{"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: mj94ai/label-studio-custom", "shortDescription": {"text": "Foundry mined unresolved feedback: mj94ai/label-studio-custom"}, "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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#35\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#35\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#35\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 35\nGraph consistency label: needs_more_evidence\nNodes: 9\nEdges: 11\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_o"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_assumption_check", "name": "Foundry mined assumption checks: mj94ai/label-studio-custom", "shortDescription": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "fullDescription": {"text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#93\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#93\nRepo: mj94ai/label-studio-custom\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-be0e2cb1c3e0b8d7\",\n \"kind\": \"issue_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/mj94ai/label-studi"}, "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: mj94ai/label-studio-custom", "shortDescription": {"text": "Foundry mined test ci gap after feedback: mj94ai/label-studio-custom"}, "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: weak_supervision_needs_review\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#213\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#213\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#213\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 213\nGraph consistency label: weak_supervision_needs_review\nNodes: 15\nEdges: 23\nNode types: {'pr_file': 3, 'link_quality': 3, 'commit': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'c"}, "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: mj94ai/label-studio-custom", "shortDescription": {"text": "Foundry mined schema ui api mismatch: mj94ai/label-studio-custom"}, "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: needs_more_evidence\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#35\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#35\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#35\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 35\nGraph consistency label: needs_more_evidence\nNodes: 9\nEdges: 11\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality':"}, "properties": {"scanner": "foundry_dataset", "category": "quality", "severity": "high", "confidence": 0.76, "cwe": "", "owasp": ""}}, {"id": "foundry_docs_only_fix", "name": "Foundry mined docs only runtime fix: mj94ai/label-studio-custom", "shortDescription": {"text": "Foundry mined docs only runtime fix: mj94ai/label-studio-custom"}, "fullDescription": {"text": "Graph query export: Docs-only response to runtime or integration issue\nQuery id: docs_only_runtime_fix\nQuery type: motif_query\nIntent: Assumption-check examples where docs or claims are not enough proof.\nMotif: docs_only_runtime_fix\nTraining usage: assumption_check\nGraph gold label: weak_supervision_needs_review\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#195\nEvidence:\nGraph motif: Runtime/integration complaint answered mostly with docs or claims\nMotif id: docs_only_runtime_fix\nPolarity: bad\nTraining usage: assumption_check\nSeverity: high\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#195\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#195\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 195\nGraph consistency label: weak_supervision_needs_review\nNodes: 15\nEdges: 19\nNode types: {'commit': 5, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'pr"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "high", "confidence": 0.8, "cwe": "", "owasp": ""}}, {"id": "foundry_bad_chain", "name": "Foundry mined bad chains: mj94ai/label-studio-custom", "shortDescription": {"text": "Foundry mined bad chains: mj94ai/label-studio-custom"}, "fullDescription": {"text": "Comment chain pattern product: bad_chains\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#35\nOutcome: not_resolved_or_not_observed\nThread label: thread_has_human_issue_without_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_unresolved, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#35\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_without_fix_context\nOutcome: not_resolved_or_not_observed\nComment count: 1\nLinked commit count: 0\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'data_schema_persistence': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-95114a8a4acc5d94\",\n \"kind\": \"issue_comment\",\n \"label\": \"data_schema_persistence\",\n \"polarity\": \"bad\",\n \"url"}, "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: mj94ai/label-studio-custom", "shortDescription": {"text": "Foundry mined security auth guardrail gaps: mj94ai/label-studio-custom"}, "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_verification_signal\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#202\nEvidence:\nGraph motif: Security/auth change without enough guardrails\nMotif id: security_auth_without_guardrails\nPolarity: bad\nTraining usage: assumption_check\nSeverity: critical\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#202\nGraph gold label: supported_by_verification_signal\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#202\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 202\nGraph consistency label: supported_by_verification_signal\nNodes: 14\nEdges: 22\nNode types: {'pr_file': 3, 'link_quality': 3, 'commit': 2, 'thr"}, "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: mj94ai/label-studio-custom", "shortDescription": {"text": "Foundry mined mock as real or placeholder: mj94ai/label-studio-custom"}, "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_verification_signal\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#172\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#172\nGraph gold label: supported_by_verification_signal\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#172\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 172\nGraph consistency label: supported_by_verification_signal\nNodes: 12\nEdges: 14\nNode types: {'commit': 3, 'link_quality': 3"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "critical", "confidence": 0.82, "cwe": "", "owasp": ""}}, {"id": "scanner-dcdae2d3dc5ddf41", "name": "Possibly dead Python function: do_OPTIONS", "shortDescription": {"text": "Possibly dead Python function: do_OPTIONS"}, "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-506be2b95088f5d3", "name": "git log failed \u2014 history analysis incomplete", "shortDescription": {"text": "git log failed \u2014 history analysis incomplete"}, "fullDescription": {"text": "fatal: not a git repository (or any parent up to mount point /data)\nStopping at filesystem boundary (GIT_DISCOVERY_ACROSS_FILESYSTEM not set)."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-93e02e0d67c8f3e8", "name": "Docker base image is tag-pinned but not digest-pinned: node:22-slim", "shortDescription": {"text": "Docker base image is tag-pinned but not digest-pinned: node:22-slim"}, "fullDescription": {"text": "Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter."}, "properties": {"scanner": "scanner-primary", "layer": "hardware", "severity": "low", "confidence": 1.0}}, {"id": "scanner-de3c1f217d72a063", "name": "Docker base image is tag-pinned but not digest-pinned: python:3.12-slim", "shortDescription": {"text": "Docker base image is tag-pinned but not digest-pinned: python:3.12-slim"}, "fullDescription": {"text": "Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter."}, "properties": {"scanner": "scanner-primary", "layer": "hardware", "severity": "low", "confidence": 1.0}}, {"id": "scanner-aa5acaa49eb8315b", "name": "Containers defined but no K8s/orchestration manifest found", "shortDescription": {"text": "Containers defined but no K8s/orchestration manifest found"}, "fullDescription": {"text": "Repo has Dockerfiles/compose but no Kubernetes/Nomad manifests. If the target deployment is K8s, the manifests may live in a separate ops repo."}, "properties": {"scanner": "scanner-primary", "layer": "hardware", "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-d9dfef924abd5a11", "name": "Insecure pattern 'cors_wildcard' in cors_server.py:8", "shortDescription": {"text": "Insecure pattern 'cors_wildcard' in cors_server.py:8"}, "fullDescription": {"text": "Found a known-risky pattern (cors_wildcard). Review and replace if possible."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "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-01f96f71d9907a8c", "name": "README lacks setup or run instructions", "shortDescription": {"text": "README lacks setup or run instructions"}, "fullDescription": {"text": "A README exists, but it does not contain common install/setup/run markers. This matches a frequent generated-code pattern: UI is present, operational handoff is thin."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3ab5d313dda8e5f9", "name": "Debug logging residue appears in source files", "shortDescription": {"text": "Debug logging residue appears in source files"}, "fullDescription": {"text": "Found 40 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, operator-readme. 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-749d4bc1bd66df5f", "name": "Agent instructions exist but release-hardening basics are missing", "shortDescription": {"text": "Agent instructions exist but release-hardening basics are missing"}, "fullDescription": {"text": "AI-coder instruction files were found, but the repo is missing ci, operator-readme. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/14996"}, "properties": {"repository": "mj94ai/label-studio-custom", "repoUrl": "https://github.com/mj94ai/label-studio-custom", "branch": "main"}, "results": [{"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 465906, "scanner": "foundry_dataset", "fingerprint": "4178d25ffa088bbdf1dbfc17264e55db5725f69ca71e68a9a6078afcdc08965c", "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": {"data_schema_persistence": 1, "issue_or_pull_request_thread": 1, "not_resolved_or_not_observed": 3, "human_reported_issue_no_linked_fix": 1, "thread_has_human_issue_without_fix_context": 2}, "source": "graph_query_export", "motif_id": "unlinked_feedback_needs_evidence", "outcomes": {"not_resolved_or_not_observed": 6}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 11, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 9, "node_types": {"repo": 1, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#35", "issue_number": "35", "quality_tiers": {"unresolved": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-eff71f351d98ab4b", "graph_gold_label": "needs_more_evidence", "changed_file_labels": {}}, "text": "Graph query export: Human feedback without linked fix evidence\nQuery id: unresolved_feedback\nQuery type: motif_query\nIntent: Negative/unresolved examples that should not be hallucinated into fixes.\nMotif: unlinked_feedback_needs_evidence\nTraining usage: negative_or_unresolved\nGraph gold label: needs_more_evidence\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#35\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#35\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#35\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 35\nGraph consistency label: needs_more_evidence\nNodes: 9\nEdges: 11\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'not_resolved_or_not_observed': 3, 'thread_has_human_issue_without_fix_context': 2, 'issue_or_pull_request_thread': 1, 'data_schema_persistence': 1, 'human_reported_issue_no_linked_fix': 1}\nOutcomes: {'not_resolved_or_not_observed': 6}\nQuality tiers: {'unresolved': 3}\nCI labels: {}\nCurriculum targets:\n- Teach models to preserve unresolved human feedback instead of hallucinating fixes.\n- Build issue-to-regression examples where no accepted fix exists yet.\nAssumption checks:\n- Can a commit be linked by issue number, SHA, changed path, or time window?\n- If no link exists, is this explicitly labelled unresolved?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-a59a233279d4b66f", "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": "mj94ai/label-studio-custom", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 465905, "scanner": "foundry_dataset", "fingerprint": "82d35bfb34db6471a5c685849a6721dd0c4b96fa920dbc44c137bcf4d02cc899", "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": 1, "source_or_other": 2, "verification_or_tests": 3, "human_feedback_general": 1, "data_schema_persistence": 1, "unlinked_human_feedback": 1, "ci_pending_or_incomplete": 1, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 4, "comment_has_related_commit_context": 1, "thread_has_human_issue_and_fix_context": 2}, "source": "graph_query_export", "motif_id": "unlinked_feedback_needs_evidence", "outcomes": {"ambiguous_needs_more_evidence": 8}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {"ci_pending_or_incomplete": 2}, "synthetic": false, "edge_count": 32, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 3, "comment_chain_has_ci": 1, "chain_has_link_quality": 4, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 2, "comment_chain_links_commit": 3, "comment_chain_touches_file": 6, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 19, "node_types": {"repo": 1, "commit": 3, "thread": 1, "comment": 2, "pr_file": 3, "ci_summary": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 4, "comment_chain": 2}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#210", "issue_number": "210", "quality_tiers": {"unresolved": 1, "weak_supervision": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-c603b8479bc0abc9", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {"docs_or_claims": 5, "source_or_other": 10}}, "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: weak_supervision_needs_review\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#210\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#210\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#210\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 210\nGraph consistency label: weak_supervision_needs_review\nNodes: 19\nEdges: 32\nNode types: {'link_quality': 4, 'pr_file': 3, 'commit': 3, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'ci_summary': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_touches_file': 6, 'chain_has_link_quality': 4, 'thread_touches_file': 3, 'comment_chain_links_commit': 3, 'issue_chain_touches_file': 3, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'issue_chain_has_comment_chain': 2, 'repo_has_thread': 1, 'comment_chain_has_ci': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'ambiguous_needs_more_evidence': 4, 'verification_or_tests': 3, 'source_or_other': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'data_schema_persistence': 1, 'human_feedback_general': 1, 'docs_or_claims': 1, 'comment_has_related_commit_context': 1, 'ci_pending_or_incomplete': 1, 'unlinked_human_feedback': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 8}\nQuality tiers: {'weak_supervision': 3, 'unresolved': 1}\nCI labels: {'ci_pending_or_incomplete': 2}\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/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-401f3ab3d1909e75", "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": "mj94ai/label-studio-custom", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 465904, "scanner": "foundry_dataset", "fingerprint": "c9c2d0cb322e366ffd7f519fb212e132fba60399d11d475cb39530bc0ff1fcac", "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": {"test_or_ci": 1, "docs_or_claims": 1, "schema_or_data": 1, "verification_or_tests": 3, "human_feedback_general": 1, "data_schema_persistence": 1, "unlinked_human_feedback": 1, "ci_pending_or_incomplete": 1, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 4, "comment_has_related_commit_context": 1, "thread_has_human_issue_and_fix_context": 2}, "source": "graph_query_export", "motif_id": "unlinked_feedback_needs_evidence", "outcomes": {"ambiguous_needs_more_evidence": 8}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {"ci_pending_or_incomplete": 2}, "synthetic": false, "edge_count": 32, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 3, "comment_chain_has_ci": 1, "chain_has_link_quality": 4, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 2, "comment_chain_links_commit": 3, "comment_chain_touches_file": 6, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 19, "node_types": {"repo": 1, "commit": 3, "thread": 1, "comment": 2, "pr_file": 3, "ci_summary": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 4, "comment_chain": 2}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#209", "issue_number": "209", "quality_tiers": {"unresolved": 1, "weak_supervision": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-d07fa1a0c4cb65fb", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {"test_or_ci": 5, "docs_or_claims": 5, "schema_or_data": 5}}, "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: weak_supervision_needs_review\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#209\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#209\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#209\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 209\nGraph consistency label: weak_supervision_needs_review\nNodes: 19\nEdges: 32\nNode types: {'link_quality': 4, 'pr_file': 3, 'commit': 3, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'ci_summary': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_touches_file': 6, 'chain_has_link_quality': 4, 'thread_touches_file': 3, 'comment_chain_links_commit': 3, 'issue_chain_touches_file': 3, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'issue_chain_has_comment_chain': 2, 'repo_has_thread': 1, 'comment_chain_has_ci': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'ambiguous_needs_more_evidence': 4, 'verification_or_tests': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'data_schema_persistence': 1, 'human_feedback_general': 1, 'docs_or_claims': 1, 'schema_or_data': 1, 'test_or_ci': 1, 'comment_has_related_commit_context': 1, 'ci_pending_or_incomplete': 1, 'unlinked_human_feedback': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 8}\nQuality tiers: {'weak_supervision': 3, 'unresolved': 1}\nCI labels: {'ci_pending_or_incomplete': 2}\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/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-583e8432bbdb84ff", "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": "mj94ai/label-studio-custom", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 465903, "scanner": "foundry_dataset", "fingerprint": "6966ee247c55610e1e4776f709d9cdeac550b5f1146cb0df93b40f621d4eefa7", "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": {"test_or_ci": 1, "api_or_backend": 1, "runtime_failure": 1, "source_or_other": 2, "verification_or_tests": 3, "human_feedback_general": 1, "unlinked_human_feedback": 1, "ci_pending_or_incomplete": 1, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 4, "comment_has_related_commit_context": 1, "thread_has_human_issue_and_fix_context": 2}, "source": "graph_query_export", "motif_id": "unlinked_feedback_needs_evidence", "outcomes": {"ambiguous_needs_more_evidence": 8}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {"ci_pending_or_incomplete": 2}, "synthetic": false, "edge_count": 36, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 4, "comment_chain_has_ci": 1, "chain_has_link_quality": 4, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 4, "thread_has_comment_chain": 2, "comment_chain_links_commit": 3, "comment_chain_touches_file": 8, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 20, "node_types": {"repo": 1, "commit": 3, "thread": 1, "comment": 2, "pr_file": 4, "ci_summary": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 4, "comment_chain": 2}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#208", "issue_number": "208", "quality_tiers": {"unresolved": 1, "weak_supervision": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-fd1b8e7b51a4a5fe", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {"test_or_ci": 5, "api_or_backend": 5, "source_or_other": 10}}, "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: weak_supervision_needs_review\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#208\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#208\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#208\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 208\nGraph consistency label: weak_supervision_needs_review\nNodes: 20\nEdges: 36\nNode types: {'pr_file': 4, 'link_quality': 4, 'commit': 3, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'ci_summary': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_touches_file': 8, 'thread_touches_file': 4, 'chain_has_link_quality': 4, 'issue_chain_touches_file': 4, 'comment_chain_links_commit': 3, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'issue_chain_has_comment_chain': 2, 'repo_has_thread': 1, 'comment_chain_has_ci': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'ambiguous_needs_more_evidence': 4, 'verification_or_tests': 3, 'source_or_other': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'runtime_failure': 1, 'human_feedback_general': 1, 'api_or_backend': 1, 'test_or_ci': 1, 'comment_has_related_commit_context': 1, 'ci_pending_or_incomplete': 1, 'unlinked_human_feedback': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 8}\nQuality tiers: {'weak_supervision': 3, 'unresolved': 1}\nCI labels: {'ci_pending_or_incomplete': 2}\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/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-107e4baf07954c5d", "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": "mj94ai/label-studio-custom", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 465902, "scanner": "foundry_dataset", "fingerprint": "1dc579ba4fe6bcf7c498265724859f27025b2589195817a5f9ec527d47755358", "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": {"test_or_ci": 1, "api_or_backend": 1, "ui_or_frontend": 1, "verification_or_tests": 3, "human_feedback_general": 1, "data_schema_persistence": 1, "unlinked_human_feedback": 1, "ci_pending_or_incomplete": 1, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 4, "comment_has_related_commit_context": 1, "thread_has_human_issue_and_fix_context": 2}, "source": "graph_query_export", "motif_id": "unlinked_feedback_needs_evidence", "outcomes": {"ambiguous_needs_more_evidence": 8}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {"ci_pending_or_incomplete": 2}, "synthetic": false, "edge_count": 32, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 3, "comment_chain_has_ci": 1, "chain_has_link_quality": 4, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 2, "comment_chain_links_commit": 3, "comment_chain_touches_file": 6, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 19, "node_types": {"repo": 1, "commit": 3, "thread": 1, "comment": 2, "pr_file": 3, "ci_summary": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 4, "comment_chain": 2}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#207", "issue_number": "207", "quality_tiers": {"unresolved": 1, "weak_supervision": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-c59bac0991e6c4ad", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {"test_or_ci": 5, "api_or_backend": 5, "ui_or_frontend": 5}}, "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: weak_supervision_needs_review\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#207\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#207\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#207\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 207\nGraph consistency label: weak_supervision_needs_review\nNodes: 19\nEdges: 32\nNode types: {'link_quality': 4, 'pr_file': 3, 'commit': 3, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'ci_summary': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_touches_file': 6, 'chain_has_link_quality': 4, 'thread_touches_file': 3, 'comment_chain_links_commit': 3, 'issue_chain_touches_file': 3, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'issue_chain_has_comment_chain': 2, 'repo_has_thread': 1, 'comment_chain_has_ci': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'ambiguous_needs_more_evidence': 4, 'verification_or_tests': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'data_schema_persistence': 1, 'human_feedback_general': 1, 'api_or_backend': 1, 'test_or_ci': 1, 'ui_or_frontend': 1, 'comment_has_related_commit_context': 1, 'ci_pending_or_incomplete': 1, 'unlinked_human_feedback': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 8}\nQuality tiers: {'weak_supervision': 3, 'unresolved': 1}\nCI labels: {'ci_pending_or_incomplete': 2}\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/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-446afb3ecae212c3", "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": "mj94ai/label-studio-custom", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438187, "scanner": "foundry_dataset", "fingerprint": "0ca824d4b9386fa83d577fff90314c10932a29193b5327d973e5e428a36ff66c", "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": "mj94ai/label-studio-custom#93", "human_labels": ["human_feedback_general"], "issue_number": "93", "thread_label": "thread_needs_classification", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.67, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-0b6c2852abfd8086", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#93\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#93\nRepo: mj94ai/label-studio-custom\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-be0e2cb1c3e0b8d7\",\n \"kind\": \"issue_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/93#issuecomment-4306610360\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/93#issuecomment-4306610360\\nTitle: \\nBody:\\nClosing as not currently needed.\\n\\n**Reason**: P3 priority, no measurement attached. The PR's own caveat \u2014 *\\\"On smaller projects the difference may be inside query-planner noise\\\"* \u2014 applies to the Citi reviewer setup (small teams per LOB, well under the 50-annotator threshold). Shipping would add another index to a table already flagged for redundant-index bloat (see project's billion-scale blocker notes), without verified payoff.\\n\\n**Re-open if**: an annotator complains about analytics review-timing latency, OR an `EXPLAIN ANALYZE` on Brands AIVA Main Menu (or any project with 50+ annotators) shows a meaningful improvement on the `api_analytics.py:573` query.\\n\\nThe branch `perf/annotator-stats-partial-index` is left intact in case we want to revisit.\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-4abaa0a2bc27bfd3\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"ci\": 1, \"docs\": 3, \"schemas\": 1, \"tests\": 3}\nHelicopter views: {\"graphs\": 2, \"schemas\": 2}\nBundle labels: {\"source_backed_fake_real_verifi\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-f825478ea6283b61", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438186, "scanner": "foundry_dataset", "fingerprint": "3605f7959a927878c48996e4962b9e9e01a764c16ad41213030322fbb60f0179", "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": "mj94ai/label-studio-custom#9", "human_labels": ["api_integration_gap", "ui_workflow_gap"], "issue_number": "9", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.67, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-6d41b310437ebe8a", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 15, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#9\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#9\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 3\nLinked commit count: 15\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'api_integration_gap': 2, 'ui_workflow_gap': 1}\nPolarities: {'bad': 3}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-ae4e1f526a10361c\",\n \"kind\": \"review_comment\",\n \"label\": \"api_integration_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/9#discussion_r2927240318\",\n \"text\": \"GitHub feedback: api_integration_gap\\nPolarity: bad\\nKind: review_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: cursor[bot] (Bot)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/9#discussion_r2927240318\\nTitle: \\nBody:\\n### Missing permission checks on bulk update endpoint\\n\\n**High Severity**\\n\\n\\n`GroupBulkUpdateAPI` lacks both a `permission_required` attribute and a `self.check_object_permissions(request, project)` call. Every other API view in this file (e.g., `TaskGroupByAPI`, `TaskCalendarAPI`, `ColumnDistinctValuesAPI`, `TaskListAPI`) has `permission_required` set and calls `check_object_permissions`. Without these, any authenticated user can modify task data in any project by supplying an arbitrary `project` ID.\\n\\n\\n\\n\\n\\n
\\nWhen `selected.all` is true (user clicke\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-ea925a00010f811c", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438185, "scanner": "foundry_dataset", "fingerprint": "39b6a0277a4f61c3102764ae72cac4607e9e102d05acd745e66589c9e4467011", "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": "mj94ai/label-studio-custom#88", "human_labels": ["runtime_failure"], "issue_number": "88", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-cc76b8f99deea441", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#88\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#88\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'runtime_failure': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-27cf1b746816e74a\",\n \"kind\": \"issue_comment\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/88#issuecomment-4306440778\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/88#issuecomment-4306440778\\nTitle: \\nBody:\\nSuperseded by #96 \u2014 that PR ports the same `cache_get_or_compute` implementation inline (per #96's PR body: \\\"singleflight ported from `perf/cache-stampede-lock`\\\"). Closing to avoid duplicate cache_utils.py changes / merge conflict.\\n\\nNote: this PR's dedicated `test_cache_stampede.py` (6 tests covering concurrent stampede, winner-crash fallback, lock release, invalidation interaction) is **not** carried over by #96. Re-port if singleflight test coverage is needed.\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-33d39bfc1ab298b8\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"ci\": 1, \"docs\": 3, \"schemas\": 1, \"tests\": 3}\nHelicopter views: {\"graphs\": 2, \"schemas\": 2}\nBundle labels: {\"source_backed_fake_real_verification_bundle\": 1}\nCo-occurrence labels: {\"fake_real_data_plus_verification_gap\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-0d2740411b1f85fa", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438184, "scanner": "foundry_dataset", "fingerprint": "59f162f330f1855e65ee9ef094dd41e5bdd370af6833dc8381f9cd5fe3ed65cb", "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": "mj94ai/label-studio-custom#80", "human_labels": ["human_feedback_general"], "issue_number": "80", "thread_label": "thread_needs_classification", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.67, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-c2aa8f3a86e5a13b", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#80\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#80\nRepo: mj94ai/label-studio-custom\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-939a0d56f3157b4e\",\n \"kind\": \"issue_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/80#issuecomment-4282951500\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/80#issuecomment-4282951500\\nTitle: \\nBody:\\nSuperseded by #79, which now contains both the frontend (tab.js) and backend (serializers.py) halves of the exploration-extras feature as a single cohesive change. The backend commit (1e753a8) was cherry-picked onto #79's branch \u2014 same code, same tests, just bundled with the frontend half it depends on.\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-9382d04d7f95721a\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"ci\": 1, \"docs\": 3, \"schemas\": 1, \"tests\": 3}\nHelicopter views: {\"graphs\": 2, \"schemas\": 2}\nBundle labels: {\"source_backed_fake_real_verification_bundle\": 1}\nCo-occurrence labels: {\"fake_real_data_plus_verification_gap\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-c3394b78e342a98d", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438183, "scanner": "foundry_dataset", "fingerprint": "dab01c04980b9f42d34ac20d018f55654fe5fe62633826d946288f1206a2024a", "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": "mj94ai/label-studio-custom#8", "human_labels": ["api_integration_gap", "human_feedback_general"], "issue_number": "8", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.67, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-c1e69c60a0458eb7", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 15, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#8\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#8\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 3\nLinked commit count: 15\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'api_integration_gap': 2, 'human_feedback_general': 1}\nPolarities: {'bad': 2, 'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-ac324f6457e95fdf\",\n \"kind\": \"review_comment\",\n \"label\": \"api_integration_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/8#discussion_r2925560774\",\n \"text\": \"GitHub feedback: api_integration_gap\\nPolarity: bad\\nKind: review_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: cursor[bot] (Bot)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/8#discussion_r2925560774\\nTitle: \\nBody:\\n### Missing authorization allows cross-project bulk task updates\\n\\n**High Severity**\\n\\n\\n`GroupBulkUpdateAPI` is missing both the `permission_required` class attribute and a `check_object_permissions(request, project)` call. Every other API class in this file (e.g., `TaskGroupByAPI`, `TaskCalendarAPI`, `TaskListAPI`) declares `permission_required = ViewClassPermission(...)` and calls `self.check_object_permissions(request, project)` after looking up the project. Without these, the default `HasObjectPermission` is never triggered, so any authenticated user can bulk-update tasks in any project by supplying an arbitrary `project` id.\\n\\n\\n\\n\\n\\n
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The list stamped both\\n`projects.0034_*` migrations but omitted their dependency\\n`projects.0033_projects_soft_delete_indexes_async`, so `check_consistent_history` rejected\\nthe schema. A follow-up audit found the same class of gap had also dropped a second index.\\n\\n## Changes\\n**1. Stamp `projects.0033` and reproduce its indexes.**\\nAdd `0033` to the marker list and reproduce its three soft-delete indexes\\n(`project_org_del\"\n }\n]\nChanged files:\n[\n {\n \"id\": \"github-pr-file-file-d95a0e2f19166fea\",\n \"filename\": \"helm-lab/files/init_schema.py\",\n \"label\": \"schema_or_data\",\n \"status\": \"modified\",\n \"additions\": 7,\n \"deletions\": 0,\n \"changes\": 7,\n \"blob_url\": \"https://github.com/mj94ai/label-studio-custom/blob/9cef3fa3ba8be3ce7e98902507f577fba120c935/helm-lab%2Ffiles%2Finit_schema.py\"\n },\n {\n \"id\": \"github-pr-file-file-3fbc98a5be0279c6\",\n \"filename\": \"label_studio/data_manager/tests/test_init_container_drift.py\",\n \"label\": \"test_or_ci\",\n \"status\": \"modified\",\n \"addition\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-b2399e6f4aa5886d", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438179, "scanner": "foundry_dataset", "fingerprint": "0eca708954f4b1acbd38995fa799449ab9288e08556d1aeb96dba09e72d95a6c", "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": "mj94ai/label-studio-custom#212", "human_labels": ["runtime_failure", "source_or_other"], "issue_number": "212", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-8bbf22b7e129f4e4", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 6, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"source_or_other": 6}, "linked_commit_count": 2, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 1, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#212\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#212\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 2\nLinked CI commit count: 1\nLinked CI labels: {'ci_pending_or_incomplete': 1}\nChanged file count: 6\nLabels: {'runtime_failure': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'source_or_other': 6}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-a5ae6e04c20742b1\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/212\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/212\\nTitle: prefect ingest: fail on transient total/over-tolerance data loss; preserve poll error type\\nBody:\\n## Why\\n\\nReproducing the Prefect \u2192 Label Studio **connect timeout** end-to-end (through the Caddy reverse proxy and through the real `ingest()` flow) exposed two flaws in the ingest flow client where a connect-timeout outage could silently lose data and be misreported.\\n\\n## What\\n\\n**1. `poll_import_status` mislabeled connect failures.** It caught any `httpx` transport error during polling and re-raised it as `ReadTimeout`, so a connect failure showed up as a read timeout in `error_types` and metrics. Now it preserves the real exception type (`ConnectError`/`ConnectTimeout`/\u2026) and logs it. Still transient, still routed to reconcile. The 404 / 5xx / deadline paths intentionally keep synthesizing `ReadTimeout`.\\n\\n**2. Green `Completed` on silent data loss.** `ingest()` returned `Completed` unless there were non-transient failures. Connect timeouts are (correctly) transient, so a run where **every batch t\"\n }\n]\nChanged files:\n[\n {\n \"id\": \"github-pr-file-file-350e23caa3f837ed\",\n \"filename\": \"tools/local-repro/caddy-standalone/dns_stub.py\",\n \"label\": \"source_or_other\",\n \"status\": \"modified\",\n \"additions\": 2,\n \"deletions\": 1,\n \"changes\": 3,\n \"blob_url\": \"https://github.com/mj94ai/label-studio-custom/blob/1def6b5f6e42428dc5240e1557f44bfe4373faca/tools%2Flocal-repro%2Fcaddy-standalone%2Fdns_stub.py\"\n },\n {\n \"id\": \"github-pr-file-file-effef913ee1ff48b\",\n \"filename\": \"tools/local-repro/prefect_fix/main.py\",\n \"label\": \"source_or_other\",\n \"status\": \"modified\",\n \"additions\": 52,\n \"deletions\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-52629b78934f1a26", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438178, "scanner": "foundry_dataset", "fingerprint": "1d07bcfe3528ea4ad9610d0a0ea23e7836b7132fe19c04e85bbc8a2a2a7bcb42", "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": "mj94ai/label-studio-custom#211", "human_labels": ["api_or_backend", "data_schema_persistence", "deployment_env_gap", "docs_or_claims", "schema_or_data", "source_or_other", "test_or_ci", "ui_or_frontend"], "issue_number": "211", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-9498535eda19cd1c", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 100, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"test_or_ci": 42, "api_or_backend": 4, "docs_or_claims": 4, "schema_or_data": 9, "ui_or_frontend": 8, "source_or_other": 33}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 1, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#211\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#211\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 2\nLinked commit count: 5\nLinked CI commit count: 1\nLinked CI labels: {'ci_pending_or_incomplete': 1}\nChanged file count: 100\nLabels: {'data_schema_persistence': 1, 'deployment_env_gap': 1}\nPolarities: {'bad': 2}\nChanged file labels: {'docs_or_claims': 4, 'source_or_other': 33, 'schema_or_data': 9, 'test_or_ci': 42, 'api_or_backend': 4, 'ui_or_frontend': 8}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-330bf58140650515\",\n \"kind\": \"pull_request_body\",\n \"label\": \"data_schema_persistence\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/211\",\n \"text\": \"GitHub feedback: data_schema_persistence\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/211\\nTitle: perf: p99 for DM + analytics \u2014 phases 0-5 of the serving-ladder roadmap\\nBody:\\n## What\\n\\nThe complete p99 roadmap for multi-million-task projects: every Data Manager and analytics surface now loads through the serving ladder \u2014 **exact-fast \u2192 SWR snapshot (stale + as_of) \u2192 estimate (~N) \u2192 async 202 \u2192 degraded-200 \u2014 and no read path can 5xx on a slow query**. 21 commits, each independently revertible behind its own kill switch. Full record: `docs/performance/p99-implementation.md`.\\n\\n### Phase 0 \u2014 backstops, ladder, measurement, observability\\nCalendar-scan bound; task-list degraded-200 with one shared 25s DB budget per request; timeout-ladder runbook + `locked_ddl()`; `p99_measurements` command + cold-cache load-test method; `dm_surface_request_seconds{surface, mechanism}` histograms + degradation counters (a cache\u2192live mechanism shift is the planner-regression early warning).\\n\\n### Phase 1 \u2014 the SubPlan kills\\ndm_status filter inverted into a GSC-first semi-join (the 90\u2013270s/504 class; sema\"\n },\n {\n \"id\": \"github-feedback-comment-27ce0a611c590b7a\",\n \"kind\": \"issue_comment\",\n \"label\": \"deployment_env_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/211#issuecomment-4696875919\",\n \"text\": \"GitHub feedback: deployment_env_gap\\nPolarity: bad\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/211#issuecomment-4696875919\\nTitle: \\nBody:\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-a5d21ab2a9ef2935", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438177, "scanner": "foundry_dataset", "fingerprint": "20f97ec3496ab63e93c071e3bdd0fb4b9b1a62c4d340edb7e3e25bb12ac6cf9d", "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": "mj94ai/label-studio-custom#210", "human_labels": ["data_schema_persistence", "docs_or_claims", "human_feedback_general", "source_or_other"], "issue_number": "210", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.67, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-d331a461965625bf", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"docs_or_claims": 1, "source_or_other": 2}, "linked_commit_count": 3, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision", "high_risk_human_feedback_label"], "linked_ci_commit_count": 1, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#210\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#210\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 2\nLinked commit count: 3\nLinked CI commit count: 1\nLinked CI labels: {'ci_pending_or_incomplete': 1}\nChanged file count: 3\nLabels: {'data_schema_persistence': 1, 'human_feedback_general': 1}\nPolarities: {'bad': 1, 'neutral': 1}\nChanged file labels: {'docs_or_claims': 1, 'source_or_other': 2}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-4e5066bfa13ffff3\",\n \"kind\": \"pull_request_body\",\n \"label\": \"data_schema_persistence\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/210\",\n \"text\": \"GitHub feedback: data_schema_persistence\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/210\\nTitle: data_manager: read-only p99 measurement command + load-test method doc\\nBody:\\n## What\\n\\nThe measurement layer that gates the p99 roadmap's later phases \u2014 every latency claim should be checked against these numbers on real data before being promised.\\n\\n**`manage.py p99_measurements --project P [--include-heavy] [--analyze]`** (read-only; heavy O(tasks) sections opt-in):\\n- server version + planner GUCs, `ls_json_date` / functional-date-index / INVALID-index presence\\n- task / annotation / GSC / group_members cardinalities, group-size percentiles (p50/p95/p99/max)\\n- table + index sizes, average `task.data` width\\n- **Zipf head of each accuracy column** with per-value and cumulative share \u2014 decides what fraction of real filter clicks are selective (fast) vs common-head (broad). This is the single measurement the selective-filter strategy rides on.\\n- monthly annotation volume (sizes cache-recompute budgets)\\n- EXPLAIN baselines: 7d/90d windows on `ls_json_date(DateOfCall)` **and** `created_at` (\"\n },\n {\n \"id\": \"github-feedback-comment-cddf00ee61181a7e\",\n \"kind\": \"issue_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/210#issuecomment-4692670408\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/210#issuecomment-4692670408\\nTitle: \\nBody:\\nSuperseded by #211 \u2014 Phase 0 consolidated int\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-b56fd7ec02fe1cf0", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438176, "scanner": "foundry_dataset", "fingerprint": "61cf7101065e03c11693db6ab2c33e0071061a0205b570e513d85256e625cb8d", "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": "mj94ai/label-studio-custom#209", "human_labels": ["data_schema_persistence", "docs_or_claims", "human_feedback_general", "schema_or_data", "test_or_ci"], "issue_number": "209", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.67, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-055c8dd758b0bd34", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"test_or_ci": 1, "docs_or_claims": 1, "schema_or_data": 1}, "linked_commit_count": 3, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision", "high_risk_human_feedback_label"], "linked_ci_commit_count": 1, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#209\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#209\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 2\nLinked commit count: 3\nLinked CI commit count: 1\nLinked CI labels: {'ci_pending_or_incomplete': 1}\nChanged file count: 3\nLabels: {'data_schema_persistence': 1, 'human_feedback_general': 1}\nPolarities: {'bad': 1, 'neutral': 1}\nChanged file labels: {'docs_or_claims': 1, 'schema_or_data': 1, 'test_or_ci': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-2800d7c1ca467e2d\",\n \"kind\": \"pull_request_body\",\n \"label\": \"data_schema_persistence\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/209\",\n \"text\": \"GitHub feedback: data_schema_persistence\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/209\\nTitle: ops: database timeout ladder runbook + lock-safe DDL migration helper\\nBody:\\n## What\\n\\nTwo Phase-0 hardening deliverables for the p99 work:\\n\\n**`docs/operations/db-timeout-ladder.md`** \u2014 the layered timeout design and its operational runbook:\\n- The ladder: per-request DB budgets in code (25s, degrade to 200) \u2192 web role `statement_timeout` 110s \u2192 gunicorn 120s \u2192 gateway 180s. Each inner layer exists so the outer one never fires.\\n- **Two DB roles**: `app_web` bounded at 110s; `app_worker` unbounded for legitimate multi-minute maintenance (GSC rebuilds, recomputes). Role-level GUC is the only mechanism that survives pgbouncer transaction pooling.\\n- **Order of operations**: build the per-project functional date indexes *before* applying the web-role ceiling, or slow-but-legitimate JSON-date scans become guaranteed cancellations.\\n- **CONCURRENTLY DDL discipline**: direct-to-Postgres connection (never the pooling sidecar), and the INVALID-index detection/cleanup query for killed builds.\\n\\n**`da\"\n },\n {\n \"id\": \"github-feedback-comment-fc196b6f87b0f25b\",\n \"kind\": \"issue_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/209#issuecomment-4692670063\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/209#issuecomment-4692670063\\nTitle: \\nBody:\\nSuperseded by #211 \u2014 Phase 0\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-984cfbf7694850a3", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438175, "scanner": "foundry_dataset", "fingerprint": "04e0924b0633993e90b1188cfe02d786582eec6d72cf92f860c6235a5ff91d9f", "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": "mj94ai/label-studio-custom#208", "human_labels": ["api_or_backend", "human_feedback_general", "runtime_failure", "source_or_other", "test_or_ci"], "issue_number": "208", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.67, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-ce1d2ab9f907686b", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 4, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"test_or_ci": 1, "api_or_backend": 1, "source_or_other": 2}, "linked_commit_count": 3, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision", "high_risk_human_feedback_label"], "linked_ci_commit_count": 1, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#208\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#208\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 2\nLinked commit count: 3\nLinked CI commit count: 1\nLinked CI labels: {'ci_pending_or_incomplete': 1}\nChanged file count: 4\nLabels: {'runtime_failure': 1, 'human_feedback_general': 1}\nPolarities: {'bad': 1, 'neutral': 1}\nChanged file labels: {'source_or_other': 2, 'api_or_backend': 1, 'test_or_ci': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-288af00fd705584a\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/208\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/208\\nTitle: data_manager: degrade task-list timeouts to a 200 instead of a 5xx\\nBody:\\n## What\\n\\nThe task list endpoint runs three serial O(matched) statements per request \u2014 annotation/prediction totals, COUNT(*), and the page fetch. A broad filter over a large project can hold a pgbouncer transaction slot through all three until the gateway gives up: the user sees a 504 and the slot is burned for the duration.\\n\\n## Changes\\n\\n- **One shared DB-time budget per request** (`TASK_LIST_STATEMENT_TIMEOUT_MS`, default 25s, 0 disables): each statement runs under `SET LOCAL statement_timeout` of the *remaining* budget, so the request's total DB time is bounded, not 3\u00d7 the bound.\\n- **Degraded-200 contract** on cancellation, per statement:\\n - totals time out \u2192 zeros + `degraded: true`, rows still served\\n - COUNT(*) times out \u2192 the requested page slice is served anyway; `total` falls back to the maintained project counter for unfiltered lists, else stays consistent with the rows fetched (`bottom + len(rows)`)\\n - page \"\n },\n {\n \"id\": \"github-feedback-comment-7aec354b4f2c68ae\",\n \"kind\": \"issue_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/208#issuecomment-4692669764\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/208#issuecomment-4692669764\\nTitle: \\nBody:\\nSuperseded by #211 \u2014 Phase 0 consolidated in\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-8d47c8530c1bce50", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438174, "scanner": "foundry_dataset", "fingerprint": "dd984e27ab5eab4889df1eb7bfab7f161940a81d531ed06c2ba29b315465834b", "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": "mj94ai/label-studio-custom#207", "human_labels": ["api_or_backend", "data_schema_persistence", "human_feedback_general", "test_or_ci", "ui_or_frontend"], "issue_number": "207", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.67, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-08ecf947e9127824", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"test_or_ci": 1, "api_or_backend": 1, "ui_or_frontend": 1}, "linked_commit_count": 3, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision", "high_risk_human_feedback_label"], "linked_ci_commit_count": 1, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#207\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#207\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 2\nLinked commit count: 3\nLinked CI commit count: 1\nLinked CI labels: {'ci_pending_or_incomplete': 1}\nChanged file count: 3\nLabels: {'data_schema_persistence': 1, 'human_feedback_general': 1}\nPolarities: {'bad': 1, 'neutral': 1}\nChanged file labels: {'api_or_backend': 1, 'test_or_ci': 1, 'ui_or_frontend': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-f7f456314b324106\",\n \"kind\": \"pull_request_body\",\n \"label\": \"data_schema_persistence\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/207\",\n \"text\": \"GitHub feedback: data_schema_persistence\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/207\\nTitle: data_manager: bound the grouped-view JSON-date calendar scan\\nBody:\\n## What\\n\\nThe grouped Data Manager view applies JSON-date calendar windows (`calendar_date_field=data.*` + `calendar_start`/`calendar_end`) with no statement bound: on large projects the underlying scan can grind until the gateway gives up, holding a pgbouncer transaction slot the whole time and surfacing to the user as a 504.\\n\\n## Changes\\n\\n- `TaskGroupByAPI`: when the request carries a JSON-date calendar window, set a `SET LOCAL statement_timeout` (reuses `ANALYTICS_DATE_FILTER_TIMEOUT_MS`, default 25s) alongside the existing per-request `work_mem`/parallelism tuning.\\n- On timeout, return a degraded empty payload with `degraded: true` instead of letting the error bubble to a 5xx; non-calendar shapes keep their existing error behavior.\\n- `CalendarDatePicker` treats a degraded payload as \\\"no data for this window\\\" rather than an empty-project signal.\\n\\n## Tests\\n\\n`data_manager/tests/test_groupby_calendar_timeout.py` \u2014 4 test\"\n },\n {\n \"id\": \"github-feedback-comment-ffa9c2c18598b592\",\n \"kind\": \"issue_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/207#issuecomment-4692669394\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/207#issuecomment-4692669394\\nTitle: \\nBody:\\nSuperseded by #211 \u2014 Phas\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-88112c169ab8ae15", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438173, "scanner": "foundry_dataset", "fingerprint": "fb12229732cd111fbaec283554b514e016511a8d2a4a2dddf1ea188cf6f95d73", "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": "mj94ai/label-studio-custom#206", "human_labels": ["data_schema_persistence", "runtime_failure", "schema_or_data", "source_or_other"], "issue_number": "206", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.67, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-235b3b4fc01a8725", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 2, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"schema_or_data": 1, "source_or_other": 1}, "linked_commit_count": 4, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision", "high_risk_human_feedback_label"], "linked_ci_commit_count": 1, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#206\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#206\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 2\nLinked commit count: 4\nLinked CI commit count: 1\nLinked CI labels: {'ci_pending_or_incomplete': 1}\nChanged file count: 2\nLabels: {'runtime_failure': 1, 'data_schema_persistence': 1}\nPolarities: {'bad': 2}\nChanged file labels: {'schema_or_data': 1, 'source_or_other': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-8c968ea00edaa9b3\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/206\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/206\\nTitle: helm-lab: bootstrap fresh tenant schemas in-pod so new tenants can start\\nBody:\\n## Problem\\n\\nDeploying a **brand-new tenant** (first seen with `labelflow-180601-aura`) deadlocks on first boot: the web pod's `wait-for-migrations` init container loops forever on `relation \\\"django_migrations\\\" does not exist`. The tenant database is empty and nothing ever migrates it:\\n\\n- The `wait-for-migrations` init container blocks the **main container** \u2014 which is the only thing that runs `manage.py migrate`. Circular.\\n- The `init-schema` Job is annotated `helm.sh/hook: pre-install,pre-upgrade`, but the declarative-apply pipeline does not execute helm hooks, so it never runs.\\n- Existing tenants never noticed: their schemas predate the Job split. The two init-container drift tests have been failing since that split, correctly flagging that `deployment.yaml` lost its bootstrap path.\\n\\n## Changes\\n\\n**deployment.yaml (web pod)**\\n- New `init-schema` init container runs `/scripts/init_schema.py` after `init-db` stages \"\n },\n {\n \"id\": \"github-feedback-comment-422f4fa627319416\",\n \"kind\": \"issue_comment\",\n \"label\": \"data_schema_persistence\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/206#issuecomment-4708219733\",\n \"text\": \"GitHub feedback: data_schema_persistence\\nPolarity: bad\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/206#issuecomment-4708219733\\nTitle: \\nBody:\\nFolded into the p99 serving-ladder branch (perf/p99-phase0), which carries th\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-9bafdb68b42fc9f0", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438172, "scanner": "foundry_dataset", "fingerprint": "cc96cb6502e4da6be6e9ea05332066b1824edf870cb97155c1e4031ecc83a486", "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": "mj94ai/label-studio-custom#205", "human_labels": ["api_or_backend", "deployment_env_gap", "source_or_other"], "issue_number": "205", "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": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-2f92386a6905d9c1", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 4, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"api_or_backend": 1, "source_or_other": 3}, "linked_commit_count": 4, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 1, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#205\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#205\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 4\nLinked CI commit count: 1\nLinked CI labels: {'ci_pending_or_incomplete': 1}\nChanged file count: 4\nLabels: {'deployment_env_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'source_or_other': 3, 'api_or_backend': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-37e5cf74bc25c2a6\",\n \"kind\": \"pull_request_body\",\n \"label\": \"deployment_env_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/205\",\n \"text\": \"GitHub feedback: deployment_env_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/205\\nTitle: reverse-proxy: route the aura LabelFlow tenant through the gateway\\nBody:\\n## What\\n\\nRoute the new **aura** LabelFlow tenant through the Caddy reverse-proxy gateway. Mirrors the existing role-enforced annotation tenants (luna/dgl/coo) \u2014 purely additive, no existing tenant config changed (152 insertions, 0 deletions).\\n\\nBacked by the `labelflow-180601-aura` service (ClusterIP :9000 \u2192 pod :8080), tenant id `labeling-180601-aura`.\\n\\n## Changes\\n\\n- **Caddyfile** \u2014 HTTP subdomain block (`X-Tenant-ID` match) and HTTPS host block (gatekeeper / oauth callback / userinfo / public assets / role-enforced app route / fallback). Role-enforced with `ANNOTATIONS-180601_AURA-EDIT`. The `dynamic a` upstream targets the **headless** service on the **pod port 8080** (not the service port 9000) with `lb_policy cookie` sticky sessions, consistent with the other tenants.\\n- **deployment.yaml** \u2014 `LABELFLOW_AURA_URL` and `LABELFLOW_AURA_HOST` env vars.\\n- **dev-values.yaml** \u2014 `labelflowAuraUrl` (ClusterIP), `labelflowA\"\n }\n]\nChanged files:\n[\n {\n \"id\": \"github-pr-file-file-05365ab2d6237293\",\n \"filename\": \"tools/reverse-proxy/Caddyfile\",\n \"label\": \"source_or_other\",\n \"status\": \"modified\",\n \"additions\": 118,\n \"deletions\": 0,\n \"changes\": 118,\n \"blob_url\": \"https://github.com/mj94ai/label-studio-custom/blob/f3157fe422be6b30b401ccebe229697845a48b54/tools%2Freverse-proxy%2FCaddyfile\"\n },\n {\n \"id\": \"github-pr-file-file-7890f7be2be9c038\",\n \"filename\": \"tools/reverse-proxy/helm/dev-values.yaml\",\n \"label\": \"source_or_other\",\n \"status\": \"modified\",\n \"additions\": 3,\n \"deletions\"\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-a39951875889a3ea", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438171, "scanner": "foundry_dataset", "fingerprint": "c819a6143edfe4c3816da18f36f91e31a39d73a364ae667b640836c53151b05b", "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": "mj94ai/label-studio-custom#204", "human_labels": ["api_integration_gap", "human_feedback_general", "source_or_other", "test_or_ci", "ui_or_frontend"], "issue_number": "204", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.67, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-5d9c13166a52de4a", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 13, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"test_or_ci": 8, "ui_or_frontend": 1, "source_or_other": 4}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision", "high_risk_human_feedback_label"], "linked_ci_commit_count": 1, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#204\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#204\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 2\nLinked commit count: 5\nLinked CI commit count: 1\nLinked CI labels: {'ci_pending_or_incomplete': 1}\nChanged file count: 13\nLabels: {'api_integration_gap': 1, 'human_feedback_general': 1}\nPolarities: {'bad': 1, 'neutral': 1}\nChanged file labels: {'source_or_other': 4, 'test_or_ci': 8, 'ui_or_frontend': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-49492a1e9f38e213\",\n \"kind\": \"pull_request_body\",\n \"label\": \"api_integration_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/204\",\n \"text\": \"GitHub feedback: api_integration_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/204\\nTitle: Fix grouped+filtered export hang from correlated dm_status subqueries\\nBody:\\n## Problem\\n\\nExporting from a **grouped + filtered** Data Manager view could hang indefinitely \u2014 the export panel sat on \\\"Preparing export\u2026\\\" with no progress and the job never completed. Reproduced on a 2.5M-task project grouped by two free-text `data.*` columns and filtered by `transcriptCaller contains \\\"agent\\\"` AND `dm_status is empty`.\\n\\nRoot cause was an accidentally **quadratic** query. The grouped export wraps the view's filter queryset as `task.id IN (SELECT \u2026 FROM task U0 \u2026)`. The `dm_status` filters and `with_resolved_is_labeled()` built their `group_members`/`GroupStatusCache` correlation with `RawSQL` containing a literal `task.` alias (`WHERE gm.task_id = task.id`). Inside the subquery Django renames the task table to `U0`, so the literal `task.id` bound to the **outer** query \u2014 turning an intended uncorrelated lookup into a correlated one that re-scanned all 2.5M rows once per outer row.\\n\\n`EXPLAIN` on t\"\n },\n {\n \"id\": \"github-feedback-comment-5b1bb65aa5fd8148\",\n \"kind\": \"issue_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/204#issuecomment-4708219303\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/204#issuecomment-4708219303\\nTitle: \\nBody:\\nFolded into the p99 serving-ladder\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-324e172470151728", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438170, "scanner": "foundry_dataset", "fingerprint": "25ef72c5ccf8f3d86b9677b8d73a5623b57a4059e1d68c44c3da97c6fb3ce391", "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": "mj94ai/label-studio-custom#200", "human_labels": ["runtime_failure", "ui_or_frontend"], "issue_number": "200", "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": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-a5fb8a55ec1101ee", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 2, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"ui_or_frontend": 2}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#200\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#200\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 2\nLabels: {'runtime_failure': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'ui_or_frontend': 2}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-825b3d6b3e115e3f\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/200\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/200\\nTitle: analytics: show the loading possum during refetches and drop stale responses\\nBody:\\n## Symptom\\n\\nOn the Analytics page, changing the group-by column or the date filter gave no feedback at all: the previous results stayed frozen on screen until the new query finished. On large projects that's many seconds (date-field filters especially), so users re-clicked filters thinking the page was broken. The loading possum only appeared on the very first page load.\\n\\n## Changes\\n\\n- **Refetch overlay**: whenever a refetch is in flight, a translucent overlay with the loading possum renders over the (dimmed) stale content. It blocks the date picker and group-by dropdown underneath, so impatient re-clicks can't stack requests, and it clears the moment the response lands. It also covers the auto-select recursion on first load that previously flashed ungrouped data briefly.\\n- **Stale-response guard**: rapid filter changes could resolve out of order \u2014 a slower earlier request would overwrite the newer result. Each\"\n }\n]\nChanged files:\n[\n {\n \"id\": \"github-pr-file-file-6f326eca0d43cf54\",\n \"filename\": \"web/apps/labelstudio/src/pages/Analytics/ProjectAnalytics.jsx\",\n \"label\": \"ui_or_frontend\",\n \"status\": \"modified\",\n \"additions\": 12,\n \"deletions\": 2,\n \"changes\": 14,\n \"blob_url\": \"https://github.com/mj94ai/label-studio-custom/blob/19135c7994d1b465f7248e5eaf6636f1a087e557/web%2Fapps%2Flabelstudio%2Fsrc%2Fpages%2FAnalytics%2FProjectAnalytics.jsx\"\n },\n {\n \"id\": \"github-pr-file-file-19ef5e8bcbc04944\",\n \"filename\": \"web/apps/labelstudio/src/pages/Analytics/ProjectAnalytics.scss\",\n \"label\": \"ui_or_frontend\",\n \"status\": \"modified\",\n \"\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-0c814d931be1af77", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438169, "scanner": "foundry_dataset", "fingerprint": "1d56be8550e15f2bbcc679b767a3bc4e1f8c200c2bb7d6b2c32b35a2dcde14fd", "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": "mj94ai/label-studio-custom#2", "human_labels": ["human_feedback_general"], "issue_number": "2", "thread_label": "thread_needs_classification", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.72, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-142df5f49fb4e71c", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 1, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#2\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#2\nRepo: mj94ai/label-studio-custom\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-cd3deba601aaaf83\",\n \"kind\": \"issue_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/2#issuecomment-4036511993\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: cursor[bot] (Bot)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/2#issuecomment-4036511993\\nTitle: \\nBody:\\nYou have run out of free Bugbot PR reviews for this billing cycle. This will reset on April 9.\\n\\nTo receive reviews on all of your PRs, visit the [Cursor dashboard](https://www.cursor.com/dashboard?tab=bugbot) to activate Pro and start your 14-day free trial.\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-50182fd321e93598\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"ci\": 1, \"docs\": 3, \"schemas\": 1, \"tests\": 3}\nHelicopter views: {\"graphs\": 2, \"schemas\": 2}\nBundle labels: {\"source_backed_fake_real_verification_bundle\": 1}\nCo-occurrence labels: {\"fake_real_data_plus_verification_gap\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-30d8b0f01030a0c5", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438168, "scanner": "foundry_dataset", "fingerprint": "db42ccd9a44bfa97f12ad221518b387961c21ef838ea4513f27d71e90507e43d", "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. 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Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "mj94ai/label-studio-custom#195", "human_labels": ["docs_or_claims", "ui_workflow_gap"], "issue_number": "195", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.67, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-918ed5751cb5da9e", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 1, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"docs_or_claims": 1}, "linked_commit_count": 5, "helicopter_view_count": 4, 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count: 0\nLinked CI labels: {}\nChanged file count: 1\nLabels: {'ui_workflow_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'docs_or_claims': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-40b66e09da609889\",\n \"kind\": \"pull_request_body\",\n \"label\": \"ui_workflow_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/195\",\n \"text\": \"GitHub feedback: ui_workflow_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/195\\nTitle: docs: p99 feasibility roadmap for a 3M-task grouped-review project\\nBody:\\n## What\\n\\nA planning doc + decision record at `docs/performance/p99-feasibility-3m-grouped-review.md`, capturing a deep analysis of whether the grouped Data Manager, calendar, and analytics surfaces can be made p99-fast for a ~3M-task auto-label project \u2014 so we can validate the unknowns and implement it later.\\n\\n## Contents\\n- **Per-path / per-sub-case feasibility matrix** \u2014 what's p99 today, what's reachable, what's irreducibly impossible.\\n- **Two levers** \u2014 materialize repeated aggregates (the GSC pattern, extended) and index dynamic filter dimensions.\\n- **Tiered change set** (Tier 0 code-only \u2192 Tier 3 opt-in indexes) with concrete DDL, dependencies, effort, and write-path cost.\\n- **The irreducible broad-filter floor** and the product/UX mitigations (narrow default windows, async export-with-progress, selective-filter UX, a `statement_timeout` backstop).\\n- **Load-test plan** \u2014 the 6 unknowns (chiefly the intent-column val\"\n }\n]\nChanged files:\n[\n {\n \"id\": \"github-pr-file-file-ad4cae597d67c27e\",\n \"filename\": \"docs/performance/p99-feasibility-3m-grouped-review.md\",\n \"label\": \"docs_or_claims\",\n \"status\": \"added\",\n \"additions\": 136,\n \"deletions\": 0,\n \"changes\": 136,\n \"blob_url\": \"https://github.com/mj94ai/label-studio-custom/blob/f9afa934b700e33e164bc7c4363226f046bab60a/docs%2Fperformance%2Fp99-feasibility-3m-grouped-review.md\"\n }\n]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-348e0f02432e4270\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurr\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-2f8fa584256b25bb", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438164, "scanner": "foundry_dataset", "fingerprint": "0baeb16b96a274ac655646f88ca66be36fa1eacd511b09e8ed7de3c2fea3831e", "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": "mj94ai/label-studio-custom#194", "human_labels": ["api_or_backend", "data_schema_persistence", "schema_or_data", "source_or_other", "test_or_ci"], "issue_number": "194", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-15230f83b14d743d", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 6, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"test_or_ci": 1, "api_or_backend": 1, "schema_or_data": 2, "source_or_other": 2}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#194\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#194\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 6\nLabels: {'data_schema_persistence': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'schema_or_data': 2, 'source_or_other': 2, 'api_or_backend': 1, 'test_or_ci': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-8d0c98f03e4a1b04\",\n \"kind\": \"pull_request_body\",\n \"label\": \"data_schema_persistence\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/194\",\n \"text\": \"GitHub feedback: data_schema_persistence\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/194\\nTitle: data_manager: cache grouped-view counts and index the default landing order\\nBody:\\n## Summary\\n\\nThe grouped Data Manager fast path (`TaskGroupByAPI._serve_from_cache`) ran **two full-cardinality aggregates against `GroupStatusCache` on every request** \u2014 `COUNT(*)` for the group total and `SUM(total_count)` for the task total \u2014 plus a page slice whose **default landing order had no supporting index** (it sorted the entire group set every time).\\n\\nThis caps that cost regardless of group cardinality:\\n\\n1. **Count-cache.** Cache the `(groups, tasks)` pair per project in the shared cache with a short TTL (`GROUPBY_COUNTS_TTL`, default 60s) and the existing version-counter invalidation, recomputed only on a miss via one combined aggregate. Invalidated on every path that changes group cardinality or `total_count` (`rebuild_for_project`, the chunked rebuild, and `resync_total_counts`). Page rows are still read live every request \u2014 only the two header counters can lag within the TTL. Set `GROUPBY_\"\n }\n]\nChanged files:\n[\n {\n \"id\": \"github-pr-file-file-ee89ed9e8b17673d\",\n \"filename\": \"helm-lab/files/init_schema.py\",\n \"label\": \"schema_or_data\",\n \"status\": \"modified\",\n \"additions\": 43,\n \"deletions\": 0,\n \"changes\": 43,\n \"blob_url\": \"https://github.com/mj94ai/label-studio-custom/blob/96c608a580d6370cac016a5ed047ca384d817129/helm-lab%2Ffiles%2Finit_schema.py\"\n },\n {\n \"id\": \"github-pr-file-file-d469ab362fad5b82\",\n \"filename\": \"label_studio/core/settings/base.py\",\n \"label\": \"source_or_other\",\n \"status\": \"modified\",\n \"additions\": 1,\n \"dele\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-28deb91eba4b24c3", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438163, "scanner": "foundry_dataset", "fingerprint": "f115047b2efa57c483e00eadbe3c29ae5e1c956ba72eb91a236566a46a2ea5dd", "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": "mj94ai/label-studio-custom#193", "human_labels": ["human_feedback_general"], "issue_number": "193", "thread_label": "thread_needs_classification", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.76, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-a60b8ce5d91bba9e", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 1, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#193\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#193\nRepo: mj94ai/label-studio-custom\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-d8abee94225c226e\",\n \"kind\": \"pull_request_body\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/193\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/193\\nTitle: Update README.md\\nBody:\\n\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-86ecaf5564919091\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"ci\": 1, \"docs\": 3, \"schemas\": 1, \"tests\": 3}\nHelicopter views: {\"graphs\": 2, \"schemas\": 2}\nBundle labels: {\"source_backed_fake_real_verification_bundle\": 1}\nCo-occurrence labels: {\"fake_real_data_plus_verification_gap\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-b9fc2ed66e5ea8fc", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438162, "scanner": "foundry_dataset", "fingerprint": "e6944219b812fabe4c36d2c75fbb46f701290d2223dabe0626dbc05126440067", "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": "mj94ai/label-studio-custom#192", "human_labels": ["api_or_backend", "runtime_failure", "schema_or_data", "source_or_other", "test_or_ci", "ui_or_frontend"], "issue_number": "192", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-9dacc8bfbd19129e", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 26, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"test_or_ci": 7, "api_or_backend": 2, "schema_or_data": 2, "ui_or_frontend": 7, "source_or_other": 8}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#192\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#192\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 26\nLabels: {'runtime_failure': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'source_or_other': 8, 'schema_or_data': 2, 'api_or_backend': 2, 'test_or_ci': 7, 'ui_or_frontend': 7}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-1296687c7b552886\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/192\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/192\\nTitle: analytics: crash-safe + indexable JSON-date filtering\\nBody:\\n## Problem\\nOn the Analytics page, switching the **Date field** from the builtin \\\"Created At\\\" to a JSON `data` column (e.g. a per-task call date) and picking a range failed two ways on large projects:\\n\\n1. **HTTP 500** \u2014 an impossible-but-syntactic value in the data (e.g. `2026-02-31`) passed the format regex, then the date cast **raised** `date/time field value out of range`. The calendar validation fetch (fires on field-selection) and the analytics request both crashed. The guard meant to prevent this (`SafeDateCast`) was dead code.\\n2. **HTTP 504 \\\"Gateway Time-out\\\"** \u2014 the filter evaluated a per-row regex + date cast over the *entire* project with no index it could use, so a multi-million-row project exceeded the gateway timeout. (Builtin `Created At` is indexed and unaffected.)\\n\\n## Fix\\n- **`ls_json_date(text) -> date`** (migration `0041`): `IMMUTABLE`, validates day-in-month + leap year, returns `NULL` for missing / garbage / imposs\"\n }\n]\nChanged files:\n[\n {\n \"id\": \"github-pr-file-file-3f5f3078ce8afe31\",\n \"filename\": \"helm-lab/prod-values.yaml\",\n \"label\": \"source_or_other\",\n \"status\": \"modified\",\n \"additions\": 7,\n \"deletions\": 0,\n \"changes\": 7,\n \"blob_url\": \"https://github.com/mj94ai/label-studio-custom/blob/d2ea1c35d5893a21a609d769b1ca4e6c0d6bd7d5/helm-lab%2Fprod-values.yaml\"\n },\n {\n \"id\": \"github-pr-file-file-fb8487fdc32cc2ed\",\n \"filename\": \"helm-lab/templates/job-init-schema.yaml\",\n \"label\": \"schema_or_data\",\n \"status\": \"modified\",\n \"additions\": 1,\n \"\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-91ca8723ed938bea", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438161, "scanner": "foundry_dataset", "fingerprint": "b8e9969cd3eaed2e986b5e17e4010dc30c7da0601c588ff4bbb3ccdbc6038786", "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": "mj94ai/label-studio-custom#191", "human_labels": ["test_ci_gap"], "issue_number": "191", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-b78b6bfbd8a42944", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#191\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#191\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'test_ci_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-ba106f182946f071\",\n \"kind\": \"pull_request_body\",\n \"label\": \"test_ci_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/191\",\n \"text\": \"GitHub feedback: test_ci_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/191\\nTitle: Make auto-label Apply return immediately and report progress honestly\\nBody:\\n## Summary\\n\\nApplying an auto-label column change on a large project showed \\\"Saving...\\\" with no progress banner \u2014 and on a slow enough project, no banner ever appeared. This is one backend fix plus two frontend fixes that make the action return immediately and report progress honestly.\\n\\n## Primary \u2014 stop blocking the Apply response on a synchronous rebuild\\n\\n`ProjectSerializer.update()` rebuilt the `GroupStatusCache` inline (full, project-wide, O(all tasks)) whenever `accuracy_columns` changed. On large projects that takes tens of seconds and can exceed the gateway timeout, so the response the progress panel is gated behind never arrives.\\n\\nThe Project `post_save` signal already enqueues an async rebuild job for the same change, so the inline rebuild is redundant in production. It's now gated to the test path only: production returns at once and the async job (already surfaced in the `active_gsc_rebuild_job` response field) \"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-8a615841d9f90940\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_has_sour\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-cf0749586f14d92b", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438160, "scanner": "foundry_dataset", "fingerprint": "501311ca7ab56a03daed4cd9fa1c74fa08e9ff890f043ff115d09a480e7c4b37", "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": "mj94ai/label-studio-custom#190", "human_labels": ["test_ci_gap"], "issue_number": "190", "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": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-178a0ebd7d19e063", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#190\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#190\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'test_ci_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-b26567d07ee02ac1\",\n \"kind\": \"pull_request_body\",\n \"label\": \"test_ci_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/190\",\n \"text\": \"GitHub feedback: test_ci_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/190\\nTitle: data_manager: make GSC rebuild deadlock-resilient (retry + id-ordered materialize)\\nBody:\\n## Problem\\n\\nA `GroupStatusCache` rebuild running as a `BulkUpdateJob` failed in production with `deadlock detected`:\\n\\n```\\nBulkUpdateJob 37 failed\\npsycopg2.errors.DeadlockDetected: deadlock detected\\nCONTEXT: while updating tuple (539947,5) in relation \\\"task\\\"\\n process_job \u2192 _invoke_gsc_rebuild_via_factory \u2192 rebuild_for_project \u2192 materialize_into_task_data\\n```\\n\\n`materialize_into_task_data` writes each group's `dominant_status_field` back into `task.data` via project-wide `UPDATE task SET data = jsonb_set(...) FROM groupstatuscache cache WHERE \u2026`. These lock many `task` rows in planner-chosen (non-id) order. A concurrent writer updating the same task rows in a different order \u2014 an import, an annotation save, or an auto-label batch \u2014 closes the cycle, and Postgres kills one transaction. The bulk-job rebuild path had **no deadlock retry**, so the whole rebuild failed and the project's cache never finished building\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-df2f62c3dad43ad3\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_has_s\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-17ede738077d5705", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438159, "scanner": "foundry_dataset", "fingerprint": "c3d0de0235e1259f35dddb55066685b9a74445e9ddd3b50607a963c19a7f6f62", "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": "mj94ai/label-studio-custom#189", "human_labels": ["data_schema_persistence"], "issue_number": "189", "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": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-5c9efff01d2ab275", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#189\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#189\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'data_schema_persistence': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-6cf287009c09db51\",\n \"kind\": \"pull_request_body\",\n \"label\": \"data_schema_persistence\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/189\",\n \"text\": \"GitHub feedback: data_schema_persistence\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/189\\nTitle: data_manager: chunked GroupStatusCache rebuild (SLA-safe full rebuild)\\nBody:\\n## Problem\\n\\n`GroupStatusCache.rebuild_for_project` runs as **one long transaction** \u2014 advisory `xact` lock, `materialize_into_task_data` (a full-table UPDATE), a full task+annotation scan, `delete`-all + `bulk_create`, then `resync`. On large projects that runs for minutes and **exceeds the database's statement/transaction time limit, so it gets killed** \u2014 the cache never finishes rebuilding. The drift-check also skips such projects up front as `too_large`. Net: big projects' analytics/grouped-review caches stay stale (e.g. after an auto-label setup that got cut off).\\n\\n## Change \u2014 chunked rebuild\\n\\nAdd `rebuild_for_project(chunked=True)` \u2014 **same aggregation logic**, but structured so no single transaction crosses the SLA:\\n- **session-level** advisory lock (not transaction-scoped) to serialize rebuilds without holding a transaction open;\\n- the task/annotation scan runs in autocommit (short reads);\\n- writes are\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-36903a6fa7347412\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artif\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-6525c8cfaa5bcafa", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438158, "scanner": "foundry_dataset", "fingerprint": "79476e4435e5fa130779e21757afbeabda7f99a8b297af4d9dfcaec5b66c7177", "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": "mj94ai/label-studio-custom#188", "human_labels": ["data_schema_persistence"], "issue_number": "188", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-9fc692b0d015d1fd", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#188\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#188\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'data_schema_persistence': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-32e752d90dca8384\",\n \"kind\": \"pull_request_body\",\n \"label\": \"data_schema_persistence\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/188\",\n \"text\": \"GitHub feedback: data_schema_persistence\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/188\\nTitle: data_manager: drift-check self-heals via SLA-safe resync (full rebuild opt-in)\\nBody:\\n## Problem\\n\\nThe `check_gsc_freshness` job (scheduled `GroupStatusCache` drift-check) repaired drift with `rebuild_for_project` \u2014 a **single long transaction** that scans the project and materializes `dm_status` across the task table. On large projects that runs for minutes, so it:\\n- **exceeds the database's statement-time SLA and gets killed** mid-run \u2192 the cache never finishes rebuilding, and\\n- is skipped up front as `too_large` (annotation-count cap), so it isn't even attempted.\\n\\nResult: big projects' caches stay drifted, and the job keeps re-trying the same heavy rebuild that keeps getting killed \u2014 a loop that never converges.\\n\\n## Change\\n\\nThe drift the job detects is a **`total_count` drift** (`SUM(total_count)` vs `COUNT(tasks)`), which `resync_total_counts` repairs in **short, per-chunk-committed transactions** that stay well under the SLA (~4s measured on a 1M-task / 155k-group project).\\n\\n- **De\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-b5a4defd35f5083f\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_ar\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-e2a74ecde8b087d2", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438157, "scanner": "foundry_dataset", "fingerprint": "39b65bf0124ddc8a95291308d1fe4315e549329ffa753cfbcdbe90825b00741d", "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": "mj94ai/label-studio-custom#175", "human_labels": ["runtime_failure"], "issue_number": "175", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-0b83a0385f69241d", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#175\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#175\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'runtime_failure': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-4bfd9b5df82b3049\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/175\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/175\\nTitle: perf: promote perf/cache-warmer-overhaul to main (#150 tail + #151 + #174)\\nBody:\\n## Summary\\n\\nPromote the `perf/cache-warmer-overhaul` branch to `main`. The branch is 5 commits ahead of main and holds:\\n\\n- **#151** \u2014 bulk-update worker overhaul (idempotent IMPORT, LISTEN/NOTIFY, identity-guarded reaper, fail-fast, drift cron, purge cron, duration metrics, cache-warmer coordination)\\n- **#174** \u2014 dedupe `resync_total_counts` on IMPORT path (stacked on top, ~10\u201330s saved per 500k import) \u2014 *lands here when its own review completes*\\n- **#150 tail** \u2014 two small follow-ups (`c83af3e` cache_warming normalize, `3f98864` test update) that never made it across when #150 was squash-merged\\n\\nUntil this lands, prod main has none of the crash-window, fail-fast, LISTEN/NOTIFY, or doubled-resync fixes \u2014 the operational hardening sits idle.\\n\\n## Branch state\\n\\n```\\n3d141c4 perf: bulk-update worker overhaul (#151)\\nc6fb8a6 Merge origin/main into perf/cache-warmer-overhaul (sync only)\\nc83af3e cache_warming: normal\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-40d8702e871e2c0f\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-ccd29e4a3c659d57", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438156, "scanner": "foundry_dataset", "fingerprint": "cc5930c3a63b87802cd5e84dd06eb0414e8c54743b21445d11820a14f6ca05ae", "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": "mj94ai/label-studio-custom#173", "human_labels": ["runtime_failure"], "issue_number": "173", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-ed8bd085286c27ef", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#173\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#173\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'runtime_failure': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-4cf53006d830ea42\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/173\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/173\\nTitle: ingest: fix swallowed-exception + harden worker + scope import endpoint + 5xx polling reconcile\\nBody:\\n## Summary\\n\\nTwo related ingest-side data-integrity fixes the Citi team hit in UAT.\\n\\n### Bug 1 \u2014 Prefect/UI count divergence (50k\u219249.8k)\\nWorker reported import as \\\"FAILED, task_count=0\\\" but the partial `bulk_create` *did* commit because the `try/except` was inside `with transaction.atomic()`. Prefect retried \u2192 phantom rows resurfaced as duplicates \u2192 count drift compounded.\\n\\n### Bug 2 \u2014 Auto-label not propagating to subsequent batches\\nPasha reported: after setting up auto-label on batch 1, batches 2-4 showed %completed dropping (43% \u2192 21% \u2192 14%) instead of staying steady. Root cause: `GroupStatusCache.upsert_apply_deltas`'s SQL CASE clamped `dominant_status_field = NULL` whenever any task in the group was unreviewed. So `auto_label_new_task_batch` saw no groups with dominant on incremental imports and propagated nothing.\\n\\n## Production fixes\\n\\n- **`label_studio/data_import/functions.py`** \u2014 Two \"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-dcb6414a9588bf52\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"r\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-d4b79b02ae00ff1c", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438155, "scanner": "foundry_dataset", "fingerprint": "cb3784ebeebfa4c27209e8178089f0aaae312b6e28fc13bc41bd129bbe9fcc62", "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. 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Postgres serializes CIC at the parent-table level (ShareUpdateExclusive), so two CICs on `task` cannot truly run concurrently \u2014 the second waits while holding a snapshot and any concurrent ALTER queues behind both. The application had no client-side gating preventing this from happening on rolling deploys (multi-pod) and FilterGroup edits (multi-project fan-out).\\n\\nThis PR adds serialization at every layer that was previously unguarded. One PR since these are the same root cause.\\n\\n## Channels fixed\\n\\n| Channel | Trigger before | Fix in this PR |\\n|---|---|---|\\n| `manage.py migrate` racing across m\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-28b3ae50a93ecef0\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_art\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-3cd8c54c2fcd758e", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438154, "scanner": "foundry_dataset", "fingerprint": "876fad3131584ce08533d3d8b6b51e1029820da1439c86d2291edb21da324c68", "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": "mj94ai/label-studio-custom#170", "human_labels": ["deployment_env_gap"], "issue_number": "170", "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": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-7214013ef4188272", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#170\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#170\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'deployment_env_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-0a3a509a91b3864a\",\n \"kind\": \"pull_request_body\",\n \"label\": \"deployment_env_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/170\",\n \"text\": \"GitHub feedback: deployment_env_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/170\\nTitle: helm: drop duplicate LABEL_STUDIO_DISABLE_VERSION_CHECK env\\nBody:\\n## Summary\\n- The main labelflow deployment defined `LABEL_STUDIO_DISABLE_VERSION_CHECK` twice: once via `commonEnv` (rendered through `range .Values.commonEnv` at `helm-lab/templates/deployment.yaml:450`) and again hardcoded inline at line 499. Both set the value to `\\\"true\\\"`, so behavior is unchanged, but `kubectl apply` emitted `Warning: spec.template.spec.containers[0].env[9]: hides previous definition of \\\"LABEL_STUDIO_DISABLE_VERSION_CHECK\\\"` on every rollout.\\n- `commonEnv` is the canonical source (the rqworker deployment also consumes it at `deployment-rqworker.yaml:177`) \u2014 dropping the hardcoded copy keeps one source of truth.\\n\\n## Test plan\\n- [ ] `helm template helm-lab -f helm-lab/uat-values.yaml` renders the main deployment env list with `LABEL_STUDIO_DISABLE_VERSION_CHECK` appearing exactly once\\n- [ ] Apply against a UAT cluster no longer surfaces the duplicate-env warning\\n- [ ] rqworker pod still receives `LABEL_STUD\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-cbc0fd8175794f2d\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8,\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-7ae74cb3ccfef199", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438153, "scanner": "foundry_dataset", "fingerprint": "bfd1d02e567e9e7ccddef7ba6740fd809644d2b5e98c2d76b5c419b82cd147c9", "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": "mj94ai/label-studio-custom#169", "human_labels": ["api_integration_gap"], "issue_number": "169", "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": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-fcf3f0b81b89902c", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#169\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#169\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'api_integration_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-3b44cc4fc27143d9\",\n \"kind\": \"pull_request_body\",\n \"label\": \"api_integration_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/169\",\n \"text\": \"GitHub feedback: api_integration_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/169\\nTitle: analytics: project velocity chart honors date picker\\nBody:\\n## Summary\\n\\nThe per-project `/analytics` velocity bar chart silently ignored the user's date-range picker. Picking \\\"90d\\\" or any explicit `date_from`/`date_to` updated every other section of the page (detailed stats, completion, totals) but left the velocity chart pinned to the last 30 days. The divergence was entirely server-side \u2014 the frontend re-fetched correctly, but the endpoint computed velocity with a hardcoded window that never consulted `_parse_date_filters`.\\n\\n## Symptom\\n\\n`label_studio/projects/api_analytics.py:603-604` (pre-fix):\\n\\n```python\\nvelocity_days = 30\\nvelocity_since = timezone.now() - timedelta(days=velocity_days)\\nvelocity = list(\\n Annotation.objects.filter(\\n project=project,\\n was_cancelled=False,\\n created_at__gte=velocity_since,\\n )\\n ...\\n)\\n```\\n\\nThe same method already called `_parse_date_filters(request)` at line 467 and applied the resulting `date_from`/`date_to` to the detailed-stat\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-7d77b9ebdfa18bb8\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-878fa0afdcba8cc8", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438152, "scanner": "foundry_dataset", "fingerprint": "7656c121e622400d60d0c186b265e15d3dae906c1602030014793bf1008b1eff", "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": "mj94ai/label-studio-custom#168", "human_labels": ["data_schema_persistence"], "issue_number": "168", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-6736ec7aa4e05694", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#168\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#168\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'data_schema_persistence': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-9bf18a0d7e8d4063\",\n \"kind\": \"pull_request_body\",\n \"label\": \"data_schema_persistence\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/168\",\n \"text\": \"GitHub feedback: data_schema_persistence\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/168\\nTitle: data_manager: wrap AnnotatorStatsCache.recompute in atomic + advisory lock; disable nightly recompute cron in prod\\nBody:\\n## Summary\\n\\nWraps `AnnotatorStatsCache.recompute_for_project` in `transaction.atomic()` + a Postgres advisory lock keyed by `(0x41534343, project_id)` (the `0x41534343` constant is ASCII \\\"ASCC\\\" \u2014 a namespace tag for AnnotatorStatsCache so this lock doesn't collide with any other advisory lock keyed on a bare `project.id`).\\n\\nAlso disables the nightly recompute cron in prod.\\n\\n## Why\\n\\nWithout the atomic wrapper, concurrent recompute calls could interleave their SELECT/INSERT statements and produce inconsistent row counts. The advisory lock serializes per-project recompute work so only one runs at a time.\\n\\n## Notes\\n\\nRe-lands the change from the original PR (was reverted in #166 because it merged early). Now that the internal-repo equivalent has been approved and merged, landing here to keep the two repos in sync.\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-a4bb1e0f93e46932\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_has_source_bundle\": 1, \"source_bundle_\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-bceabb960a4bf1bd", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438151, "scanner": "foundry_dataset", "fingerprint": "500ff81bb6bdbecd48281ad1f6084dcacdaaad3bff082c893981fe003e2189cd", "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": "mj94ai/label-studio-custom#167", "human_labels": ["test_ci_gap"], "issue_number": "167", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-c49fc06e1babc6f9", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#167\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#167\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'test_ci_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-f6fab19d8d4152e6\",\n \"kind\": \"pull_request_body\",\n \"label\": \"test_ci_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/167\",\n \"text\": \"GitHub feedback: test_ci_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/167\\nTitle: data_manager: dm_status empty filter + versioned groupby count cache\\nBody:\\n## Summary\\n\\nTwo related cache/filter fixes in the DM grouped view.\\n\\n### 1. `dm_status` \\\"is empty\\\" filter no longer surfaces partially-reviewed or tied groups\\n\\nThe filter returned every group whose `GroupStatusCache.dominant_status_field` is NULL. That set is broader than reviewers expect:\\n\\n- **Partially-reviewed** groups (e.g. 1 of 4 tasks reviewed): the SQL UPSERT writes `dominant_status_field = NULL` until `reviewed_count = total_count`, so they look \\\"empty\\\" even though work has started.\\n- **Tied** groups (1 accurate + 1 not_accurate): no status wins \u2192 `dominant_status_field = NULL` \u2192 also returned by `empty=true`.\\n\\nIn the grouped DM view the count-ordering fast path inherited the same logic and surfaced the same partial groups with their full task counts \u2014 matching the user-reported \\\"`is empty` returns labeled tasks\\\".\\n\\n**`label_studio/data_manager/managers.py`** \u2014 when the `dm_status` filter operator is `empty`, annotat\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-57c461c5dfe5f849\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-ae537896b2cedd81", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438150, "scanner": "foundry_dataset", "fingerprint": "c12e613d962f747b9be1ae76dce349b9eeb40ff8c416d8d6b8d726e8d2a6228b", "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": "mj94ai/label-studio-custom#165", "human_labels": ["api_integration_gap"], "issue_number": "165", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-769674c1bb19b2e4", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#165\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#165\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'api_integration_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-e1edf4835674cc5b\",\n \"kind\": \"pull_request_body\",\n \"label\": \"api_integration_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/165\",\n \"text\": \"GitHub feedback: api_integration_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/165\\nTitle: data_export: forward ad-hoc DataManager filters to snapshot export\\nBody:\\n## Summary\\n\\nReviewers doing daily ground-truth pulls have been asking to export the rows they're currently looking at \u2014 a single intent for a single day, say \u2014 and getting the whole project instead. The snapshot Export modal forwards the current view id and the groupBy column list, but it does NOT forward the active filter snapshot. If the filter isn't saved as a named view first, the snapshot exporter sees no filter at all and dumps everything that fits the saved view's criteria.\\n\\nThis PR forwards the filter snapshot directly so a user can filter the DataManager grid, click Export, and get exactly the rows they see.\\n\\n## Change\\n\\n**Frontend** \u2014 \\\\`web/apps/labelstudio/src/pages/ExportPage/ExportPage.jsx\\\\`:\\n\\n- Read \\\\`currentView.filterSnapshot\\\\` (the \\\\`{conjunction, items}\\\\` shape the DM already uses) alongside the existing \\\\`view\\\\` id and \\\\`groupBy\\\\` reads.\\n- Pass it through as \\\\`task_filter_options.filters\\\\`.\\n\\n**Backe\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-fecc878776db84c0\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_sour\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-f8684fd4384f386e", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438149, "scanner": "foundry_dataset", "fingerprint": "b5b13dada6ee2a265bf23884429f76090ca9aab415d5123fc7c996a15acfa56e", "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": "mj94ai/label-studio-custom#164", "human_labels": ["runtime_failure"], "issue_number": "164", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-35703170b0b96544", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#164\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#164\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'runtime_failure': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-b3c8796c7f007e5e\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/164\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/164\\nTitle: data_manager: keep DataManager alive when filter refs go stale across queue switches\\nBody:\\n## Summary\\n\\nSwitching between projects in the DataManager while a filter is active blanks out the entire panel and fires four MobX-State-Tree errors plus a \\\\`TypeError: Cannot read properties of null (reading 'results')\\\\`:\\n\\n\\\\`\\\\`\\\\`\\n[mobx-state-tree] You are trying to read or write to an object that is no longer part of a state tree. (Object type: 'TabFilter', Path upon death: '/viewsStore/views/0/filters/0', Subpath: 'filter')\\n[mobx-state-tree] (Object type: 'View', Path upon death: '/viewsStore/views/0')\\n[mobx-state-tree] (Object type: 'late(()=>On)[]', Path upon death: '/viewsStore/views/0/filters')\\nTypeError: Cannot read properties of null (reading 'results')\\n\\\\`\\\\`\\\\`\\n\\nThe reviewer's only option after that is to refresh the browser tab.\\n\\n## Root cause\\n\\n\\\\`TabFilter.filter\\\\` is \\\\`types.reference(TabFilterType)\\\\` \u2014 a hard MST reference, not a soft id. The old project's filter snapshot stays in memory after\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-bfa915f3ae22a6e8\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_art\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-0e49bfeaf2fe6081", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438148, "scanner": "foundry_dataset", "fingerprint": "164cac0a320d3ff69c4b668a1143b8f495fe1aaeac9aadd8af7a1b14b4dee000", "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": "mj94ai/label-studio-custom#163", "human_labels": ["test_ci_gap"], "issue_number": "163", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-e9f74f63e16b2a95", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#163\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#163\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'test_ci_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-cf144b77b7308c26\",\n \"kind\": \"pull_request_body\",\n \"label\": \"test_ci_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/163\",\n \"text\": \"GitHub feedback: test_ci_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/163\\nTitle: data_manager: let grouped rows drill in even when accuracy_columns is empty\\nBody:\\n## Summary\\n\\nDouble-clicking a grouped row in the DataManager silently does nothing on any project whose \\\\`accuracy_columns\\\\` is empty. The reviewer sees a flash of text selection and no drill, no breadcrumb, no console message. The cause is the guard in \\\\`MainView/DataView/Table.jsx\\\\`:\\n\\n\\\\`\\\\`\\\\`js\\nconst accuracyColumns = getRoot(view)?.project?.accuracy_columns ?? [];\\nif (!Array.isArray(accuracyColumns) || accuracyColumns.length === 0) return;\\n\\\\`\\\\`\\\\`\\n\\nWhen that guard fires, the drill is dropped on the floor. Projects that never opted into auto-labeling, or that pivoted to a different review workflow, all hit this dead path even though their rows are clearly grouped (and \\\\`view.groupBy\\\\` has the key the rows are grouped by).\\n\\n## Change\\n\\n\\\\`web/libs/datamanager/src/components/MainView/DataView/Table.jsx\\\\`:\\n\\n- Compute \\\\`drillColumns\\\\` as \\\\`accuracy_columns\\\\` when set, otherwise \\\\`view.groupBy\\\\`. Both have the same shape (\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-8fb74dee7d9158ac\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_art\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-305ac5dfdc05af77", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438147, "scanner": "foundry_dataset", "fingerprint": "348ed9a55679124a5148556e652d6f129f9200da4d7e4503d4aca97a36ce4f0d", "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": "mj94ai/label-studio-custom#160", "human_labels": ["api_integration_gap"], "issue_number": "160", "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": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-a0c3775af20f440f", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#160\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#160\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'api_integration_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-f7ac663796298942\",\n \"kind\": \"pull_request_body\",\n \"label\": \"api_integration_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/160\",\n \"text\": \"GitHub feedback: api_integration_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/160\\nTitle: data_manager: resync_total_counts zeros out emptied groups (stale GSC after bulk delete)\\nBody:\\n## Summary\\n`resync_total_counts` does `INSERT ... ON CONFLICT DO UPDATE` seeded from `SELECT FROM task GROUP BY hash`. Groups whose tasks have all been deleted produce no row in the CTE, so the `ON CONFLICT` never fires for them and `total_count` keeps the pre-delete value. The DM grouped view then shows phantom group rows with stale counters.\\n\\n## How it was caught\\nStaging end-to-end scenario: bulk-deleted 50 of 100 tasks via `/api/dm/actions?id=delete_tasks`. Result:\\n- `group_members` cascaded to 0 via FK (correct)\\n- `GroupStatusCache.total_count` for the emptied group remained 50 (wrong)\\n\\n## Why the per-task post_delete handler doesn't catch this\\nThe bulk-delete action unlinks tasks first (`task.project=None`), so by the time the per-task `post_delete` handler fires the instance has no `project_id` and the handler short-circuits before calling `GroupStatusCache.on_task_removed`. `resync_total_\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-8a6a32518a847067\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8,\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-510b826387ab83c0", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438146, "scanner": "foundry_dataset", "fingerprint": "80db7e81481a3300624fa9832b85a3bf73e9573d89149fa3342b49cfe1c40a6d", "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": "mj94ai/label-studio-custom#159", "human_labels": ["test_ci_gap"], "issue_number": "159", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-af4253c8071626fc", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#159\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#159\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'test_ci_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-f6745c308fa5dda2\",\n \"kind\": \"pull_request_body\",\n \"label\": \"test_ci_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/159\",\n \"text\": \"GitHub feedback: test_ci_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/159\\nTitle: tests: mark drilled-view-cache-version tests with transaction=True\\nBody:\\n## Summary\\nTwo tests asserted that a second bulk-update bumps the `group_agg_map` cache version so the drilled view picks up the new comment immediately:\\n- `test_pr116_edge_cases::test_drilled_view_reflects_second_bulk_update_immediately`\\n- `test_pr116_mega_integration::test_chain_bulk_update_to_drilled_view_immediate`\\n\\nBoth used the default `@pytest.mark.django_db` (Django `TestCase`, never-committing wrapping transaction). The bulk-update view bumps the cache version via `transaction.on_commit` \u2014 which is silently dropped under `TestCase` \u2014 so the second `_bulk_update` never advanced the cache key, and the second drilled-view read served the cached `first` instead of the new `second`.\\n\\n**Production code is correct.** The test plumbing was wrong: production runs the bulk-update outside a wrapping non-committing transaction, so `on_commit` fires as designed. The test marker is the only thing changing.\\n\\n## Test plan\\n- [x] Bot\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-49d1840800a68d8b\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_has_sour\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-eaa15140b733ae94", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438145, "scanner": "foundry_dataset", "fingerprint": "a5dd41fe3d88782d60b9d6875bbaaa571b1f7578fdd56c14fade93d0973f7540", "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": "mj94ai/label-studio-custom#158", "human_labels": ["human_feedback_general"], "issue_number": "158", "thread_label": "thread_needs_classification", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-b42ec4639a56e2a4", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#158\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#158\nRepo: mj94ai/label-studio-custom\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-560bb7e07f26eba8\",\n \"kind\": \"pull_request_body\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/158\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/158\\nTitle: tests: split drain-permission no-user case by job kind\\nBody:\\n## Summary\\n- `_drain_time_permission_check` was hardened to fail closed when a user-facing job kind (`GROUP_BULK_UPDATE` / `BULK_REVIEW` / `IMPORT`) has no associated user \u2014 only system-triggered `GSC_REBUILD` is allowed to drain anonymously.\\n- `test_drain_time_permission_check_no_user_no_check` still passed a `GROUP_BULK_UPDATE` job with `created_by=None` and asserted no raise, so it failed against the hardened implementation with `PermissionError: refusing to drain \u2014 created_by_id is null`.\\n- Replace the single test with two assertions matching the actual contract:\\n - `GSC_REBUILD` with no user: no raise\\n - `GROUP_BULK_UPDATE` with no user: `PermissionError`\\n\\n## Test plan\\n- [x] All 9 tests in `test_queue_gaps_pr116.py` pass locally\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-0f301a48c60414a2\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"ci\": 1, \"docs\": 3, \"schemas\": 1, \"tests\": 3}\nHelicopter views: {\"graphs\": 2, \"schemas\": 2}\nBundle labels: {\"source_backed_fake_real_ve\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-da237f97a28b69e6", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438144, "scanner": "foundry_dataset", "fingerprint": "b36c979948a76d6a2f4705dc2af50d5fb4ad764bb435888b6f15837e1117ac25", "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": "mj94ai/label-studio-custom#157", "human_labels": ["runtime_failure"], "issue_number": "157", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-5f9aeee51599d01d", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#157\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#157\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'runtime_failure': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-6aabd9b54f0ed9f5\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/157\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/157\\nTitle: tests: declare ACK_DRIFT in init_container_drift test\\nBody:\\n## Summary\\n- `test_all_custom_migrations_in_init_schema_list` references `ACK_DRIFT` (allow-list for acknowledged-drift migrations) but the constant was never defined, so the test always crashed with `NameError` instead of evaluating the actual drift check.\\n- Define `ACK_DRIFT = set()` so the assertion runs. Today there are no acknowledged-drift migrations, so the test passes; the constant exists so future drift can be opt-in via the set rather than re-introducing the NameError shape.\\n\\n## Out of scope for this PR\\nThe sibling test `test_indexes_present_somewhere` still fails on a real production drift: `task_project_id_covering` (the covering index for TaskListAPI pagination from `tasks/0065_performance_indexes`) is in `custom_migrations` of `init_schema.py` but has no matching `CREATE INDEX` block. On existing-deploy upgrades the index will never be created. Tracking separately.\\n\\n## Test plan\\n- [x] `pytest label_studio/data_manager/t\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-3166b970d76a68d0\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_ha\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-9a8b359240d9db2a", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438143, "scanner": "foundry_dataset", "fingerprint": "7950f047182f93508a73675c19121cf88860b46dfc2e748aca4030a4d6f6c941", "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. 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Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "mj94ai/label-studio-custom#152", "human_labels": ["runtime_failure"], "issue_number": "152", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-8154b4167225736e", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#152\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#152\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'runtime_failure': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-087c08d75179f63d\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/152\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/152\\nTitle: rqworker: transient retry for import/webhook + rebind user in async_reimport\\nBody:\\n## Summary\\n\\nTwo HIGH-severity correctness fixes on the Django RQ enqueue surface, identified by the 10-agent rqworker audit:\\n\\n| # | Fix | Severity |\\n|---|---|---|\\n| 1 | Add `transient_retry_policy()` + `rq_retry` kwarg passthrough; wire to `async_import_background`, `async_reimport_background`, `run_webhook_sync`, `emit_webhooks_for_instance_sync` | HIGH |\\n| 2 | `async_reimport_background` rebinds the user (int id \u2192 fresh User), re-checks `is_active` + project access at execution time | HIGH |\\n\\n## Why now\\n\\nThe audit found:\\n- **Zero `Retry()` config across 135 enqueue sites.** Any transient Postgres serialisation conflict, REDB hiccup, or worker eviction permanently fails the job. 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Lands as ONE PR per the user's request. Sits on top of PR 150 (cache-warmer overhaul) since two of the fixes patch files PR 150 introduces.\\n\\n| Tier | Theme | What lands |\\n|---|---|---|\\n| **A** | Correctness + safety | A1 drift-cron try-lock + skip active job. A2 drift-cron size guard. A3 IMPORT enqueue idempotent. A4 reaper/worker identity guard. A5 cache warmer skip on active job. |\\n| **B** | Scale + observability | B1 queue-depth HPA + maxReplicas 6. B2 LISTEN/NOTIFY drain loop. B3 `/healthz` HTTP probe. B4 five new Prometheus metrics. |\\n| **C** | Hygiene | C1 `purge_old_bulk_jobs` mgmt + nightly cron. C2 exception classification (fail-fast). C3 MAX_ATTEMPTS doc fix. |\\n| **D** | Benchmark | D1 `tools/bulk_worker_bench.sh` + compare.py mirr\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-951428814578b525\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_h\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-a454c4ee7a4db581", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438139, "scanner": "foundry_dataset", "fingerprint": "22286c75bf4ed7fd153ed9ea9df1465dc604aa05f114ce6c60f804facf2f3198", "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": "mj94ai/label-studio-custom#150", "human_labels": ["api_integration_gap"], "issue_number": "150", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-7fb87b74a375db9f", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#150\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#150\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'api_integration_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-bd91ed1ded068be0\",\n \"kind\": \"pull_request_body\",\n \"label\": \"api_integration_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/150\",\n \"text\": \"GitHub feedback: api_integration_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/150\\nTitle: perf: cache warmer overhaul \u2014 leak patches + view-driven warm + GSC drift cron + drilldown index extension + analytics presets\\nBody:\\n## Summary\\n\\nSix coordinated changes that make the DataManager cache warmer earn its keep at scale and close two silent integrity gaps in `GroupStatusCache` maintenance.\\n\\n| # | Change | File |\\n|---|---|---|\\n| 1 | `add_data_field` + `cache_labels` reconcile GSC + invalidate response cache on bulk mutations | `data_manager/actions/{experimental,cache_labels}.py` |\\n| 2 | `hey`-based benchmark harness with statistical gate (\u0394p95 \u2265 10 ms + p<0.01) | `tools/cache_warmer_bench.sh` + `_compare.py` |\\n| 3 | View-driven warming + `View`/`FilterGroup` post-save invalidation signals | `data_manager/cache_warming.py` + `signals.py` |\\n| 4 | New `check_gsc_freshness` management command + `cronjob-gsc-drift-check.yaml` | `data_manager/management/commands/check_gsc_freshness.py` + helm template |\\n| 5 | `_parse_date_filters` rounds `date_to` to the minute; warmer hits 4 presets\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-95ee86e6d8ea62a8\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-20fbdf2cec5ba534", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438138, "scanner": "foundry_dataset", "fingerprint": "8450f847cb09bdb9ade3170589468652e27bf07e40215b4f40d10785dd02f926", "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": "mj94ai/label-studio-custom#149", "human_labels": ["test_ci_gap"], "issue_number": "149", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-8047040783fc5af7", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#149\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#149\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'test_ci_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-a0706153607ff07f\",\n \"kind\": \"pull_request_body\",\n \"label\": \"test_ci_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/149\",\n \"text\": \"GitHub feedback: test_ci_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/149\\nTitle: ops: nightly cleanup_old_exports CronJob + enable rqworker in prod-values\\nBody:\\n## Summary\\n\\nTwo changes bundled because they both target prod ops gaps:\\n\\n### 1. New `cleanup_old_exports` nightly CronJob\\n\\nDeletes `Export` rows + their snapshot files older than `--retention-days` (default 14), then reaps orphan files in the export directory that no longer have a DB row pointing at them. Mounts the shared data PVC so it runs against the same volume the web pod writes to.\\n\\nWhy now: the data PVC backs up snapshots on every export request and nothing has been removing them. With 40K-task daily ingest cadence and frequent reviewer-driven exports, the export directory grows unbounded.\\n\\n| Knob | Default |\\n|---|---|\\n| `exportCleanup.enabled` | `false` (base), `true` in prod |\\n| `exportCleanup.schedule` | `0 4 * * *` (after recompute-aggregates@3am and purge-rq-failed-jobs@3:30am) |\\n| `exportCleanup.retentionDays` | `14` |\\n\\n### 2. `rqworker.enabled: true` in `helm-lab/prod-values.yaml`\\n\\nThe previous `false` \"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-cbc20c6d3004bc44\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-58da63ff4d275f85", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438137, "scanner": "foundry_dataset", "fingerprint": "c0ec8dd9d4d140d858adc4c160725ad89dd44388cd58647fccd14a0c068cd3c6", "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": "mj94ai/label-studio-custom#148", "human_labels": ["runtime_failure"], "issue_number": "148", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-4dae7a533b99aa85", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#148\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#148\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'runtime_failure': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-be920c0103ec9510\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/148\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/148\\nTitle: dm: preserve saved groupBy/ordering/hiddenColumns/displayType/widths on view hydration\\nBody:\\n## Summary\\n\\nWhen a project has no `accuracy_columns` set, the DataManager loses saved view state on every hard refresh \u2014 not just `groupBy`, but also `ordering`, `hiddenColumns`, `columnsDisplayType`, and `columnWidths`. This PR fixes all five.\\n\\n## Root cause\\n\\n`store.js` runs a `dataCleanup` pass on view hydrate that filters saved column-id references against the live columns list using strict `c.id === col`. But the two sides use different formats:\\n\\n- saved data is unprefixed: `\\\"data.a_nodemtxr\\\"`\\n- runtime column ids carry the alias prefix: `\\\"tasks:data.a_nodemtxr\\\"`\\n\\nSo every saved reference gets stripped on every hydrate, in five separate spots in `dataCleanup`. Projects with `accuracy_columns` set get rescued for `groupBy` only by `afterCreate` in `tab.js`; everything else stays broken even with the rescue.\\n\\n## Fix\\n\\nExtract `dataCleanup` and a new `columnMatches(c, savedId)` helper into a standalon\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-a9ea335824650c3f\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\":\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-051a9fca8c6bfff0", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438136, "scanner": "foundry_dataset", "fingerprint": "17ee683bae7fd9ac9f0c082ecdc3a6743ff51b6f2b6cb88602f6bcb88faed7dd", "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": "mj94ai/label-studio-custom#147", "human_labels": ["api_integration_gap"], "issue_number": "147", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-d1eb9209eb7ae392", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#147\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#147\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'api_integration_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-cfa8ea30842983ef\",\n \"kind\": \"pull_request_body\",\n \"label\": \"api_integration_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/147\",\n \"text\": \"GitHub feedback: api_integration_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/147\\nTitle: prefect_fix: chunked /import ingest + export() flow\\nBody:\\n## Summary\\n\\nUpdates `tools/local-repro/prefect_fix/main.py` with two Prefect-side changes. Lives entirely under `tools/local-repro/` \u2014 does not ship Label Studio code. Paste-replace pattern.\\n\\n### `ingest()` \u2014 chunked `/import`\\n\\nSwitches from per-row `POST /api/projects//tasks` to chunked `POST /api/projects//import`. Same `@flow` signature, env vars, and `Completed`/`Failed` return shape.\\n\\n**Measured speedup: ~20\u00d7 wall time at 20K rows** (444s \u2192 22s, ~917 tasks/s). 400K backfill projects to ~3 min. Default chunk size 1000 was picked from an empirical sweep \u2014 caps the per-batch `ProjectSummary` lock window at ~1.6s so concurrent annotators aren't visibly blocked. Bump `LABELFLOW_CHUNK_SIZE` to 2000\u20135000 for off-hours backfills.\\n\\n### `export()` \u2014 new flow mirroring `ingest()`\\n\\n`AsyncLabelStudioExportClient` + `@flow export(...)`: create snapshot \u2192 poll \u2192 stream-download \u2192 upload to S3. Same resilient httpx patterns as ingest \"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-ccf13677b6dd62ba\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\":\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-b9c4a7c575217667", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438135, "scanner": "foundry_dataset", "fingerprint": "6aa596c6ca20dca8732ba62cde902a72d03583b123abd5d696ce5782310399fd", "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": "mj94ai/label-studio-custom#145", "human_labels": ["deployment_env_gap"], "issue_number": "145", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-b487160b40bc2f72", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#145\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#145\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'deployment_env_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-38d4b79fa7735170\",\n \"kind\": \"pull_request_body\",\n \"label\": \"deployment_env_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/145\",\n \"text\": \"GitHub feedback: deployment_env_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/145\\nTitle: data_import: narrow ProjectSummary lock window in async_import_background\\nBody:\\n## Summary\\n- `async_import_background` held `ProjectSummary.select_for_update()` across `auto_label_new_tasks`, `reconcile_group_members_for_tasks`, and `recalculate_cached_counters`. On a 100K+ task project those run for tens of seconds.\\n- Concurrent annotation submits update the same `ProjectSummary` row via the post-save signal (`summary.save(update_fields=['created_annotations', 'created_labels'])`) and block on that row lock until the gateway upstream_timeout fires \u2014 surfaces as **Bad Gateway** in the labeling UI.\\n- This change moves the slow ops outside the `transaction.atomic()` block. The pattern matches what `_async_import_background_streaming` and `bulk_update_jobs.process_job` already do.\\n\\n## Mitigation paths\\n- **Code fix** (this PR): narrows the lock window for all callers of `async_import_background`.\\n- **Short-term workaround**: enable `fflag_fix_back_plt_902_async_import_background_oom_fix_220920\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-bc0d5dff142aea03\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"re\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-c54dba1902317753", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438134, "scanner": "foundry_dataset", "fingerprint": "ca5b5f2ea0b44de54139a6c925d959cfa46872bab554bd2dc3dd912c61ef6f92", "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": "mj94ai/label-studio-custom#143", "human_labels": ["runtime_failure"], "issue_number": "143", "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": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-c13bc7212973ad5e", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#143\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#143\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'runtime_failure': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-4369da22fa8bb03e\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/143\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/143\\nTitle: dm: stream rebuild_for_project by task-id chunks\\nBody:\\n## Summary\\n- Replaces the load-everything-into-memory rebuild with a streaming pass over 10K-row task chunks. Each chunk fetches only its own annotations, computes group counts, and tracks the representative task for comment lookup. Per-chunk accumulators are dropped after each iteration.\\n- After the refactor, memory is `O(chunk) + O(distinct groups)` \u2014 independent of total task count. At 164K tasks the peak drops from ~100MB to ~7MB; at the projected July volume of 3.6M tasks it stays in the same range instead of OOM-killing the 1Gi worker pod.\\n- Because each chunk's `ann_ids` list is naturally bounded by the chunk size, the 65,535 bind-parameter ceiling that caused the autocommit crash is no longer reachable from this code path (which makes #141's IN-clause chunk redundant once this lands \u2014 the conflict resolution is just deletion of the now-unused `IN_CHUNK` loop).\\n\\n## What changed\\n- `data_manager/models.py::GroupStatusCache.rebuild_fo\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-9c65084d623233af\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_has_\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-84632648272bec16", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438133, "scanner": "foundry_dataset", "fingerprint": "5d064dea6912773af7873f72eb3d9d6ae2a946a80129536b4dc32cd1304223f8", "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": "mj94ai/label-studio-custom#134", "human_labels": ["api_integration_gap"], "issue_number": "134", "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": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-f2a922be580b9837", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#134\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#134\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'api_integration_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-219d92e2085740e1\",\n \"kind\": \"pull_request_body\",\n \"label\": \"api_integration_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/134\",\n \"text\": \"GitHub feedback: api_integration_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/134\\nTitle: helm: mount shared PVC in rqworker so exports land where the web pod reads them\\nBody:\\n## Summary\\n\\n- rqworker was writing export files to its pod's ephemeral `/tmp/labelstudio-data/media/export//` while the web pod's download endpoint reads from the shared PVC at `/label-studio/data/media/export//`. Export jobs completed successfully but the file never reached a path the web pod could serve, producing \\\"file not existing\\\" download failures.\\n- Mounts the same `label-studio-data` PVC (subPath `data`) on the rqworker container and points `LABEL_STUDIO_BASE_DATA_DIR` at `/label-studio/data`, mirroring the web pod's setup in `helm-lab/templates/deployment.yaml`.\\n- Drops the now-unneeded `export LABEL_STUDIO_BASE_DATA_DIR=/tmp/labelstudio-data` + `mkdir -p` from the rqworker startup script since the mount provides a writable directory.\\n\\nPVC is `ReadWriteMany` (`ontap-nas`), so concurrent mounts from the web pod and rqworker are supported. Both deployments use the same `.Values.securityCon\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-02b2170013b869ef\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8,\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-160a1342ae12c684", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438132, "scanner": "foundry_dataset", "fingerprint": "248db1491a118fe8e1c2551559af0871c2654251747350dec135bad30cbca63d", "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": "mj94ai/label-studio-custom#133", "human_labels": ["agent_instruction_gap"], "issue_number": "133", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.86, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-f034bd99df10cb87", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#133\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#133\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'agent_instruction_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-244697db4cef3e44\",\n \"kind\": \"pull_request_body\",\n \"label\": \"agent_instruction_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/133\",\n \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/133\\nTitle: Revert #131: analytics fallback + groupBy persistence\\nBody:\\nReverts #131.\\n\\nInverse of `e285108`. Three files restored to their pre-#131 state:\\n\\n- `label_studio/projects/api_analytics.py` \u2014 restores the per-task latest-annotation lookup\\n- `label_studio/projects/tests/test_analytics_cases.py` \u2014 drops the two regression tests added in #131\\n- `web/libs/datamanager/src/stores/Tabs/store.js` \u2014 restores `dataCleanup` matching against `c.id` only\\n\\nNo conflicts with #132 (its parent commit) \u2014 clean automatic revert.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-04223fccc60ce78e\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"ci\": 1, \"docs\": 3, \"schemas\": 1, \"tests\": 3}\nHelicopter views: {\"graphs\": 2, \"schemas\": 2}\nBundle labels: {\"source_backed_fake_real_verification_bundle\": 1}\nCo-occurrence labels: {\"fake_real_data_plus_verification_gap\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-assumption_checks-59bdef42adf1c285", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_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": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 438131, "scanner": "foundry_dataset", "fingerprint": "63f310b1f08cdadcc4dfe6feafd61693f8d258de7ebf40a5cd6bcfda07bddaca", "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": "mj94ai/label-studio-custom#132", "human_labels": ["runtime_failure"], "issue_number": "132", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-d11a99df7450c70f", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 5, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#132\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#132\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 5\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'runtime_failure': 1}\nPolarities: {'bad': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-e3e11cdfeb32a845\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/132\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/132\\nTitle: tools/local-repro: server-side refresh-token patch for gatekeeper proxy\\nBody:\\n## Summary\\n- Stages patch artifacts under `tools/local-repro/gatekeeper_fix/` for the gatekeeper Go proxy.\\n- The fix moves OIDC refresh from a client-side iframe to the server \u2014 gatekeeper calls the IdP's token endpoint with `grant_type=refresh_token` whenever the cached access token is near expiry.\\n- Closes the `Unexpected token '<', \\\"\\nThis `710.js` file is a webpack chunk containing FFT (Fast Fourier Transform) / WebAssembly libraries completely unrelated to the \\\"Group By\\\" feature described in the PR. It contains multiple hardcoded local developer filesystem paths (e.g., `file:///Users/max/Documents/label_studio-1.22.0/web/node_modules/webfft/...`) baked into the compiled output. This leaks a developer's local directory structure and username into production code, and the file itself appears to be an unintended build artifact that doesn't belong in this PR.\\n\\n\\n\\n\\n\\n
60s; worker pod may be down\\\" for any project with more than ~65,536 annotated tasks. Below that threshold the query works; above it, every rebuild fails on the same line.\\n- Fix: batch the IN clause at 10K. Regression test seeds 70K annotated tasks and asserts `rebuild_for_project` compl\"\n },\n {\n \"id\": \"github-feedback-comment-c7237fe8e2b60968\",\n \"kind\": \"issue_comment\",\n \"label\": \"mock_placeholder\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/141#issuecomment-4472588247\",\n \"text\": \"GitHub feedback: mock_placeholder\\nPolarity: bad\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/141#issuecomment-4472588247\\nTitle: \\nBody:\\nClosing \u2014 the premise doesn't hold up on the current stack (Django 5.1.15 + psycopg 3.3.4 + PG 13.23).\\n\\nVerified empirically: `Annotation.objects.filter(id__in=ann_ids)` with 1,000,\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-bad_chains-2a35de9ef7d608fe", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 443870, "scanner": "foundry_dataset", "fingerprint": "a2ecbe255c0a74af4b4b2bc560626acbc484bf6cdecc4fee492d7e19cbe3cfdf", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. 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Line 136 is just the first failing block \u2014 line 149/202 in the original error are the enclosing `route` blocks in the parse stack.\\n- **Caddyfile**: all 12 host references in `dynamic a { name ... }` blocks now use `{$VAR:default}` form. Defaults are explicit placeholder hostnames (`labelflow-{tenant}-host-not-set`) so DNS won't resolve them \u2014 `dynamic a` tolerates that by leaving the upstream list empty, and tenant blocks only match by `X-Tenant-ID`/host pattern anyway, so undeployed tenants stay inert instead of breaking the whole config.\\n- **deployment.yaml**: belt-and-suspenders \u2014 the four `value:` lines also wrap `.Values.labelflow*H\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-3039548206c77349\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: mj94ai/label-studio-custom\nGraph label: source_backed_multi_signal_graph\nNodes: 16\nEdges: 24\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"helicopter_repo_view\": 4, \"repo\": 1, \"source_artifact\": 8, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 3, \"artifact_supports_verification\": 5, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_graphs_helicopter_view\": 2, \"repo_has_schemas_helicopter_view\": 2, \"repo_has_source_artifact\": 8, \"repo_has_source_bundl\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-bad_chains-a6ee561f827fcaa1", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 443869, "scanner": "foundry_dataset", "fingerprint": "9139f14ff22b5253c463ef86a175088934c3e3ab5dbcb8a840b9042191c3fa14", "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": "mj94ai/label-studio-custom#138", "human_labels": ["human_feedback_general", "mock_placeholder"], "issue_number": "138", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.67, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-ab1febdadba525b4", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 3, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: bad_chains\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#138\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#138\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 2\nLinked commit count: 3\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'mock_placeholder': 1, 'human_feedback_general': 1}\nPolarities: {'bad': 1, 'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-9f4f9c6d6a97e8a8\",\n \"kind\": \"pull_request_body\",\n \"label\": \"mock_placeholder\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/138\",\n \"text\": \"GitHub feedback: mock_placeholder\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/138\\nTitle: rq: shorter default failure_ttl + purge_rq_failed_jobs management command\\nBody:\\n## Summary\\n\\nCompanion to the webhook-skip-enqueue fix. Where that one stops API requests from being blocked by a full Redis, this one slows the rate at which Redis *gets* full and gives ops a tool to drain it.\\n\\n**Code changes:**\\n\\n1. \\\\`RQ_FAILED_JOB_TTL\\\\` default lowered 30 days \u2192 7 days (env-overridable via \\\\`RQ_FAILED_JOB_TTL\\\\`). The previous 30-day default lets failed jobs accumulate in \\\\`rq:failed:\\\\` ZSETs across weeks of webhook-delivery / ML-backend / io_storages hiccups. 7 days is still enough to investigate Friday failures on Monday morning, with an order of magnitude less Redis memory pressure at steady state.\\n2. New management command \\\\`python manage.py purge_rq_failed_jobs\\\\` for one-time backlog cleanup or scheduled rolloff:\\n - \\\\`--queue \\\\` \u2014 scope to a single configured queue (default: all of \\\\`settings.RQ_QUEUES\\\\`)\\n - \\\\`--older-than-hours N\\\\` \u2014 only purge jobs whose \\\\`ended_at\\\\` is ol\"\n },\n {\n \"id\": \"github-feedback-comment-b00ea29551d2568d\",\n \"kind\": \"issue_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/138#issuecomment-4451026753\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/138#issuecomment-4451026753\\nTitle: \\nBody:\\nSuperseded by #139 \u2014 combined with #137 into a single package PR.\"\n }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-bad_chains-c7ef638f84cba409", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 443868, "scanner": "foundry_dataset", "fingerprint": "e39bfe43a2ef75b5c974edd8434822e6540c5482d954a4e51e1fb3a434c7f70e", "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": "mj94ai/label-studio-custom#137", "human_labels": ["human_feedback_general", "mock_placeholder"], "issue_number": "137", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.67, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-4e0aaa9460431c8e", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"ci": 1, "docs": 3, "tests": 3, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 3, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 5, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: bad_chains\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#137\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: mj94ai/label-studio-custom#137\nRepo: mj94ai/label-studio-custom\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 2\nLinked commit count: 3\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'mock_placeholder': 1, 'human_feedback_general': 1}\nPolarities: {'bad': 1, 'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-0877a9a7d05aba7f\",\n \"kind\": \"pull_request_body\",\n \"label\": \"mock_placeholder\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/137\",\n \"text\": \"GitHub feedback: mock_placeholder\\nPolarity: bad\\nKind: pull_request_body\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/137\\nTitle: webhooks: skip RQ enqueue when no active subscribers exist\\nBody:\\n## Summary\\n\\nFixes a Redis-side failure mode where creating a project surfaces \\\\`Runtime error: command not allowed when used memory > 'maxmemory'\\\\` in the UI, even when the organization has no webhook subscribers configured.\\n\\n**Root cause:** \\\\`emit_webhooks_for_instance\\\\` and \\\\`emit_webhooks\\\\` in \\\\`label_studio/webhooks/utils.py\\\\` were calling \\\\`start_job_async_or_sync(...)\\\\` unconditionally when the \\\\`fflag_fix_back_lsdv_4604_excess_sql_queries_in_api_short\\\\` flag is on. The \\\\\\\"do we actually have any subscribers?\\\\\\\" check only ran inside the worker (in \\\\`emit_webhooks_for_instance_sync\\\\` / \\\\`emit_webhooks_sync\\\\`). So every \\\\`@api_webhook\\\\`-decorated create/update API paid the Redis enqueue cost just to have a worker discover there's nothing to send and return.\\n\\nThe first RQ write on a cold queue is \\\\`SADD rq:queues rq:queue:default\\\\` (queue registration). On a Redis instance at \\\\`maxmemory\\\\` with \\\\`noeviction\\\\`, that single byt\"\n },\n {\n \"id\": \"github-feedback-comment-90049571086a07ff\",\n \"kind\": \"issue_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/mj94ai/label-studio-custom/pull/137#issuecomment-4451026541\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_comment\\nRepo: mj94ai/label-studio-custom\\nAuthor: mj94ai (User)\\nURL: https://github.com/mj94ai/label-studio-custom/pull/137#issuecomment-4451026541\\nTitle: \\nBody:\\nSuperseded by #139 \u2014 combined with #138 into a single package PR for one-shot review and merge.\"\n }\n]\nChanged files\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "comment-chain-pattern-bad_chains-ebf12cf58ddef2e5", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "mj94ai/label-studio-custom", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_auth_guardrail_gap", "level": "error", "message": {"text": "Foundry mined security auth guardrail gaps: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 455919, "scanner": "foundry_dataset", "fingerprint": "0e55a2a4f3889a63f6e82ce66a5abc31ef1f1b216defab6d254da86f67b059c7", "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": {"bug_fix": 1, "source_or_other": 3, "security_auth_secret": 1, "verification_or_tests": 1, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "claimed_resolved_with_verification_signal": 3, "human_reported_issue_then_verified_fix_attempt": 1}, "source": "graph_query_export", "motif_id": "security_auth_without_guardrails", "outcomes": {"claimed_resolved_with_verification_signal": 6}, "polarity": "bad", "query_id": "security_auth_guardrail_gaps", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 22, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 3, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 1, "comment_chain_links_commit": 2, "comment_chain_touches_file": 3, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 14, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 1, "pr_file": 3, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#202", "issue_number": "202", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "assumption_check", "source_motif_id": "graph-pattern-motif-thread-70f3755c0aec3251", "graph_gold_label": "supported_by_verification_signal", "changed_file_labels": {"source_or_other": 12}}, "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_verification_signal\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#202\nEvidence:\nGraph motif: Security/auth change without enough guardrails\nMotif id: security_auth_without_guardrails\nPolarity: bad\nTraining usage: assumption_check\nSeverity: critical\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#202\nGraph gold label: supported_by_verification_signal\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#202\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 202\nGraph consistency label: supported_by_verification_signal\nNodes: 14\nEdges: 22\nNode types: {'pr_file': 3, 'link_quality': 3, 'commit': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'thread_touches_file': 3, 'comment_chain_touches_file': 3, 'chain_has_link_quality': 3, 'issue_chain_touches_file': 3, 'comment_chain_links_commit': 2, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'source_or_other': 3, 'claimed_resolved_with_verification_signal': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'security_auth_secret': 1, 'human_reported_issue_then_verified_fix_attempt': 1, 'verification_or_tests': 1, 'bug_fix': 1}\nOutcomes: {'claimed_resolved_with_verification_signal': 6}\nQuality tiers: {'high_confidence': 3}\nCI labels: {}\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/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-2886617ca1b22572", "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": "mj94ai/label-studio-custom", "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: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 455918, "scanner": "foundry_dataset", "fingerprint": "6aa1c9962ccc00a7a962ef2bdf598ab6d30e4bd8aff9203bb4e4e45520b1d90b", "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": {"bug_fix": 2, "security_or_secrets": 1, "security_auth_secret": 1, "verification_or_tests": 1, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "claimed_resolved_with_verification_signal": 3, "human_reported_issue_then_verified_fix_attempt": 1}, "source": "graph_query_export", "motif_id": "security_auth_without_guardrails", "outcomes": {"claimed_resolved_with_verification_signal": 6}, "polarity": "bad", "query_id": "security_auth_guardrail_gaps", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 15, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 4, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 13, "node_types": {"repo": 1, "commit": 4, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#136", "issue_number": "136", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "assumption_check", "source_motif_id": "graph-pattern-motif-thread-5b20aaa9c2621827", "graph_gold_label": "supported_by_verification_signal", "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: supported_by_verification_signal\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#136\nEvidence:\nGraph motif: Security/auth change without enough guardrails\nMotif id: security_auth_without_guardrails\nPolarity: bad\nTraining usage: assumption_check\nSeverity: critical\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#136\nGraph gold label: supported_by_verification_signal\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#136\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 136\nGraph consistency label: supported_by_verification_signal\nNodes: 13\nEdges: 15\nNode types: {'commit': 4, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_links_commit': 4, '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: {'claimed_resolved_with_verification_signal': 3, 'bug_fix': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'security_auth_secret': 1, 'human_reported_issue_then_verified_fix_attempt': 1, 'verification_or_tests': 1, 'security_or_secrets': 1}\nOutcomes: {'claimed_resolved_with_verification_signal': 6}\nQuality tiers: {'high_confidence': 3}\nCI labels: {}\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/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-ae773cf70e540f5a", "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": "mj94ai/label-studio-custom", "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: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 455917, "scanner": "foundry_dataset", "fingerprint": "a2bbe63091462238d16affafd640d731f0c0ca31142fa7bf7f2f2b5689d39328", "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": {"bug_fix": 2, "security_or_secrets": 1, "security_auth_secret": 1, "verification_or_tests": 1, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "claimed_resolved_with_verification_signal": 3, "human_reported_issue_then_verified_fix_attempt": 1}, "source": "graph_query_export", "motif_id": "security_auth_without_guardrails", "outcomes": {"claimed_resolved_with_verification_signal": 6}, "polarity": "bad", "query_id": "security_auth_guardrail_gaps", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 15, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 4, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 13, "node_types": {"repo": 1, "commit": 4, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#135", "issue_number": "135", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "assumption_check", "source_motif_id": "graph-pattern-motif-thread-4d31e029fcf78b10", "graph_gold_label": "supported_by_verification_signal", "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: supported_by_verification_signal\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#135\nEvidence:\nGraph motif: Security/auth change without enough guardrails\nMotif id: security_auth_without_guardrails\nPolarity: bad\nTraining usage: assumption_check\nSeverity: critical\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#135\nGraph gold label: supported_by_verification_signal\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#135\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 135\nGraph consistency label: supported_by_verification_signal\nNodes: 13\nEdges: 15\nNode types: {'commit': 4, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_links_commit': 4, '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: {'claimed_resolved_with_verification_signal': 3, 'bug_fix': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'security_auth_secret': 1, 'human_reported_issue_then_verified_fix_attempt': 1, 'verification_or_tests': 1, 'security_or_secrets': 1}\nOutcomes: {'claimed_resolved_with_verification_signal': 6}\nQuality tiers: {'high_confidence': 3}\nCI labels: {}\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/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-da83d1c9a79ae6e9", "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": "mj94ai/label-studio-custom", "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: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 451812, "scanner": "foundry_dataset", "fingerprint": "8a8d5382de00cd1b30841444f774865b06d85b876f68deff09ff4f1443d0eefb", "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": {"bug_fix": 2, "mock_placeholder": 1, "verification_or_tests": 1, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "claimed_resolved_with_verification_signal": 3, "human_reported_issue_then_verified_fix_attempt": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"claimed_resolved_with_verification_signal": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 14, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 3, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 12, "node_types": {"repo": 1, "commit": 3, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#172", "issue_number": "172", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-3ed11b2a6a527978", "graph_gold_label": "supported_by_verification_signal", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_verification_signal\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#172\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#172\nGraph gold label: supported_by_verification_signal\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#172\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 172\nGraph consistency label: supported_by_verification_signal\nNodes: 12\nEdges: 14\nNode types: {'commit': 3, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_links_commit': 3, 'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'claimed_resolved_with_verification_signal': 3, 'bug_fix': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'mock_placeholder': 1, 'human_reported_issue_then_verified_fix_attempt': 1, 'verification_or_tests': 1}\nOutcomes: {'claimed_resolved_with_verification_signal': 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/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-446ad596ddca5e4b", "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": "mj94ai/label-studio-custom", "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: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 451811, "scanner": "foundry_dataset", "fingerprint": "c0a612048bc84c8c5e617039fe77f1e52d5530f3aefb70b4d346a610290eba20", "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": {"bug_fix": 2, "mock_placeholder": 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": "mock_as_real_or_placeholder", "outcomes": {"claimed_resolved_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 13, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 11, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#161", "issue_number": "161", "quality_tiers": {"weak_supervision": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-9354feb2dd7c56f3", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#161\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#161\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#161\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 161\nGraph consistency label: weak_supervision_needs_review\nNodes: 11\nEdges: 13\nNode types: {'link_quality': 3, 'commit': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'comment_chain_links_commit': 2, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'claimed_resolved_unverified': 3, 'bug_fix': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'mock_placeholder': 1, 'human_reported_issue_then_fix_attempt': 1}\nOutcomes: {'claimed_resolved_unverified': 6}\nQuality tiers: {'weak_supervision': 3}\nCI labels: {}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-32b14e4c37abece1", "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": "mj94ai/label-studio-custom", "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: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 451810, "scanner": "foundry_dataset", "fingerprint": "4d6e9b62abf7e8797f114a8c8a1c75390e7655b06574c329d4d7123040365edd", "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": {"bug_fix": 1, "mock_placeholder": 1, "verification_or_tests": 1, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "claimed_resolved_with_verification_signal": 3, "human_reported_issue_then_verified_fix_attempt": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"claimed_resolved_with_verification_signal": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 13, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 11, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#156", "issue_number": "156", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-5cfe40b8577c8af1", "graph_gold_label": "supported_by_verification_signal", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_verification_signal\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#156\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#156\nGraph gold label: supported_by_verification_signal\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#156\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 156\nGraph consistency label: supported_by_verification_signal\nNodes: 11\nEdges: 13\nNode types: {'link_quality': 3, 'commit': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'comment_chain_links_commit': 2, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'claimed_resolved_with_verification_signal': 3, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'mock_placeholder': 1, 'human_reported_issue_then_verified_fix_attempt': 1, 'verification_or_tests': 1, 'bug_fix': 1}\nOutcomes: {'claimed_resolved_with_verification_signal': 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/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-384dca49a6e6a98c", "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": "mj94ai/label-studio-custom", "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: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 451809, "scanner": "foundry_dataset", "fingerprint": "303c0d948c373701ef81e2a4896f5b124193e3609f23ec5efe8866b5443df225", "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": {"bug_fix": 2, "mock_placeholder": 1, "security_or_secrets": 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": "mock_as_real_or_placeholder", "outcomes": {"claimed_resolved_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 14, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 3, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 12, "node_types": {"repo": 1, "commit": 3, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#155", "issue_number": "155", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-b1628e8b202305f6", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#155\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#155\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#155\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 155\nGraph consistency label: supported_by_high_confidence_link\nNodes: 12\nEdges: 14\nNode types: {'commit': 3, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_links_commit': 3, 'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'claimed_resolved_unverified': 3, 'bug_fix': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'mock_placeholder': 1, 'human_reported_issue_then_fix_attempt': 1, 'security_or_secrets': 1}\nOutcomes: {'claimed_resolved_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/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-cc2911ace1e3c7c6", "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": "mj94ai/label-studio-custom", "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: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 451808, "scanner": "foundry_dataset", "fingerprint": "2135fded64b05b41ada95805f1b37fa10bc899ad8c38d68701e08fb9ffa29e72", "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": {"bug_fix": 2, "mock_placeholder": 1, "verification_or_tests": 1, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "claimed_resolved_with_verification_signal": 3, "human_reported_issue_then_verified_fix_attempt": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"claimed_resolved_with_verification_signal": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 14, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 3, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 12, "node_types": {"repo": 1, "commit": 3, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#144", "issue_number": "144", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-543c54ece58e5360", "graph_gold_label": "supported_by_verification_signal", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_verification_signal\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#144\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#144\nGraph gold label: supported_by_verification_signal\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#144\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 144\nGraph consistency label: supported_by_verification_signal\nNodes: 12\nEdges: 14\nNode types: {'commit': 3, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_links_commit': 3, 'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'claimed_resolved_with_verification_signal': 3, 'bug_fix': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'mock_placeholder': 1, 'human_reported_issue_then_verified_fix_attempt': 1, 'verification_or_tests': 1}\nOutcomes: {'claimed_resolved_with_verification_signal': 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/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-b562f11d1a0f6064", "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": "mj94ai/label-studio-custom", "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: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 451807, "scanner": "foundry_dataset", "fingerprint": "884b0f5e9555901934089d9a514377a032bcfd46386431a3430c7fbd50b4e23c", "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": {"bug_fix": 2, "runtime_failure": 1, "mock_placeholder": 1, "verification_or_tests": 5, "claimed_resolved_unverified": 1, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 3, "comment_has_related_commit_context": 1, "human_reported_issue_then_fix_attempt": 1, "thread_has_human_issue_and_fix_context": 2}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"claimed_resolved_unverified": 2, "ambiguous_needs_more_evidence": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 23, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "chain_has_link_quality": 4, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 2, "comment_chain_links_commit": 7, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 19, "node_types": {"repo": 1, "commit": 7, "thread": 1, "comment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 4, "comment_chain": 2}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#141", "issue_number": "141", "quality_tiers": {"weak_supervision": 4}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-ae3e4ec8fb804d47", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#141\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#141\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#141\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 141\nGraph consistency label: weak_supervision_needs_review\nNodes: 19\nEdges: 23\nNode types: {'commit': 7, 'link_quality': 4, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_links_commit': 7, 'chain_has_link_quality': 4, 'thread_has_comment': 2, 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"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": {"bug_fix": 2, "ui_workflow": 1, "mock_placeholder": 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": "mock_as_real_or_placeholder", "outcomes": {"claimed_resolved_unverified": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 14, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 3, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 12, "node_types": {"repo": 1, "commit": 3, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#140", "issue_number": "140", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-f46e2c5016899366", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#140\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#140\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#140\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 140\nGraph consistency label: supported_by_high_confidence_link\nNodes: 12\nEdges: 14\nNode types: {'commit': 3, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_links_commit': 3, 'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'claimed_resolved_unverified': 3, 'bug_fix': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'mock_placeholder': 1, 'human_reported_issue_then_fix_attempt': 1, 'ui_workflow': 1}\nOutcomes: {'claimed_resolved_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/mj94ai/label-studio-custom", "source_id": "graph-query-motif_query-de074f81d47c4bcf", "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": "mj94ai/label-studio-custom", "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: mj94ai/label-studio-custom"}, "properties": {"repobilityId": 451805, "scanner": "foundry_dataset", "fingerprint": "20b72991d930dbca9c0b2bbb2e8f9af302486207d8da2f7da3b14e6d0981d2e0", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. 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"reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. 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"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": {"revert": 1, "bug_fix": 2, "mock_placeholder": 1, "generated_provenance": 1, "verification_or_tests": 1, "issue_or_pull_request_thread": 1, "thread_has_human_issue_and_fix_context": 2, "claimed_resolved_with_verification_signal": 3, "human_reported_issue_then_verified_fix_attempt": 1}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"claimed_resolved_with_verification_signal": 6}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 16, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 5, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 14, "node_types": {"repo": 1, "commit": 5, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "mj94ai/label-studio-custom#120", "issue_number": "120", "quality_tiers": {"high_confidence": 3}, "repo_full_name": "mj94ai/label-studio-custom", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-1c2e8084db28ed67", "graph_gold_label": "supported_by_verification_signal", "changed_file_labels": {}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_verification_signal\nRepo: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#120\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: mj94ai/label-studio-custom\nThread: mj94ai/label-studio-custom#120\nGraph gold label: supported_by_verification_signal\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: mj94ai/label-studio-custom#120\nRepo: mj94ai/label-studio-custom\nIssue/PR number: 120\nGraph consistency label: supported_by_verification_signal\nNodes: 14\nEdges: 16\nNode types: {'commit': 5, 'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_links_commit': 5, 'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'claimed_resolved_with_verification_signal': 3, 'bug_fix': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'mock_placeholder': 1, 'human_reported_issue_then_verified_fix_attempt': 1, 'generated_provenance': 1, 'verification_or_tests': 1, 'revert': 1}\nOutcomes: {'claimed_resolved_with_verification_signal': 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/mj94ai/label-studio-custom", "source_id": 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