment: vessl-ai/vessl-cloud-cookbook", "shortDescription": {"text": "Foundry mined blueprint gap alignment: vessl-ai/vessl-cloud-cookbook"}, "fullDescription": {"text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#9\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#9\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#9\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 9\nGraph consistency label: supported_by_high_confidence_link\nNodes: 36\nEdges: 64\nNode types: {'pr_file': 20, 'link_quality': 5, 'align"}, "properties": {"scanner": "foundry_dataset", "category": "tech_debt", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_assumption_check", "name": "Foundry mined assumption checks: vessl-ai/vessl-cloud-cookbook", "shortDescription": {"text": "Foundry mined assumption checks: vessl-ai/vessl-cloud-cookbook"}, "fullDescription": {"text": "Comment chain pattern product: assumption_checks\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\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, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: vessl-ai/vessl-cloud-cookbook#8\nRepo: vessl-ai/vessl-cloud-cookbook\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 8\nLinked commit count: 9\nLinked CI commit count: 1\nLinked CI labels: {'ci_pending_or_incomplete': 1}\nChanged file count: 29\nLabels: {'security_auth_secret': 1, 'human_feedback_general': 6, 'data_schema_persistence': 1}\nPolarities: {'bad': 2, 'neutral': 6}\nChanged file labels: {'docs_or_claims': 4, 'source_or_other': 24, 'dependency_or_build': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-01"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.62, "cwe": "", "owasp": ""}}, {"id": "foundry_test_ci_gap", "name": "Foundry mined test ci gap after feedback: vessl-ai/vessl-cloud-cookbook", "shortDescription": {"text": "Foundry mined test ci gap after feedback: vessl-ai/vessl-cloud-cookbook"}, "fullDescription": {"text": "Graph query export: Feedback exposes missing tests or CI\nQuery id: test_ci_gap_after_feedback\nQuery type: motif_query\nIntent: Hard negatives for feedback/fix chains without adequate guardrails.\nMotif: test_ci_gap_after_feedback\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#9\nEvidence:\nGraph motif: Feedback or fix context exposes missing test/CI guardrails\nMotif id: test_ci_gap_after_feedback\nPolarity: bad\nTraining usage: hard_negative\nSeverity: high\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#9\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#9\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 9\nGraph consistency label: supported_by_high_confidence_link\nNodes: 36\nEdges: 64\nNode types: {'pr_file': 20, 'link_quality': 5, 'alignment': 2, 'blueprint_fin"}, "properties": {"scanner": "foundry_dataset", "category": "testing", "severity": "high", "confidence": 0.78, "cwe": "", "owasp": ""}}, {"id": "foundry_schema_ui_api_gap", "name": "Foundry mined schema ui api mismatch: vessl-ai/vessl-cloud-cookbook", "shortDescription": {"text": "Foundry mined schema ui api mismatch: vessl-ai/vessl-cloud-cookbook"}, "fullDescription": {"text": "Graph query export: Schema, UI, and API mismatch\nQuery id: schema_ui_api_mismatch\nQuery type: motif_query\nIntent: Assumption-check examples for data-path consistency across layers.\nMotif: schema_ui_api_mismatch\nTraining usage: assumption_check\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\nEvidence:\nGraph motif: Schema, UI, and API evidence do not line up\nMotif id: schema_ui_api_mismatch\nPolarity: bad\nTraining usage: assumption_check\nSeverity: high\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#8\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 8\nGraph consistency label: supported_by_high_confidence_link\nNodes: 68\nEdges: 201\nNode types: {'pr_file': 29, 'link_quality': 12, 'comment_chain': 8, 'comment': 5, 'pr_review': 3, 'commit'"}, "properties": {"scanner": "foundry_dataset", "category": "quality", "severity": "high", "confidence": 0.76, "cwe": "", "owasp": ""}}, {"id": "foundry_bad_chain", "name": "Foundry mined bad chains: vessl-ai/vessl-cloud-cookbook", "shortDescription": {"text": "Foundry mined bad chains: vessl-ai/vessl-cloud-cookbook"}, "fullDescription": {"text": "Comment chain pattern product: bad_chains\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#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_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: vessl-ai/vessl-cloud-cookbook#9\nRepo: vessl-ai/vessl-cloud-cookbook\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: 20\nLabels: {'test_ci_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'source_or_other': 15, 'docs_or_claims': 4, 'dependency_or_build': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-94c767b37f6e79b9\",\n \"kind\": \"pull_request_body\",\n \"label\": \"test_ci_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github."}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "high", "confidence": 0.84, "cwe": "", "owasp": ""}}, {"id": "foundry_auth_guardrail_gap", "name": "Foundry mined security auth guardrail gaps: vessl-ai/vessl-cloud-cookbook", "shortDescription": {"text": "Foundry mined security auth guardrail gaps: vessl-ai/vessl-cloud-cookbook"}, "fullDescription": {"text": "Graph query export: Security/auth changes without enough guardrails\nQuery id: security_auth_guardrail_gaps\nQuery type: motif_query\nIntent: Assumption-check security/auth examples requiring stronger tests or CI.\nMotif: security_auth_without_guardrails\nTraining usage: assumption_check\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\nEvidence:\nGraph motif: Security/auth change without enough guardrails\nMotif id: security_auth_without_guardrails\nPolarity: bad\nTraining usage: assumption_check\nSeverity: critical\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#8\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 8\nGraph consistency label: supported_by_high_confidence_link\nNodes: 68\nEdges: 201\nNode types: {'pr_file': 29, 'link_quality': 12, '"}, "properties": {"scanner": "foundry_dataset", "category": "auth", "severity": "critical", "confidence": 0.78, "cwe": "", "owasp": ""}}, {"id": "foundry_fake_real_gap", "name": "Foundry mined mock as real or placeholder: vessl-ai/vessl-cloud-cookbook", "shortDescription": {"text": "Foundry mined mock as real or placeholder: vessl-ai/vessl-cloud-cookbook"}, "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: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#9\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#9\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 9\nGraph consistency label: supported_by_high_confidence_link\nNodes: 36\nEdges: 64\nNode types: {'pr_file': 20, 'l"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "critical", "confidence": 0.82, "cwe": "", "owasp": ""}}, {"id": "scanner-d22119bc99afe8bf", "name": "Possibly dead Python function: is_rank0", "shortDescription": {"text": "Possibly dead Python function: is_rank0"}, "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-a6993978c816bae6", "name": "Possibly dead Python function: fp8_filter", "shortDescription": {"text": "Possibly dead Python function: fp8_filter"}, "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-37dfbfeac448e26e", "name": "Possibly dead Python function: collate", "shortDescription": {"text": "Possibly dead Python function: collate"}, "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-cf5e37c38e85781b", "name": "Possibly dead Python function: token_stream", "shortDescription": {"text": "Possibly dead Python function: token_stream"}, "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-8ee4f30d2d6f71b1", "name": "Possibly dead Python function: build_prompt", "shortDescription": {"text": "Possibly dead Python function: build_prompt"}, "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-f82aa5fc7f500371", "name": "Possibly dead Python function: load_adapter", "shortDescription": {"text": "Possibly dead Python function: load_adapter"}, "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-5830527aebd2ed51", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "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-aad1496e8796d435", "name": "Possibly dead Python function: download_single_shard", "shortDescription": {"text": "Possibly dead Python function: download_single_shard"}, "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-ab9695e2b95b32f1", "name": "Insecure pattern 'eval_used' in aqr-finance/README.md:237", "shortDescription": {"text": "Insecure pattern 'eval_used' in aqr-finance/README.md:237"}, "fullDescription": {"text": "Found a known-risky pattern (eval_used). Review and replace if possible."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "high", "confidence": 1.0}}, {"id": "scanner-6372cebde0220094", "name": "No auth library detected", "shortDescription": {"text": "No auth library detected"}, "fullDescription": {"text": "The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "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-6893a6c8b0861585", "name": "Very low test-to-source ratio", "shortDescription": {"text": "Very low test-to-source ratio"}, "fullDescription": {"text": "0 test file(s) for 13 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "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 166 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-b9088664ace7f748", "name": "Composite production-readiness gap", "shortDescription": {"text": "Composite production-readiness gap"}, "fullDescription": {"text": "Multiple low-cost hardening controls are missing together: ci, tests. 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-3d89213b1ac2c276", "name": "Commented-code block (11 lines) in _template/batch-job/recipe.py:30", "shortDescription": {"text": "Commented-code block (11 lines) in _template/batch-job/recipe.py:30"}, "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-073845e350f2e874", "name": "Commented-code block (6 lines) in aqr-finance/train.py:30", "shortDescription": {"text": "Commented-code block (6 lines) in aqr-finance/train.py:30"}, "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-bb592bab7133e455", "name": "Commented-code block (5 lines) in aqr-finance/eval.py:125", "shortDescription": {"text": "Commented-code block (5 lines) in aqr-finance/eval.py:125"}, "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-49c98f7cedd9c977", "name": "Near-duplicate function bodies in 4 places", "shortDescription": {"text": "Near-duplicate function bodies in 4 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nautoresearch/train.py:forward, autoresearch/train.py:forward, autoresearch/train.py:forward, autoresearch/train.py:forward\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/22167"}, "properties": {"repository": "vessl-ai/vessl-cloud-cookbook", "repoUrl": "https://github.com/vessl-ai/vessl-cloud-cookbook", "branch": "main"}, "results": [{"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 371306, "scanner": "foundry_dataset", "fingerprint": "f1a94a6b96e6e56d6f935c391a06de2cb7d81e0529636a3b3c8e79a9559a4c61", "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": {"docs_or_claims": 2, "source_or_other": 12, "human_feedback_general": 1, "unlinked_human_feedback": 1, "thread_needs_classification": 2, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 3}, "source": "graph_query_export", "motif_id": "unlinked_feedback_needs_evidence", "outcomes": {"ambiguous_needs_more_evidence": 6}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 49, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 14, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 12, "thread_has_comment_chain": 1, "comment_chain_touches_file": 12, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 23, "node_types": {"repo": 1, "thread": 1, "comment": 1, "pr_file": 14, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#6", "issue_number": "6", "quality_tiers": {"unresolved": 3}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-67a459bde34bb9da", "graph_gold_label": "needs_more_evidence", "changed_file_labels": {"docs_or_claims": 8, "source_or_other": 48}}, "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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#6\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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#6\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#6\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 6\nGraph consistency label: needs_more_evidence\nNodes: 23\nEdges: 49\nNode types: {'pr_file': 14, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'thread_touches_file': 14, 'comment_chain_touches_file': 12, 'issue_chain_touches_file': 12, '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: {'source_or_other': 12, 'ambiguous_needs_more_evidence': 3, 'docs_or_claims': 2, 'thread_needs_classification': 2, 'issue_or_pull_request_thread': 1, 'human_feedback_general': 1, 'unlinked_human_feedback': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 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/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-43ea0a9863ac0802", "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": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_blueprint_gap", "level": "warning", "message": {"text": "Foundry mined blueprint gap alignment: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 357224, "scanner": "foundry_dataset", "fingerprint": "8023f745eca88693986d201adc088c2402362c4617ecd7ae15383fe866fcd6e5", "category": "tech_debt", "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 aligned with blueprint or architecture gaps", "intent": "Curriculum-gap examples connecting issue threads to helicopter-view gaps.", "labels": {"test_ci_gap": 1, "docs_or_claims": 4, "source_or_other": 15, "weak blueprint fit": 2, "dependency_or_build": 1, "generated_provenance": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 2, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "blueprint_gap_alignment", "outcomes": {"self_attested_unverified": 6}, "polarity": "mixed", "query_id": "blueprint_gap_alignment", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 64, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 20, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 5, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 12, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 12, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 36, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 20, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 1, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#9", "issue_number": "9", "quality_tiers": {"high_confidence": 3, "assumption_check": 2}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "curriculum_gap", "source_motif_id": "graph-pattern-motif-thread-cf77ff61b674db6e", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 16, "source_or_other": 60, "dependency_or_build": 4}}, "text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#9\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#9\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#9\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 9\nGraph consistency label: supported_by_high_confidence_link\nNodes: 36\nEdges: 64\nNode types: {'pr_file': 20, 'link_quality': 5, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'thread_touches_file': 20, 'comment_chain_touches_file': 12, 'issue_chain_touches_file': 12, 'chain_has_link_quality': 5, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, '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: {'source_or_other': 15, 'docs_or_claims': 4, 'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'test_ci_gap': 1, 'dependency_or_build': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 2}\nCI labels: {}\nCurriculum targets:\n- Use helicopter-view architecture/schema/design evidence beside issue threads.\n- Teach models to compare requested product class against implementation layers.\nAssumption checks:\n- Which blueprint layer is absent: frontend, API, data, auth, tests, or deployment?\n- Does human feedback confirm the same architectural gap?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-2bc57b583c55518c", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/blueprint_gap_alignment/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "graph_queries/blueprint_gap_alignment", "training_usage": "curriculum_gap"}}}, {"ruleId": "foundry_blueprint_gap", "level": "warning", "message": {"text": "Foundry mined blueprint gap alignment: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 357223, "scanner": "foundry_dataset", "fingerprint": "89821e3edf711b08cf0fbfb0b717c1bd5c812141f64436d772ea50fcf1b21f28", "category": "tech_debt", "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 aligned with blueprint or architecture gaps", "intent": "Curriculum-gap examples connecting issue threads to helicopter-view gaps.", "labels": {"keys": ["source_or_other", "ambiguous_needs_more_evidence", "human_feedback_general", "comment_has_related_commit_context", "docs_or_claims", "thread_has_human_issue_and_fix_context", "blueprint_human_gap_alignment", "weak blueprint fit", "issue_or_pull_request_thread", "security_auth_secret", "data_schema_persistence", "dependency_or_build", "human_reported_issue_then_fix_attempt", "generated_provenance", "security_or_secrets", "ci_pending_or_incomplete", "claimed_resolved_unverified", "self_attested_or_generated_fix_unverified", "self_attested_unverified"], "count": 19, "_omitted": "large_dict"}, "source": "graph_query_export", "motif_id": "blueprint_gap_alignment", "outcomes": {"self_attested_unverified": 2, "claimed_resolved_unverified": 2, "ambiguous_needs_more_evidence": 16}, "polarity": "mixed", "query_id": "blueprint_gap_alignment", "severity": "medium", "ci_labels": {"ci_pending_or_incomplete": 2}, "synthetic": false, "edge_count": 201, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 8, "thread_has_comment": 5, "thread_touches_file": 29, "comment_chain_has_ci": 1, "thread_has_pr_review": 3, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 12, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 12, "thread_has_comment_chain": 8, "comment_chain_links_commit": 9, "comment_chain_touches_file": 96, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 8}, "node_count": 68, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 5, "pr_file": 29, "alignment": 2, "pr_review": 3, "ci_summary": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 12, "comment_chain": 8, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#8", "issue_number": "8", "quality_tiers": {"high_confidence": 6, "assumption_check": 2, "weak_supervision": 4}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "curriculum_gap", "source_motif_id": "graph-pattern-motif-thread-5daec4909b158b3a", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 44, "source_or_other": 264, "dependency_or_build": 11}}, "text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#8\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 8\nGraph consistency label: supported_by_high_confidence_link\nNodes: 68\nEdges: 201\nNode types: {'pr_file': 29, 'link_quality': 12, 'comment_chain': 8, 'comment': 5, 'pr_review': 3, 'commit': 2, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'ci_summary': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_touches_file': 96, 'thread_touches_file': 29, 'chain_has_link_quality': 12, 'issue_chain_touches_file': 12, 'comment_chain_links_commit': 9, 'thread_has_comment_chain': 8, 'comment_has_chain': 8, 'issue_chain_has_comment_chain': 8, 'thread_has_comment': 5, 'thread_has_pr_review': 3, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, 'repo_has_thread': 1, 'comment_chain_has_ci': 1, 'thread_has_issue_chain': 1}\nLabels: {'source_or_other': 24, 'ambiguous_needs_more_evidence': 8, 'human_feedback_general': 6, 'comment_has_related_commit_context': 6, 'docs_or_claims': 4, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'security_auth_secret': 1, 'data_schema_persistence': 1, 'dependency_or_build': 1, 'human_reported_issue_then_fix_attempt': 1, 'generated_provenance': 1, 'security_or_secrets': 1, 'ci_pending_or_incomplete': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 16, 'claimed_resolved_unverified': 2, 'self_attested_unverified': 2}\nQuality tiers: {'high_confidence': 6, 'weak_supervision': 4, 'assumption_check': 2}\nCI labels: {'ci_pending_or_incomplete': 2}\nCurriculum targets:\n- Use helicopter-view architecture/schema/design evidence beside issue threads.\n- Teach models to compare requested product class against implementation layers.\nAssumption checks:\n- Which blueprint layer is absent: frontend, API, data, auth, tests, or deployment?\n- Does human feedback confirm the same architectural gap?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-2dd415ff51b16049", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/blueprint_gap_alignment/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "graph_queries/blueprint_gap_alignment", "training_usage": "curriculum_gap"}}}, {"ruleId": "foundry_blueprint_gap", "level": "warning", "message": {"text": "Foundry mined blueprint gap alignment: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 357222, "scanner": "foundry_dataset", "fingerprint": "0e6ea1c002499a7f95d0c57e3479053888760f6f0fa4a90a184e142c7032bb15", "category": "tech_debt", "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 aligned with blueprint or architecture gaps", "intent": "Curriculum-gap examples connecting issue threads to helicopter-view gaps.", "labels": {"docs_or_claims": 1, "source_or_other": 3, "ui_workflow_gap": 1, "weak blueprint fit": 2, "generated_provenance": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 2, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "blueprint_gap_alignment", "outcomes": {"self_attested_unverified": 6}, "polarity": "mixed", "query_id": "blueprint_gap_alignment", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 32, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 4, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 5, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 4, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 4, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 20, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 4, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 1, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#4", "issue_number": "4", "quality_tiers": {"high_confidence": 3, "assumption_check": 2}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "curriculum_gap", "source_motif_id": "graph-pattern-motif-thread-bbf2407fa9e4335a", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 4, "source_or_other": 12}}, "text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#4\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#4\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#4\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 4\nGraph consistency label: supported_by_high_confidence_link\nNodes: 20\nEdges: 32\nNode types: {'link_quality': 5, 'pr_file': 4, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 5, 'thread_touches_file': 4, 'comment_chain_touches_file': 4, 'issue_chain_touches_file': 4, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, '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: {'source_or_other': 3, 'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'ui_workflow_gap': 1, 'docs_or_claims': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 2}\nCI labels: {}\nCurriculum targets:\n- Use helicopter-view architecture/schema/design evidence beside issue threads.\n- Teach models to compare requested product class against implementation layers.\nAssumption checks:\n- Which blueprint layer is absent: frontend, API, data, auth, tests, or deployment?\n- Does human feedback confirm the same architectural gap?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-d13f9ba11cc32623", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/blueprint_gap_alignment/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "graph_queries/blueprint_gap_alignment", "training_usage": "curriculum_gap"}}}, {"ruleId": "foundry_blueprint_gap", "level": "warning", "message": {"text": "Foundry mined blueprint gap alignment: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 357221, "scanner": "foundry_dataset", "fingerprint": "19ba96fa3b07ae466fcb370cb1edc6856fbe7a6ef87443612e524412ea0dc69b", "category": "tech_debt", "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 aligned with blueprint or architecture gaps", "intent": "Curriculum-gap examples connecting issue threads to helicopter-view gaps.", "labels": {"docs_or_claims": 2, "weak blueprint fit": 2, "generated_provenance": 1, "data_schema_persistence": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 2, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "blueprint_gap_alignment", "outcomes": {"self_attested_unverified": 6}, "polarity": "mixed", "query_id": "blueprint_gap_alignment", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 26, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 2, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 5, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 2, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 18, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 2, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 1, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#3", "issue_number": "3", "quality_tiers": {"high_confidence": 3, "assumption_check": 2}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "curriculum_gap", "source_motif_id": "graph-pattern-motif-thread-6a22530ce2fc53b4", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 8}}, "text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#3\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#3\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#3\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 3\nGraph consistency label: supported_by_high_confidence_link\nNodes: 18\nEdges: 26\nNode types: {'link_quality': 5, 'pr_file': 2, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 5, 'thread_touches_file': 2, 'comment_chain_touches_file': 2, 'issue_chain_touches_file': 2, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, '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, 'docs_or_claims': 2, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'data_schema_persistence': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 2}\nCI labels: {}\nCurriculum targets:\n- Use helicopter-view architecture/schema/design evidence beside issue threads.\n- Teach models to compare requested product class against implementation layers.\nAssumption checks:\n- Which blueprint layer is absent: frontend, API, data, auth, tests, or deployment?\n- Does human feedback confirm the same architectural gap?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-cbb29f1f8f41d5ff", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/blueprint_gap_alignment/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "graph_queries/blueprint_gap_alignment", "training_usage": "curriculum_gap"}}}, {"ruleId": "foundry_blueprint_gap", "level": "warning", "message": {"text": "Foundry mined blueprint gap alignment: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 357220, "scanner": "foundry_dataset", "fingerprint": "257672b939ede68f97ea7e6a197ba44bd72367a413fe4ed35615158e22d6428e", "category": "tech_debt", "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 aligned with blueprint or architecture gaps", "intent": "Curriculum-gap examples connecting issue threads to helicopter-view gaps.", "labels": {"docs_or_claims": 2, "source_or_other": 2, "weak blueprint fit": 2, "generated_provenance": 1, "data_schema_persistence": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 2, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "blueprint_gap_alignment", "outcomes": {"self_attested_unverified": 6}, "polarity": "mixed", "query_id": "blueprint_gap_alignment", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 32, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 4, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 5, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 4, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 4, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 20, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 4, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 1, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#10", "issue_number": "10", "quality_tiers": {"high_confidence": 3, "assumption_check": 2}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "curriculum_gap", "source_motif_id": "graph-pattern-motif-thread-76a104e322fb4f8b", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 8, "source_or_other": 8}}, "text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#10\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#10\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#10\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 10\nGraph consistency label: supported_by_high_confidence_link\nNodes: 20\nEdges: 32\nNode types: {'link_quality': 5, 'pr_file': 4, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 5, 'thread_touches_file': 4, 'comment_chain_touches_file': 4, 'issue_chain_touches_file': 4, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, '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, 'docs_or_claims': 2, 'source_or_other': 2, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'data_schema_persistence': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 2}\nCI labels: {}\nCurriculum targets:\n- Use helicopter-view architecture/schema/design evidence beside issue threads.\n- Teach models to compare requested product class against implementation layers.\nAssumption checks:\n- Which blueprint layer is absent: frontend, API, data, auth, tests, or deployment?\n- Does human feedback confirm the same architectural gap?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-ad898e672c4130ec", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/blueprint_gap_alignment/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "graph_queries/blueprint_gap_alignment", "training_usage": "curriculum_gap"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 313571, "scanner": "foundry_dataset", "fingerprint": "923fcdd772550d7e0e0f4386d4d9d7eecbf1ab94121da8aac20be6a6ad59e478", "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": "vessl-ai/vessl-cloud-cookbook#8", "human_labels": ["data_schema_persistence", "dependency_or_build", "docs_or_claims", "human_feedback_general", "security_auth_secret", "source_or_other"], "issue_number": "8", "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": "vessl-ai/vessl-cloud-cookbook", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-a99519342a8d61e7", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 29, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"docs_or_claims": 4, "source_or_other": 24, "dependency_or_build": 1}, "linked_commit_count": 9, "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": 1, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\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, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: vessl-ai/vessl-cloud-cookbook#8\nRepo: vessl-ai/vessl-cloud-cookbook\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 8\nLinked commit count: 9\nLinked CI commit count: 1\nLinked CI labels: {'ci_pending_or_incomplete': 1}\nChanged file count: 29\nLabels: {'security_auth_secret': 1, 'human_feedback_general': 6, 'data_schema_persistence': 1}\nPolarities: {'bad': 2, 'neutral': 6}\nChanged file labels: {'docs_or_claims': 4, 'source_or_other': 24, 'dependency_or_build': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-014e52a020529985\",\n \"kind\": \"pull_request_body\",\n \"label\": \"security_auth_secret\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/vessl-ai/vessl-cloud-cookbook/pull/8\",\n \"text\": \"GitHub feedback: security_auth_secret\\nPolarity: bad\\nKind: pull_request_body\\nRepo: vessl-ai/vessl-cloud-cookbook\\nAuthor: cj-55m (User)\\nURL: https://github.com/vessl-ai/vessl-cloud-cookbook/pull/8\\nTitle: Add gpu-cost-benchmark recipe (LoRA train + inference cost: A100 vs H100 vs B200)\\nBody:\\nAdds a new recipe, **gpu-cost-benchmark** \u2014 measure what it costs to LoRA fine-tune *and* serve a 31B model (`gemma-4-31B-it`) across A100, H100, and B200 on VESSL Cloud, normalized to cost per token.\\n\\nCompanion to the blog [A100 vs H100 vs B200 for LoRA fine-tuning and inference: a cost benchmark](https://vessl.ai/en/blog/lora-finetuning-cost-a100-h100-b200), mirroring the existing blog\u2194recipe pairing.\\n\\n## What's included\\n- **Two run paths** (matches `gemma4-finetuning`): `notebook/gpu-cost-benchmark.ipynb` (single hardware target, end-to-end) and `batch-job/` + `submit.sh` (`run_full_per_hardware.sh ` via `vesslctl job create`). Change one arg \u2014 `A100` | `H100` | `B200` \u2014 to benchmark a different GPU.\\n- **Bundled measured results** under `results/*.csv` from real 8-GPU runs, so every figure regenerates locally with no GPU: `python analysis/make_figures.py`.\\n- `benchmarks.md` with measured th\"\n },\n {\n \"id\": \"github-feedback-comment-8caa957e1acecbe8\",\n \"kind\": \"review_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/vessl-ai/vessl-cloud-cookbook/pull/8#discussion_r3355032881\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: review_comment\\nRepo: vessl-ai/vessl-cloud-cookbook\\nAuthor: waynedwkim (User)\\nURL: https://github.com/vessl-ai/vessl-cloud-cookbook/pull/8#discussion_r3355032881\\nTitle: \\nBody:\\nVESSL AI blog \uc774\ub807\uac8c \ud574\uc8fc\uc2ec \uac10\uc0ac\ud558\uaca0\uc2b5\ub2c8\ub2e4!\"\n },\n {\n \"\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/vessl-ai/vessl-cloud-cookbook", "source_id": "comment-chain-pattern-assumption_checks-e39ba053ebb9e76e", "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": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 313570, "scanner": "foundry_dataset", "fingerprint": "2041bb6518d814bb61b41e5048d3c7def119cd9cd3fb514d0ac62bc74ed1b444", "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": "vessl-ai/vessl-cloud-cookbook#7", "human_labels": ["security_auth_secret"], "issue_number": "7", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.607, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-d09c4748634b8982", "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", "high_risk_human_feedback_label"], "linked_ci_commit_count": 1, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#7\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, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: vessl-ai/vessl-cloud-cookbook#7\nRepo: vessl-ai/vessl-cloud-cookbook\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 1\nLinked CI labels: {'ci_pending_or_incomplete': 1}\nChanged file count: 0\nLabels: {'security_auth_secret': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-bc34d1b02c904e0a\",\n \"kind\": \"issue_body\",\n \"label\": \"security_auth_secret\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/vessl-ai/vessl-cloud-cookbook/issues/7\",\n \"text\": \"GitHub feedback: security_auth_secret\\nPolarity: bad\\nKind: issue_body\\nRepo: vessl-ai/vessl-cloud-cookbook\\nAuthor: cj-55m (User)\\nURL: https://github.com/vessl-ai/vessl-cloud-cookbook/issues/7\\nTitle: Recipe proposal: gpu-cost-benchmark \u2014 LoRA train + inference cost across A100/H100/B200\\nBody:\\n## Proposed recipe\\n\\n**Task:** LoRA fine-tune *and* serve a 31B model, then compare throughput and cost-per-token across three NVIDIA generations.\\n\\n**Model:** `google/gemma-4-31B-it` (training) \u00b7 `RedHatAI/gemma-4-31B-it-FP8-block` (inference).\\n\\n**Target GPUs:** A100 / H100 / B200, **8-GPU** nodes (per-hardware sweep, one command per target).\\n\\n**Expected cost/time:** cost reported as a **relative index only** (A100 best = 1.00; no absolute $/GPU-hour). 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"text": "Graph query export: Feedback exposes missing tests or CI\nQuery id: test_ci_gap_after_feedback\nQuery type: motif_query\nIntent: Hard negatives for feedback/fix chains without adequate guardrails.\nMotif: test_ci_gap_after_feedback\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#9\nEvidence:\nGraph motif: Feedback or fix context exposes missing test/CI guardrails\nMotif id: test_ci_gap_after_feedback\nPolarity: bad\nTraining usage: hard_negative\nSeverity: high\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#9\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#9\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 9\nGraph consistency label: supported_by_high_confidence_link\nNodes: 36\nEdges: 64\nNode types: {'pr_file': 20, 'link_quality': 5, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'thread_touches_file': 20, 'comment_chain_touches_file': 12, 'issue_chain_touches_file': 12, 'chain_has_link_quality': 5, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, '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: {'source_or_other': 15, 'docs_or_claims': 4, 'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'test_ci_gap': 1, 'dependency_or_build': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 2}\nCI labels: {}\nCurriculum targets:\n- Turn human feedback into regression tests and CI gates.\n- Penalize fixes that do not add or exercise verification for affected workflows.\nAssumption checks:\n- Did the fix add tests for the exact complaint?\n- Does CI run those tests, or is verification only implied?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-90517be89d313c72", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/test_ci_gap_after_feedback/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "graph_queries/test_ci_gap_after_feedback", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_test_ci_gap", "level": "error", "message": {"text": "Foundry mined test ci gap after feedback: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 341467, "scanner": "foundry_dataset", "fingerprint": "2a3d79319dbad1486430165532e85b4f3ec135ea1f028de596efe3bd1a2df8d1", "category": "testing", "severity": "high", "confidence": 0.78, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. 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"ambiguous_needs_more_evidence": 16}, "polarity": "bad", "query_id": "test_ci_gap_after_feedback", "severity": "high", "ci_labels": {"ci_pending_or_incomplete": 2}, "synthetic": false, "edge_count": 201, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 8, "thread_has_comment": 5, "thread_touches_file": 29, "comment_chain_has_ci": 1, "thread_has_pr_review": 3, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 12, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 12, "thread_has_comment_chain": 8, "comment_chain_links_commit": 9, "comment_chain_touches_file": 96, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 8}, "node_count": 68, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 5, "pr_file": 29, "alignment": 2, "pr_review": 3, "ci_summary": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 12, "comment_chain": 8, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#8", "issue_number": "8", "quality_tiers": {"high_confidence": 6, "assumption_check": 2, "weak_supervision": 4}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-28873ab982ab1ef5", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 44, "source_or_other": 264, "dependency_or_build": 11}}, "text": "Graph query export: Feedback exposes missing tests or CI\nQuery id: test_ci_gap_after_feedback\nQuery type: motif_query\nIntent: Hard negatives for feedback/fix chains without adequate guardrails.\nMotif: test_ci_gap_after_feedback\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\nEvidence:\nGraph motif: Feedback or fix context exposes missing test/CI guardrails\nMotif id: test_ci_gap_after_feedback\nPolarity: bad\nTraining usage: hard_negative\nSeverity: high\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#8\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 8\nGraph consistency label: supported_by_high_confidence_link\nNodes: 68\nEdges: 201\nNode types: {'pr_file': 29, 'link_quality': 12, 'comment_chain': 8, 'comment': 5, 'pr_review': 3, 'commit': 2, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'ci_summary': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_touches_file': 96, 'thread_touches_file': 29, 'chain_has_link_quality': 12, 'issue_chain_touches_file': 12, 'comment_chain_links_commit': 9, 'thread_has_comment_chain': 8, 'comment_has_chain': 8, 'issue_chain_has_comment_chain': 8, 'thread_has_comment': 5, 'thread_has_pr_review': 3, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, 'repo_has_thread': 1, 'comment_chain_has_ci': 1, 'thread_has_issue_chain': 1}\nLabels: {'source_or_other': 24, 'ambiguous_needs_more_evidence': 8, 'human_feedback_general': 6, 'comment_has_related_commit_context': 6, 'docs_or_claims': 4, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'security_auth_secret': 1, 'data_schema_persistence': 1, 'dependency_or_build': 1, 'human_reported_issue_then_fix_attempt': 1, 'generated_provenance': 1, 'security_or_secrets': 1, 'ci_pending_or_incomplete': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 16, 'claimed_resolved_unverified': 2, 'self_attested_unverified': 2}\nQuality tiers: {'high_confidence': 6, 'weak_supervision': 4, 'assumption_check': 2}\nCI labels: {'ci_pending_or_incomplete': 2}\nCurriculum targets:\n- Turn human feedback into regression tests and CI gates.\n- Penalize fixes that do not add or exercise verification for affected workflows.\nAssumption checks:\n- Did the fix add tests for the exact complaint?\n- Does CI run those tests, or is verification only implied?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-b319ee8d49ae9470", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/test_ci_gap_after_feedback/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "graph_queries/test_ci_gap_after_feedback", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_test_ci_gap", "level": "error", "message": {"text": "Foundry mined test ci gap after feedback: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 341466, "scanner": "foundry_dataset", "fingerprint": "ced3e999e72addfb01aeb901f120a183e088b300be7abd8e9beb97cd9ca40e27", "category": "testing", "severity": "high", "confidence": 0.78, "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": "Feedback exposes missing tests or CI", "intent": "Hard negatives for feedback/fix chains without adequate guardrails.", "labels": {"security_or_secrets": 1, "security_auth_secret": 1, "ci_pending_or_incomplete": 1, "claimed_resolved_unverified": 3, "issue_or_pull_request_thread": 1, "human_reported_issue_then_fix_attempt": 1, "thread_has_human_issue_and_fix_context": 2}, "source": "graph_query_export", "motif_id": "test_ci_gap_after_feedback", "outcomes": {"claimed_resolved_unverified": 6}, "polarity": "bad", "query_id": "test_ci_gap_after_feedback", "severity": "high", "ci_labels": {"ci_pending_or_incomplete": 2}, "synthetic": false, "edge_count": 13, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "comment_chain_has_ci": 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": 11, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "ci_summary": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#7", "issue_number": "7", "quality_tiers": {"weak_supervision": 3}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-7fe46cad687fddfe", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Feedback exposes missing tests or CI\nQuery id: test_ci_gap_after_feedback\nQuery type: motif_query\nIntent: Hard negatives for feedback/fix chains without adequate guardrails.\nMotif: test_ci_gap_after_feedback\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#7\nEvidence:\nGraph motif: Feedback or fix context exposes missing test/CI guardrails\nMotif id: test_ci_gap_after_feedback\nPolarity: bad\nTraining usage: hard_negative\nSeverity: high\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#7\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#7\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 7\nGraph consistency label: weak_supervision_needs_review\nNodes: 11\nEdges: 13\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'ci_summary': 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, 'comment_chain_has_ci': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'claimed_resolved_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'security_auth_secret': 1, 'human_reported_issue_then_fix_attempt': 1, 'security_or_secrets': 1, 'ci_pending_or_incomplete': 1}\nOutcomes: {'claimed_resolved_unverified': 6}\nQuality tiers: {'weak_supervision': 3}\nCI labels: {'ci_pending_or_incomplete': 2}\nCurriculum targets:\n- Turn human feedback into regression tests and CI gates.\n- Penalize fixes that do not add or exercise verification for affected workflows.\nAssumption checks:\n- Did the fix add tests for the exact complaint?\n- Does CI run those tests, or is verification only implied?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-03d2b0ba8dee85de", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/test_ci_gap_after_feedback/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "graph_queries/test_ci_gap_after_feedback", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_schema_ui_api_gap", "level": "error", "message": {"text": "Foundry mined schema ui api mismatch: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 331135, "scanner": "foundry_dataset", "fingerprint": "7b3e36a044df6390cf7427671545da1be2f6fa573d63e9596af4a543e23ef23f", "category": "quality", "severity": "high", "confidence": 0.76, "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": "Schema, UI, and API mismatch", "intent": "Assumption-check examples for data-path consistency across layers.", "labels": {"keys": ["source_or_other", "ambiguous_needs_more_evidence", "human_feedback_general", "comment_has_related_commit_context", "docs_or_claims", "thread_has_human_issue_and_fix_context", "blueprint_human_gap_alignment", "weak blueprint fit", "issue_or_pull_request_thread", "security_auth_secret", "data_schema_persistence", "dependency_or_build", "human_reported_issue_then_fix_attempt", "generated_provenance", "security_or_secrets", "ci_pending_or_incomplete", "claimed_resolved_unverified", "self_attested_or_generated_fix_unverified", "self_attested_unverified"], "count": 19, "_omitted": "large_dict"}, "source": "graph_query_export", "motif_id": "schema_ui_api_mismatch", "outcomes": {"self_attested_unverified": 2, "claimed_resolved_unverified": 2, "ambiguous_needs_more_evidence": 16}, "polarity": "bad", "query_id": "schema_ui_api_mismatch", "severity": "high", "ci_labels": {"ci_pending_or_incomplete": 2}, "synthetic": false, "edge_count": 201, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 8, "thread_has_comment": 5, "thread_touches_file": 29, "comment_chain_has_ci": 1, "thread_has_pr_review": 3, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 12, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 12, "thread_has_comment_chain": 8, "comment_chain_links_commit": 9, "comment_chain_touches_file": 96, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 8}, "node_count": 68, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 5, "pr_file": 29, "alignment": 2, "pr_review": 3, "ci_summary": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 12, "comment_chain": 8, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#8", "issue_number": "8", "quality_tiers": {"high_confidence": 6, "assumption_check": 2, "weak_supervision": 4}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "assumption_check", "source_motif_id": "graph-pattern-motif-thread-e3aa11d86558c553", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 44, "source_or_other": 264, "dependency_or_build": 11}}, "text": "Graph query export: Schema, UI, and API mismatch\nQuery id: schema_ui_api_mismatch\nQuery type: motif_query\nIntent: Assumption-check examples for data-path consistency across layers.\nMotif: schema_ui_api_mismatch\nTraining usage: assumption_check\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\nEvidence:\nGraph motif: Schema, UI, and API evidence do not line up\nMotif id: schema_ui_api_mismatch\nPolarity: bad\nTraining usage: assumption_check\nSeverity: high\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#8\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 8\nGraph consistency label: supported_by_high_confidence_link\nNodes: 68\nEdges: 201\nNode types: {'pr_file': 29, 'link_quality': 12, 'comment_chain': 8, 'comment': 5, 'pr_review': 3, 'commit': 2, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'ci_summary': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_touches_file': 96, 'thread_touches_file': 29, 'chain_has_link_quality': 12, 'issue_chain_touches_file': 12, 'comment_chain_links_commit': 9, 'thread_has_comment_chain': 8, 'comment_has_chain': 8, 'issue_chain_has_comment_chain': 8, 'thread_has_comment': 5, 'thread_has_pr_review': 3, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, 'repo_has_thread': 1, 'comment_chain_has_ci': 1, 'thread_has_issue_chain': 1}\nLabels: {'source_or_other': 24, 'ambiguous_needs_more_evidence': 8, 'human_feedback_general': 6, 'comment_has_related_commit_context': 6, 'docs_or_claims': 4, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'security_auth_secret': 1, 'data_schema_persistence': 1, 'dependency_or_build': 1, 'human_reported_issue_then_fix_attempt': 1, 'generated_provenance': 1, 'security_or_secrets': 1, 'ci_pending_or_incomplete': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 16, 'claimed_resolved_unverified': 2, 'self_attested_unverified': 2}\nQuality tiers: {'high_confidence': 6, 'weak_supervision': 4, 'assumption_check': 2}\nCI labels: {'ci_pending_or_incomplete': 2}\nCurriculum targets:\n- Create schema-to-API-to-UI consistency tasks with migrations and tests.\n- Teach models to verify persistence, route contracts, and UI state together.\nAssumption checks:\n- Do schema changes have matching API and UI handling?\n- Are migrations and tests present for the data path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-3c1730c3f6d4297c", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/schema_ui_api_mismatch/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "graph_queries/schema_ui_api_mismatch", "training_usage": "assumption_check"}}}, {"ruleId": "foundry_schema_ui_api_gap", "level": "error", "message": {"text": "Foundry mined schema ui api mismatch: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 331134, "scanner": "foundry_dataset", "fingerprint": "6a41be3b6e6b04a5c58ba8208da4e419239629ec529053e60d95a9bb7f7cf83a", "category": "quality", "severity": "high", "confidence": 0.76, "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": "Schema, UI, and API mismatch", "intent": "Assumption-check examples for data-path consistency across layers.", "labels": {"docs_or_claims": 2, "weak blueprint fit": 2, "generated_provenance": 1, "data_schema_persistence": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 2, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "schema_ui_api_mismatch", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "schema_ui_api_mismatch", "severity": "high", "ci_labels": {}, "synthetic": false, "edge_count": 26, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 2, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 5, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 2, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 18, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 2, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 1, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#3", "issue_number": "3", "quality_tiers": {"high_confidence": 3, "assumption_check": 2}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "assumption_check", "source_motif_id": "graph-pattern-motif-thread-95b6e1c728a7c9cd", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 8}}, "text": "Graph query export: Schema, UI, and API mismatch\nQuery id: schema_ui_api_mismatch\nQuery type: motif_query\nIntent: Assumption-check examples for data-path consistency across layers.\nMotif: schema_ui_api_mismatch\nTraining usage: assumption_check\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#3\nEvidence:\nGraph motif: Schema, UI, and API evidence do not line up\nMotif id: schema_ui_api_mismatch\nPolarity: bad\nTraining usage: assumption_check\nSeverity: high\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#3\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#3\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 3\nGraph consistency label: supported_by_high_confidence_link\nNodes: 18\nEdges: 26\nNode types: {'link_quality': 5, 'pr_file': 2, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 5, 'thread_touches_file': 2, 'comment_chain_touches_file': 2, 'issue_chain_touches_file': 2, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, '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, 'docs_or_claims': 2, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'data_schema_persistence': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 2}\nCI labels: {}\nCurriculum targets:\n- Create schema-to-API-to-UI consistency tasks 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Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Schema, UI, and API mismatch", "intent": "Assumption-check examples for data-path consistency across layers.", "labels": {"docs_or_claims": 2, "source_or_other": 2, "weak blueprint fit": 2, "generated_provenance": 1, "data_schema_persistence": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 2, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 1}, "source": "graph_query_export", "motif_id": "schema_ui_api_mismatch", "outcomes": {"self_attested_unverified": 6}, "polarity": "bad", "query_id": "schema_ui_api_mismatch", "severity": "high", "ci_labels": {}, "synthetic": false, "edge_count": 32, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 4, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 5, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 4, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 4, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 20, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 4, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 1, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#10", "issue_number": "10", "quality_tiers": {"high_confidence": 3, "assumption_check": 2}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "assumption_check", "source_motif_id": "graph-pattern-motif-thread-43b4233825087ced", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 8, "source_or_other": 8}}, "text": "Graph query export: Schema, UI, and API mismatch\nQuery id: schema_ui_api_mismatch\nQuery type: motif_query\nIntent: Assumption-check examples for data-path consistency across layers.\nMotif: schema_ui_api_mismatch\nTraining usage: assumption_check\nGraph gold label: supported_by_high_confidence_link\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#10\nEvidence:\nGraph motif: Schema, UI, and API evidence do not line up\nMotif id: schema_ui_api_mismatch\nPolarity: bad\nTraining usage: assumption_check\nSeverity: high\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#10\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#10\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 10\nGraph consistency label: supported_by_high_confidence_link\nNodes: 20\nEdges: 32\nNode types: {'link_quality': 5, 'pr_file': 4, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 5, 'thread_touches_file': 4, 'comment_chain_touches_file': 4, 'issue_chain_touches_file': 4, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, '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, 'docs_or_claims': 2, 'source_or_other': 2, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'data_schema_persistence': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 2}\nCI labels: {}\nCurriculum targets:\n- Create schema-to-API-to-UI consistency tasks with migrations and tests.\n- Teach models to verify persistence, route contracts, and UI state together.\nAssumption checks:\n- Do schema changes have matching API and UI handling?\n- Are migrations and tests present for the data path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-8992795a90cc3fc0", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/schema_ui_api_mismatch/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "graph_queries/schema_ui_api_mismatch", "training_usage": "assumption_check"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 323809, "scanner": "foundry_dataset", "fingerprint": "8012c43c147717accc2dc3407c7bb722a722596ac26ed6a84a1a6021ad669fad", "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": "vessl-ai/vessl-cloud-cookbook#9", "human_labels": ["dependency_or_build", "docs_or_claims", "source_or_other", "test_ci_gap"], "issue_number": "9", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.82, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-14c0e0735402ff7f", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 20, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"docs_or_claims": 4, "source_or_other": 15, "dependency_or_build": 1}, "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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#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_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: vessl-ai/vessl-cloud-cookbook#9\nRepo: vessl-ai/vessl-cloud-cookbook\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: 20\nLabels: {'test_ci_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'source_or_other': 15, 'docs_or_claims': 4, 'dependency_or_build': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-94c767b37f6e79b9\",\n \"kind\": \"pull_request_body\",\n \"label\": \"test_ci_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/vessl-ai/vessl-cloud-cookbook/pull/9\",\n \"text\": \"GitHub feedback: test_ci_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: vessl-ai/vessl-cloud-cookbook\\nAuthor: waynedwkim (User)\\nURL: https://github.com/vessl-ai/vessl-cloud-cookbook/pull/9\\nTitle: Add aqr-finance recipe: point-in-time finance LLM (single-H100 LoRA + 8xH100 full-weight)\\nBody:\\nAdds the aqr-finance recipe \u2014 a point-in-time finance LLM experiment that measures lookahead-bias leakage premium (the R-squared gap between a chronological split and a stock-disjoint GroupKFold split, with a stock-clustered bootstrap CI).\\n\\nTwo arms share one eval contract:\\n- aqr-finance/ \u2014 single-H100 LoRA continued-PT of Qwen3.5-35B-A3B-Base.\\n- aqr-finance/multigpu/ \u2014 8xH100 full-weight FSDP2 continued-PT of the same base.\\n\\nHonest measurement recipe: lookahead bias is real and significant for both arms, but one continued-PT pass does not significantly reduce it. 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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": "vessl-ai/vessl-cloud-cookbook#4", "human_labels": ["docs_or_claims", "source_or_other", "ui_workflow_gap"], "issue_number": "4", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.82, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-83ba67cf7109cac5", "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": {"docs_or_claims": 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: bad_chains\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#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_high_confidence\nChain evidence:\nIssue/PR evidence chain: vessl-ai/vessl-cloud-cookbook#4\nRepo: vessl-ai/vessl-cloud-cookbook\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: 4\nLabels: {'ui_workflow_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'docs_or_claims': 1, 'source_or_other': 3}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-e7c02e8d7cd90ec6\",\n \"kind\": \"pull_request_body\",\n \"label\": \"ui_workflow_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/vessl-ai/vessl-cloud-cookbook/pull/4\",\n \"text\": \"GitHub feedback: ui_workflow_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: vessl-ai/vessl-cloud-cookbook\\nAuthor: waynedwkim (User)\\nURL: https://github.com/vessl-ai/vessl-cloud-cookbook/pull/4\\nTitle: gemma4-finetuning: add 3 evidence images to README\\nBody:\\n## Summary\\n- `saved-adapter.png` after Path A end \u2014 shows `/shared/gemma4-vessl-expert/final/` contents after Run All Cells\\n- `training-loss.png` after Training parameters table \u2014 SFT loss trajectory the listed params produce\\n- `peak-vram.png` after Expected results \u2014 supports the 11.08 GB Peak VRAM benchmark claim\\n\\nEach image sits where the surrounding text sets up the claim, so a reader scanning the page sees the prose, the measured number, and the visual evidence together. 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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": "vessl-ai/vessl-cloud-cookbook#3", "human_labels": ["data_schema_persistence", "docs_or_claims"], "issue_number": "3", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.82, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-47ff6eae1c32136b", "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": {"docs_or_claims": 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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#3\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: vessl-ai/vessl-cloud-cookbook#3\nRepo: vessl-ai/vessl-cloud-cookbook\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: 2\nLabels: {'data_schema_persistence': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'docs_or_claims': 2}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-9473fd01f8b8ddba\",\n \"kind\": \"pull_request_body\",\n \"label\": \"data_schema_persistence\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/vessl-ai/vessl-cloud-cookbook/pull/3\",\n \"text\": \"GitHub feedback: data_schema_persistence\\nPolarity: bad\\nKind: pull_request_body\\nRepo: vessl-ai/vessl-cloud-cookbook\\nAuthor: waynedwkim (User)\\nURL: https://github.com/vessl-ai/vessl-cloud-cookbook/pull/3\\nTitle: Cross-link recipes to VESSL Cloud docs tutorials\\nBody:\\n## Summary\\n- Add a tutorial-walkthrough callout to `autoresearch/README.md` pointing at `docs.vessl.ai/examples/autoresearch`\\n- Add a tutorial-walkthrough callout to `gemma4-finetuning/README.md` pointing at `docs.vessl.ai/examples/fine-tuning-gemma-4`\\n\\nThe tutorials at `docs.vessl.ai/examples/*` are companion walkthroughs to these recipes \u2014 same model, configuration, and storage layout, written prose-first instead of code-first. 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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": "vessl-ai/vessl-cloud-cookbook#12", "human_labels": ["agent_instruction_gap", "docs_or_claims"], "issue_number": "12", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-55bf72dbfb92c92d", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 1, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"docs_or_claims": 1}, "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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#12\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: vessl-ai/vessl-cloud-cookbook#12\nRepo: vessl-ai/vessl-cloud-cookbook\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: 1\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'docs_or_claims': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-478688c0763c39bc\",\n \"kind\": \"pull_request_body\",\n \"label\": \"agent_instruction_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/vessl-ai/vessl-cloud-cookbook/pull/12\",\n \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: vessl-ai/vessl-cloud-cookbook\\nAuthor: waynedwkim (User)\\nURL: https://github.com/vessl-ai/vessl-cloud-cookbook/pull/12\\nTitle: docs: add aqr-finance/multigpu (8\u00d7H100 full-weight) row to catalog\\nBody:\\nFollow-up to #11. 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{'ci_pending_or_incomplete': 2}\nCurriculum targets:\n- Train auth boundary repair with tests, permission matrices, and secret-handling checks.\n- Keep risky auth changes separate from ordinary bug-fix examples.\nAssumption checks:\n- Are auth/permission paths covered by tests?\n- Are secrets, CORS, or access rules verified rather than summarized?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-2c20cabbed89b7db", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/security_auth_guardrail_gaps/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "graph_queries/security_auth_guardrail_gaps", "training_usage": "assumption_check"}}}, {"ruleId": "foundry_auth_guardrail_gap", "level": "error", "message": {"text": "Foundry mined security auth guardrail gaps: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 335236, "scanner": "foundry_dataset", "fingerprint": "6da0e24a44e46b4581e38f344ecce02b1b16a4fadf3f021faaf0567fb66b6651", "category": "auth", "severity": "critical", "confidence": 0.78, "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": "Security/auth changes without enough guardrails", "intent": "Assumption-check security/auth examples requiring stronger tests or CI.", "labels": {"security_or_secrets": 1, "security_auth_secret": 1, "ci_pending_or_incomplete": 1, "claimed_resolved_unverified": 3, "issue_or_pull_request_thread": 1, "human_reported_issue_then_fix_attempt": 1, "thread_has_human_issue_and_fix_context": 2}, "source": "graph_query_export", "motif_id": "security_auth_without_guardrails", "outcomes": {"claimed_resolved_unverified": 6}, "polarity": "bad", "query_id": "security_auth_guardrail_gaps", "severity": "critical", "ci_labels": {"ci_pending_or_incomplete": 2}, "synthetic": false, "edge_count": 13, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "comment_chain_has_ci": 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": 11, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "ci_summary": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#7", "issue_number": "7", "quality_tiers": {"weak_supervision": 3}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "assumption_check", "source_motif_id": "graph-pattern-motif-thread-514f174f9a0d9782", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Security/auth changes without enough guardrails\nQuery id: security_auth_guardrail_gaps\nQuery type: motif_query\nIntent: Assumption-check security/auth examples requiring stronger tests or CI.\nMotif: security_auth_without_guardrails\nTraining usage: assumption_check\nGraph gold label: weak_supervision_needs_review\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#7\nEvidence:\nGraph motif: Security/auth change without enough guardrails\nMotif id: security_auth_without_guardrails\nPolarity: bad\nTraining usage: assumption_check\nSeverity: critical\nRepo: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#7\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#7\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 7\nGraph consistency label: weak_supervision_needs_review\nNodes: 11\nEdges: 13\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'ci_summary': 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, 'comment_chain_has_ci': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'claimed_resolved_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'security_auth_secret': 1, 'human_reported_issue_then_fix_attempt': 1, 'security_or_secrets': 1, 'ci_pending_or_incomplete': 1}\nOutcomes: {'claimed_resolved_unverified': 6}\nQuality tiers: {'weak_supervision': 3}\nCI labels: {'ci_pending_or_incomplete': 2}\nCurriculum targets:\n- Train auth boundary repair with tests, permission matrices, and secret-handling checks.\n- Keep risky auth changes separate from ordinary bug-fix examples.\nAssumption checks:\n- Are auth/permission paths covered by tests?\n- Are secrets, CORS, or access rules verified rather than summarized?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-62d931068ed4b020", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/security_auth_guardrail_gaps/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "source_dataset": "graph_queries/security_auth_guardrail_gaps", "training_usage": "assumption_check"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 327395, "scanner": "foundry_dataset", "fingerprint": "17d9307071c3ec47f0d3b06ec2a89c4f78286218dd9b9162a0287204399aa2b9", "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_ci_gap": 1, "docs_or_claims": 4, "source_or_other": 15, "weak blueprint fit": 2, "dependency_or_build": 1, "generated_provenance": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 2, "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": 64, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 20, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 5, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 12, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 12, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 36, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 20, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 1, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#9", "issue_number": "9", "quality_tiers": {"high_confidence": 3, "assumption_check": 2}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-e94aafb0f69ea1ff", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 16, "source_or_other": 60, "dependency_or_build": 4}}, "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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#9\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#9\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 9\nGraph consistency label: supported_by_high_confidence_link\nNodes: 36\nEdges: 64\nNode types: {'pr_file': 20, 'link_quality': 5, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'thread_touches_file': 20, 'comment_chain_touches_file': 12, 'issue_chain_touches_file': 12, 'chain_has_link_quality': 5, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, '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: {'source_or_other': 15, 'docs_or_claims': 4, 'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'test_ci_gap': 1, 'dependency_or_build': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 2}\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/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-11e32857d51d29ce", "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": "vessl-ai/vessl-cloud-cookbook", "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: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 327394, "scanner": "foundry_dataset", "fingerprint": "ce99ac14413bf019243b197f66d35f159eddf1e3bc335b64489778fe24a13766", "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": {"keys": ["source_or_other", "ambiguous_needs_more_evidence", "human_feedback_general", "comment_has_related_commit_context", "docs_or_claims", "thread_has_human_issue_and_fix_context", "blueprint_human_gap_alignment", "weak blueprint fit", "issue_or_pull_request_thread", "security_auth_secret", "data_schema_persistence", "dependency_or_build", "human_reported_issue_then_fix_attempt", "generated_provenance", "security_or_secrets", "ci_pending_or_incomplete", "claimed_resolved_unverified", "self_attested_or_generated_fix_unverified", "self_attested_unverified"], "count": 19, "_omitted": "large_dict"}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 2, "claimed_resolved_unverified": 2, "ambiguous_needs_more_evidence": 16}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {"ci_pending_or_incomplete": 2}, "synthetic": false, "edge_count": 201, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 8, "thread_has_comment": 5, "thread_touches_file": 29, "comment_chain_has_ci": 1, "thread_has_pr_review": 3, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 12, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 12, "thread_has_comment_chain": 8, "comment_chain_links_commit": 9, "comment_chain_touches_file": 96, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 8}, "node_count": 68, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 5, "pr_file": 29, "alignment": 2, "pr_review": 3, "ci_summary": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 12, "comment_chain": 8, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#8", "issue_number": "8", "quality_tiers": {"high_confidence": 6, "assumption_check": 2, "weak_supervision": 4}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-3d023ac2d4929705", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 44, "source_or_other": 264, "dependency_or_build": 11}}, "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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#8\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#8\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 8\nGraph consistency label: supported_by_high_confidence_link\nNodes: 68\nEdges: 201\nNode types: {'pr_file': 29, 'link_quality': 12, 'comment_chain': 8, 'comment': 5, 'pr_review': 3, 'commit': 2, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'ci_summary': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_touches_file': 96, 'thread_touches_file': 29, 'chain_has_link_quality': 12, 'issue_chain_touches_file': 12, 'comment_chain_links_commit': 9, 'thread_has_comment_chain': 8, 'comment_has_chain': 8, 'issue_chain_has_comment_chain': 8, 'thread_has_comment': 5, 'thread_has_pr_review': 3, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, 'repo_has_thread': 1, 'comment_chain_has_ci': 1, 'thread_has_issue_chain': 1}\nLabels: {'source_or_other': 24, 'ambiguous_needs_more_evidence': 8, 'human_feedback_general': 6, 'comment_has_related_commit_context': 6, 'docs_or_claims': 4, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'security_auth_secret': 1, 'data_schema_persistence': 1, 'dependency_or_build': 1, 'human_reported_issue_then_fix_attempt': 1, 'generated_provenance': 1, 'security_or_secrets': 1, 'ci_pending_or_incomplete': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 16, 'claimed_resolved_unverified': 2, 'self_attested_unverified': 2}\nQuality tiers: {'high_confidence': 6, 'weak_supervision': 4, 'assumption_check': 2}\nCI labels: {'ci_pending_or_incomplete': 2}\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/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-2b0c8a9482ca7d24", "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": "vessl-ai/vessl-cloud-cookbook", "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: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 327393, "scanner": "foundry_dataset", "fingerprint": "0114005eb34fe0eb4e2d5b37e04622d48f0a3068550ba61016efd4da8b356158", "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": {"docs_or_claims": 1, "source_or_other": 3, "ui_workflow_gap": 1, "weak blueprint fit": 2, "generated_provenance": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 2, "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": 32, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 4, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 5, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 4, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 4, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 20, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 4, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 1, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#4", "issue_number": "4", "quality_tiers": {"high_confidence": 3, "assumption_check": 2}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-fd459edcdfafbef8", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 4, "source_or_other": 12}}, "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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#4\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#4\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 4\nGraph consistency label: supported_by_high_confidence_link\nNodes: 20\nEdges: 32\nNode types: {'link_quality': 5, 'pr_file': 4, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 5, 'thread_touches_file': 4, 'comment_chain_touches_file': 4, 'issue_chain_touches_file': 4, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, '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: {'source_or_other': 3, 'self_attested_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'ui_workflow_gap': 1, 'docs_or_claims': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 2}\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/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-51353c9075f0dd88", "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": "vessl-ai/vessl-cloud-cookbook", "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: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 327392, "scanner": "foundry_dataset", "fingerprint": "f96d27595680d46c95019ddc8d666309b19bf9a93c801ced2c714a6fe1cd9b79", "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": {"docs_or_claims": 2, "weak blueprint fit": 2, "generated_provenance": 1, "data_schema_persistence": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 2, "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": 26, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 2, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 5, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 2, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 18, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 2, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 1, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#3", "issue_number": "3", "quality_tiers": {"high_confidence": 3, "assumption_check": 2}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-c3ff72b77a7332c7", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#3\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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#3\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#3\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 3\nGraph consistency label: supported_by_high_confidence_link\nNodes: 18\nEdges: 26\nNode types: {'link_quality': 5, 'pr_file': 2, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 5, 'thread_touches_file': 2, 'comment_chain_touches_file': 2, 'issue_chain_touches_file': 2, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, '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, 'docs_or_claims': 2, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'data_schema_persistence': 1, 'self_attested_or_generated_fix_unverified': 1, 'generated_provenance': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 2}\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/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-60a10c8de12c838a", "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": "vessl-ai/vessl-cloud-cookbook", "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: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 327391, "scanner": "foundry_dataset", "fingerprint": "a5b9cb43aa18aff64ead48ad2446b44e8ebb0d66eef563a0fe68157e5a55f6bf", "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": {"docs_or_claims": 1, "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": 16, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 2, "comment_chain_touches_file": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 12, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 1, "pr_file": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#12", "issue_number": "12", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-53989f1d0f1cc4cd", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 4}}, "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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#12\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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#12\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#12\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 12\nGraph consistency label: supported_by_high_confidence_link\nNodes: 12\nEdges: 16\nNode types: {'link_quality': 3, 'commit': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'pr_file': 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_touches_file': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'comment_chain_touches_file': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'issue_chain_touches_file': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'generated_provenance': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'docs_or_claims': 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/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-d36c3db0e58bf762", "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": "vessl-ai/vessl-cloud-cookbook", "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: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 327390, "scanner": "foundry_dataset", "fingerprint": "12dd92ab4134812a8d25a906e643f0956d7e1017662689ca807fd78bbd68d1ff", "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": {"docs_or_claims": 1, "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": 16, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 2, "comment_chain_touches_file": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 12, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 1, "pr_file": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#11", "issue_number": "11", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-5a0549dac980f8e2", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 4}}, "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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#11\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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#11\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#11\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 11\nGraph consistency label: supported_by_high_confidence_link\nNodes: 12\nEdges: 16\nNode types: {'link_quality': 3, 'commit': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'pr_file': 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_touches_file': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'comment_chain_touches_file': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'issue_chain_touches_file': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'generated_provenance': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'docs_or_claims': 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/vessl-ai/vessl-cloud-cookbook", "source_id": "graph-query-motif_query-8d808c48c3f7928c", "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": "vessl-ai/vessl-cloud-cookbook", "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: vessl-ai/vessl-cloud-cookbook"}, "properties": {"repobilityId": 327389, "scanner": "foundry_dataset", "fingerprint": "a60029c722678b16fc59f3290b3a82a42c31043e915220f7ce19fdc9fdc56373", "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": {"docs_or_claims": 2, "source_or_other": 2, "weak blueprint fit": 2, "generated_provenance": 1, "data_schema_persistence": 1, "self_attested_unverified": 3, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 2, "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": 32, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 4, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 5, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 4, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 4, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 20, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 4, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 1, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "vessl-ai/vessl-cloud-cookbook#10", "issue_number": "10", "quality_tiers": {"high_confidence": 3, "assumption_check": 2}, "repo_full_name": "vessl-ai/vessl-cloud-cookbook", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-63b314ff129cb1dc", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 8, "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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#10\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: vessl-ai/vessl-cloud-cookbook\nThread: vessl-ai/vessl-cloud-cookbook#10\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: vessl-ai/vessl-cloud-cookbook#10\nRepo: vessl-ai/vessl-cloud-cookbook\nIssue/PR number: 10\nGraph consistency label: supported_by_high_confidence_link\nNodes: 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