{"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: ravsau/awesome-ai-cost-optimization", "shortDescription": {"text": "Foundry mined unresolved feedback: ravsau/awesome-ai-cost-optimization"}, "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: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#7\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: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#7\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#7\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 7\nGraph consistency label: needs_more_evidence\nNodes: 13\nEdges: 20\nNode types: {'link_quality': 4, 'comment': 2, 'comment_chain': "}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_blueprint_gap", "name": "Foundry mined blueprint gap alignment: ravsau/awesome-ai-cost-optimization", "shortDescription": {"text": "Foundry mined blueprint gap alignment: ravsau/awesome-ai-cost-optimization"}, "fullDescription": {"text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: weak_supervision_needs_review\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#9\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#9\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#9\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 9\nGraph consistency label: weak_supervision_needs_review\nNodes: 17\nEdges: 23\nNode types: {'link_quality': "}, "properties": {"scanner": "foundry_dataset", "category": "tech_debt", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_assumption_check", "name": "Foundry mined assumption checks: ravsau/awesome-ai-cost-optimization", "shortDescription": {"text": "Foundry mined assumption checks: ravsau/awesome-ai-cost-optimization"}, "fullDescription": {"text": "Comment chain pattern product: assumption_checks\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#9\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: ravsau/awesome-ai-cost-optimization#9\nRepo: ravsau/awesome-ai-cost-optimization\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 1\nLabels: {'api_integration_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'docs_or_claims': 1}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-5ee26ab6be205b61\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"api_integration_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https:/"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.62, "cwe": "", "owasp": ""}}, {"id": "foundry_docs_only_fix", "name": "Foundry mined docs only runtime fix: ravsau/awesome-ai-cost-optimization", "shortDescription": {"text": "Foundry mined docs only runtime fix: ravsau/awesome-ai-cost-optimization"}, "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: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#9\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: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#9\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#9\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 9\nGraph consistency label: weak_supervision_needs_review\nNodes: 17\nEdges: 23\nNode types: {'link_quality': 5, 'alignme"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "high", "confidence": 0.8, "cwe": "", "owasp": ""}}, {"id": "foundry_test_ci_gap", "name": "Foundry mined test ci gap after feedback: ravsau/awesome-ai-cost-optimization", "shortDescription": {"text": "Foundry mined test ci gap after feedback: ravsau/awesome-ai-cost-optimization"}, "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: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#2\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: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#2\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#2\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 2\nGraph consistency label: weak_supervision_needs_review\nNodes: 20\nEdges: 30\nNode types: {'link_quality': 6, 'comment': 2, 'commen"}, "properties": {"scanner": "foundry_dataset", "category": "testing", "severity": "high", "confidence": 0.78, "cwe": "", "owasp": ""}}, {"id": "foundry_bad_chain", "name": "Foundry mined bad chains: ravsau/awesome-ai-cost-optimization", "shortDescription": {"text": "Foundry mined bad chains: ravsau/awesome-ai-cost-optimization"}, "fullDescription": {"text": "Comment chain pattern product: bad_chains\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#7\nOutcome: not_resolved_or_not_observed\nThread label: thread_has_human_issue_without_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_unresolved, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: ravsau/awesome-ai-cost-optimization#7\nRepo: ravsau/awesome-ai-cost-optimization\nThread label: thread_has_human_issue_without_fix_context\nOutcome: not_resolved_or_not_observed\nComment count: 2\nLinked commit count: 0\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 1\nLabels: {'security_auth_secret': 1, 'human_feedback_general': 1}\nPolarities: {'bad': 1, 'neutral': 1}\nChanged file labels: {'docs_or_claims': 1}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-b86e70a68ca9ecfe\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"security_auth_secret\",\n    "}, "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: ravsau/awesome-ai-cost-optimization", "shortDescription": {"text": "Foundry mined security auth guardrail gaps: ravsau/awesome-ai-cost-optimization"}, "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: needs_more_evidence\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#7\nEvidence:\nGraph motif: Security/auth change without enough guardrails\nMotif id: security_auth_without_guardrails\nPolarity: bad\nTraining usage: assumption_check\nSeverity: critical\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#7\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#7\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 7\nGraph consistency label: needs_more_evidence\nNodes: 13\nEdges: 20\nNode types: {'link_quality': 4, 'comment': 2, 'comment_c"}, "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: ravsau/awesome-ai-cost-optimization", "shortDescription": {"text": "Foundry mined mock as real or placeholder: ravsau/awesome-ai-cost-optimization"}, "fullDescription": {"text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#4\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#4\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#4\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 4\nGraph consistency label: weak_supervision_needs_review\nNodes: 12\nEdges: 16\nNode t"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "critical", "confidence": 0.82, "cwe": "", "owasp": ""}}, {"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-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-ea8f3013f588db25", "name": "Shallow git history limits provenance confidence", "shortDescription": {"text": "Shallow git history limits provenance confidence"}, "fullDescription": {"text": "The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/17861"}, "properties": {"repository": "ravsau/awesome-ai-cost-optimization", "repoUrl": "https://github.com/ravsau/awesome-ai-cost-optimization", "branch": "main"}, "results": [{"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: ravsau/awesome-ai-cost-optimization"}, "properties": {"repobilityId": 369484, "scanner": "foundry_dataset", "fingerprint": "f01e948d4a7a5f89b796618bfa8c45adec3a479c523859440e9655d06ee66ea7", "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, "security_auth_secret": 1, "human_feedback_general": 1, "unlinked_human_feedback": 1, "issue_or_pull_request_thread": 1, "not_resolved_or_not_observed": 3, "ambiguous_needs_more_evidence": 1, "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, "ambiguous_needs_more_evidence": 2}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 20, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 1, "chain_has_link_quality": 4, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 1, "thread_has_comment_chain": 2, "comment_chain_touches_file": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 13, "node_types": {"repo": 1, "thread": 1, "comment": 2, "pr_file": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 4, "comment_chain": 2}, "query_type": "motif_query", "thread_key": "ravsau/awesome-ai-cost-optimization#7", "issue_number": "7", "quality_tiers": {"unresolved": 4}, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-31a9154843622019", "graph_gold_label": "needs_more_evidence", "changed_file_labels": {"docs_or_claims": 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: needs_more_evidence\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#7\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: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#7\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#7\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 7\nGraph consistency label: needs_more_evidence\nNodes: 13\nEdges: 20\nNode types: {'link_quality': 4, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'pr_file': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 4, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'comment_chain_touches_file': 2, 'issue_chain_has_comment_chain': 2, 'repo_has_thread': 1, 'thread_touches_file': 1, 'thread_has_issue_chain': 1, 'issue_chain_touches_file': 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, 'security_auth_secret': 1, 'human_feedback_general': 1, 'docs_or_claims': 1, 'human_reported_issue_no_linked_fix': 1, 'unlinked_human_feedback': 1, 'ambiguous_needs_more_evidence': 1}\nOutcomes: {'not_resolved_or_not_observed': 6, 'ambiguous_needs_more_evidence': 2}\nQuality tiers: {'unresolved': 4}\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/ravsau/awesome-ai-cost-optimization", "source_id": "graph-query-motif_query-e88482e5f20f925b", "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": "ravsau/awesome-ai-cost-optimization", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_blueprint_gap", "level": "warning", "message": {"text": "Foundry mined blueprint gap alignment: ravsau/awesome-ai-cost-optimization"}, "properties": {"repobilityId": 355161, "scanner": "foundry_dataset", "fingerprint": "90b95b6c1b8450bde61b46e7562eafd556c56a5c7612199f911b7b133da23680", "category": "tech_debt", "severity": "medium", "confidence": 0.7, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Human feedback aligned with blueprint or architecture gaps", "intent": "Curriculum-gap examples connecting issue threads to helicopter-view gaps.", "labels": {"feature": 1, "docs_or_claims": 1, "weak blueprint fit": 2, "api_integration_gap": 1, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 3, "blueprint_human_gap_alignment": 2, "comment_has_related_commit_context": 1, "thread_has_human_issue_and_fix_context": 2}, "source": "graph_query_export", "motif_id": "blueprint_gap_alignment", "outcomes": {"ambiguous_needs_more_evidence": 6}, "polarity": "mixed", "query_id": "blueprint_gap_alignment", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 23, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 1, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 5, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 17, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 1, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 1, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "ravsau/awesome-ai-cost-optimization#9", "issue_number": "9", "quality_tiers": {"assumption_check": 2, "weak_supervision": 3}, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "training_usage": "curriculum_gap", "source_motif_id": "graph-pattern-motif-thread-900ac1fa20191173", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {"docs_or_claims": 4}}, "text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: weak_supervision_needs_review\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#9\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#9\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#9\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 9\nGraph consistency label: weak_supervision_needs_review\nNodes: 17\nEdges: 23\nNode types: {'link_quality': 5, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'pr_file': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 5, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_touches_file': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'comment_chain_links_commit': 1, 'comment_chain_touches_file': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'issue_chain_touches_file': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'ambiguous_needs_more_evidence': 3, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'api_integration_gap': 1, 'docs_or_claims': 1, 'comment_has_related_commit_context': 1, 'feature': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 6}\nQuality tiers: {'weak_supervision': 3, 'assumption_check': 2}\nCI labels: {}\nCurriculum targets:\n- Use helicopter-view architecture/schema/design evidence beside issue threads.\n- Teach models to compare requested product class against implementation layers.\nAssumption checks:\n- Which blueprint layer is absent: frontend, API, data, auth, tests, or deployment?\n- Does human feedback confirm the same architectural gap?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/ravsau/awesome-ai-cost-optimization", "source_id": "graph-query-motif_query-704cc3b008206cbf", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/blueprint_gap_alignment/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "source_dataset": "graph_queries/blueprint_gap_alignment", "training_usage": "curriculum_gap"}}}, {"ruleId": "foundry_blueprint_gap", "level": "warning", "message": {"text": "Foundry mined blueprint gap alignment: ravsau/awesome-ai-cost-optimization"}, "properties": {"repobilityId": 355160, "scanner": "foundry_dataset", "fingerprint": "df48becc8d750c23ff24c65a0b9ba207351e8b9a910d5cbbc43f3a3540ba32d4", "category": "tech_debt", "severity": "medium", "confidence": 0.7, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Human feedback aligned with blueprint or architecture gaps", "intent": "Curriculum-gap examples connecting issue threads to helicopter-view gaps.", "labels": {"bug_fix": 1, "docs_or_claims": 1, "ui_workflow_gap": 1, "weak blueprint fit": 2, "claimed_resolved_unverified": 3, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 2, "human_reported_issue_then_fix_attempt": 1, "thread_has_human_issue_and_fix_context": 2}, "source": "graph_query_export", "motif_id": "blueprint_gap_alignment", "outcomes": {"claimed_resolved_unverified": 6}, "polarity": "mixed", "query_id": "blueprint_gap_alignment", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 23, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 1, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 5, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 1, "comment_chain_touches_file": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 17, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 1, "pr_file": 1, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 1, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "ravsau/awesome-ai-cost-optimization#8", "issue_number": "8", "quality_tiers": {"high_confidence": 3, "assumption_check": 2}, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "training_usage": "curriculum_gap", "source_motif_id": "graph-pattern-motif-thread-ea80b275f44f0e52", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 4}}, "text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: supported_by_high_confidence_link\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#8\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#8\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#8\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 8\nGraph consistency label: supported_by_high_confidence_link\nNodes: 17\nEdges: 23\nNode types: {'link_quality': 5, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'pr_file': 1, 'comment_chain': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 5, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_touches_file': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'comment_chain_links_commit': 1, 'comment_chain_touches_file': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'issue_chain_touches_file': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'claimed_resolved_unverified': 3, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'ui_workflow_gap': 1, 'docs_or_claims': 1, 'human_reported_issue_then_fix_attempt': 1, 'bug_fix': 1}\nOutcomes: {'claimed_resolved_unverified': 6}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 2}\nCI labels: {}\nCurriculum targets:\n- Use helicopter-view architecture/schema/design evidence beside issue threads.\n- Teach models to compare requested product class against implementation layers.\nAssumption checks:\n- Which blueprint layer is absent: frontend, API, data, auth, tests, or deployment?\n- Does human feedback confirm the same architectural gap?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/ravsau/awesome-ai-cost-optimization", "source_id": "graph-query-motif_query-1b30b40415fe457b", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/blueprint_gap_alignment/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "source_dataset": "graph_queries/blueprint_gap_alignment", "training_usage": "curriculum_gap"}}}, {"ruleId": "foundry_blueprint_gap", "level": "warning", "message": {"text": "Foundry mined blueprint gap alignment: ravsau/awesome-ai-cost-optimization"}, "properties": {"repobilityId": 355159, "scanner": "foundry_dataset", "fingerprint": "3330a92fa9c16b0292719a05f8f0cc7ca4134bc25b7c1a49c987b42c284fb420", "category": "tech_debt", "severity": "medium", "confidence": 0.7, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Human feedback aligned with blueprint or architecture gaps", "intent": "Curriculum-gap examples connecting issue threads to helicopter-view gaps.", "labels": {"feature": 1, "test_ci_gap": 1, "docs_or_claims": 1, "weak blueprint fit": 2, "human_feedback_general": 1, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 4, "blueprint_human_gap_alignment": 2, "comment_has_related_commit_context": 1, "test_gap_without_verification_commit": 1, "thread_has_human_issue_and_fix_context": 2}, "source": "graph_query_export", "motif_id": "blueprint_gap_alignment", "outcomes": {"ambiguous_needs_more_evidence": 8}, "polarity": "mixed", "query_id": "blueprint_gap_alignment", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 30, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 1, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 6, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 1, "thread_has_comment_chain": 2, "comment_chain_links_commit": 2, "comment_chain_touches_file": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 20, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 2, "pr_file": 1, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 6, "comment_chain": 2, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "ravsau/awesome-ai-cost-optimization#2", "issue_number": "2", "quality_tiers": {"assumption_check": 2, "weak_supervision": 4}, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "training_usage": "curriculum_gap", "source_motif_id": "graph-pattern-motif-thread-4a0649c331cc8f6e", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {"docs_or_claims": 5}}, "text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: weak_supervision_needs_review\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#2\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#2\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#2\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 2\nGraph consistency label: weak_supervision_needs_review\nNodes: 20\nEdges: 30\nNode types: {'link_quality': 6, 'comment': 2, 'comment_chain': 2, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'pr_file': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 6, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'comment_chain_links_commit': 2, 'comment_chain_touches_file': 2, 'issue_chain_has_comment_chain': 2, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, 'repo_has_thread': 1, 'thread_touches_file': 1, 'thread_has_issue_chain': 1, 'issue_chain_touches_file': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'ambiguous_needs_more_evidence': 4, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'test_ci_gap': 1, 'human_feedback_general': 1, 'docs_or_claims': 1, 'test_gap_without_verification_commit': 1, 'feature': 1, 'comment_has_related_commit_context': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 8}\nQuality tiers: {'weak_supervision': 4, 'assumption_check': 2}\nCI labels: {}\nCurriculum targets:\n- Use helicopter-view architecture/schema/design evidence beside issue threads.\n- Teach models to compare requested product class against implementation layers.\nAssumption checks:\n- Which blueprint layer is absent: frontend, API, data, auth, tests, or deployment?\n- Does human feedback confirm the same architectural gap?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/ravsau/awesome-ai-cost-optimization", "source_id": "graph-query-motif_query-4021e5098ea1acec", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/blueprint_gap_alignment/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "source_dataset": "graph_queries/blueprint_gap_alignment", "training_usage": "curriculum_gap"}}}, {"ruleId": "foundry_blueprint_gap", "level": "warning", "message": {"text": "Foundry mined blueprint gap alignment: ravsau/awesome-ai-cost-optimization"}, "properties": {"repobilityId": 355158, "scanner": "foundry_dataset", "fingerprint": "9bfbf918a4e4505b0a97337f1a3d6d3532c15c0fc83b9a60693515016ddf1e36", "category": "tech_debt", "severity": "medium", "confidence": 0.7, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Human feedback aligned with blueprint or architecture gaps", "intent": "Curriculum-gap examples connecting issue threads to helicopter-view gaps.", "labels": {"feature": 2, "docs_or_claims": 1, "weak blueprint fit": 2, "api_integration_gap": 1, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 3, "blueprint_human_gap_alignment": 2, "comment_has_related_commit_context": 1, "thread_has_human_issue_and_fix_context": 2}, "source": "graph_query_export", "motif_id": "blueprint_gap_alignment", "outcomes": {"ambiguous_needs_more_evidence": 6}, "polarity": "mixed", "query_id": "blueprint_gap_alignment", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 24, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "thread_touches_file": 1, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 5, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 1, "thread_has_comment_chain": 1, "comment_chain_links_commit": 2, "comment_chain_touches_file": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 18, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 1, "pr_file": 1, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 1, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "ravsau/awesome-ai-cost-optimization#1", "issue_number": "1", "quality_tiers": {"high_confidence": 3, "assumption_check": 2}, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "training_usage": "curriculum_gap", "source_motif_id": "graph-pattern-motif-thread-e20579de3117410d", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 4}}, "text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: supported_by_high_confidence_link\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#1\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#1\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#1\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 1\nGraph consistency label: supported_by_high_confidence_link\nNodes: 18\nEdges: 24\nNode types: {'link_quality': 5, 'commit': 2, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'pr_file': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 5, 'comment_chain_links_commit': 2, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_touches_file': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'comment_chain_touches_file': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'issue_chain_touches_file': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'ambiguous_needs_more_evidence': 3, 'feature': 2, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'api_integration_gap': 1, 'docs_or_claims': 1, 'comment_has_related_commit_context': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 6}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 2}\nCI labels: {}\nCurriculum targets:\n- Use helicopter-view architecture/schema/design evidence beside issue threads.\n- Teach models to compare requested product class against implementation layers.\nAssumption checks:\n- Which blueprint layer is absent: frontend, API, data, auth, tests, or deployment?\n- Does human feedback confirm the same architectural gap?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/ravsau/awesome-ai-cost-optimization", "source_id": "graph-query-motif_query-8793d079a1834e65", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/blueprint_gap_alignment/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "source_dataset": "graph_queries/blueprint_gap_alignment", "training_usage": "curriculum_gap"}}}, {"ruleId": "foundry_assumption_check", "level": 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Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Docs-only response to runtime or integration issue", "intent": "Assumption-check examples where docs or claims are not enough proof.", "labels": {"docs_or_claims": 1, "security_auth_secret": 1, "human_feedback_general": 1, "unlinked_human_feedback": 1, "issue_or_pull_request_thread": 1, "not_resolved_or_not_observed": 3, "ambiguous_needs_more_evidence": 1, "human_reported_issue_no_linked_fix": 1, "thread_has_human_issue_without_fix_context": 2}, "source": "graph_query_export", "motif_id": "docs_only_runtime_fix", "outcomes": {"not_resolved_or_not_observed": 6, "ambiguous_needs_more_evidence": 2}, "polarity": "bad", "query_id": "docs_only_runtime_fix", "severity": "high", "ci_labels": {}, "synthetic": false, "edge_count": 20, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 1, "chain_has_link_quality": 4, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 1, "thread_has_comment_chain": 2, "comment_chain_touches_file": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 13, "node_types": {"repo": 1, "thread": 1, "comment": 2, "pr_file": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 4, "comment_chain": 2}, "query_type": "motif_query", "thread_key": "ravsau/awesome-ai-cost-optimization#7", "issue_number": "7", "quality_tiers": {"unresolved": 4}, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "training_usage": "assumption_check", "source_motif_id": "graph-pattern-motif-thread-5ea9637643264920", "graph_gold_label": "needs_more_evidence", "changed_file_labels": {"docs_or_claims": 5}}, "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: needs_more_evidence\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#7\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: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#7\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#7\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 7\nGraph consistency label: needs_more_evidence\nNodes: 13\nEdges: 20\nNode types: {'link_quality': 4, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'pr_file': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 4, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'comment_chain_touches_file': 2, 'issue_chain_has_comment_chain': 2, 'repo_has_thread': 1, 'thread_touches_file': 1, 'thread_has_issue_chain': 1, 'issue_chain_touches_file': 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, 'security_auth_secret': 1, 'human_feedback_general': 1, 'docs_or_claims': 1, 'human_reported_issue_no_linked_fix': 1, 'unlinked_human_feedback': 1, 'ambiguous_needs_more_evidence': 1}\nOutcomes: {'not_resolved_or_not_observed': 6, 'ambiguous_needs_more_evidence': 2}\nQuality tiers: {'unresolved': 4}\nCI labels: {}\nCurriculum targets:\n- Train models to reject docs-only fixes for runtime, integration, data, or security failures.\n- Add paired examples where the correct fix changes executable paths and adds verification.\nAssumption checks:\n- Do changed files include executable code or only documentation/claims?\n- Does the complaint require runtime behavior that docs cannot prove?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/ravsau/awesome-ai-cost-optimization", "source_id": "graph-query-motif_query-e1ba37560be902ca", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/docs_only_runtime_fix/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "source_dataset": "graph_queries/docs_only_runtime_fix", "training_usage": "assumption_check"}}}, {"ruleId": "foundry_docs_only_fix", "level": "error", "message": {"text": "Foundry mined docs only runtime fix: ravsau/awesome-ai-cost-optimization"}, "properties": {"repobilityId": 358274, "scanner": "foundry_dataset", "fingerprint": "0c2a816b9d83ee6bb35b2a7ecf3f1dc713be2b97043c58e82f9fd73caa961c2f", "category": "practices", "severity": "high", "confidence": 0.8, "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": "Docs-only response to runtime or integration issue", "intent": "Assumption-check examples where docs or claims are not enough proof.", "labels": {"feature": 1, "test_ci_gap": 1, "docs_or_claims": 1, "weak blueprint fit": 2, "human_feedback_general": 1, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 4, "blueprint_human_gap_alignment": 2, "comment_has_related_commit_context": 1, "test_gap_without_verification_commit": 1, "thread_has_human_issue_and_fix_context": 2}, "source": "graph_query_export", "motif_id": "docs_only_runtime_fix", "outcomes": {"ambiguous_needs_more_evidence": 8}, "polarity": "bad", "query_id": "docs_only_runtime_fix", "severity": "high", "ci_labels": {}, "synthetic": false, "edge_count": 30, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 1, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 6, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 1, "thread_has_comment_chain": 2, "comment_chain_links_commit": 2, "comment_chain_touches_file": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 20, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 2, "pr_file": 1, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 6, "comment_chain": 2, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "ravsau/awesome-ai-cost-optimization#2", "issue_number": "2", "quality_tiers": {"assumption_check": 2, "weak_supervision": 4}, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "training_usage": "assumption_check", "source_motif_id": "graph-pattern-motif-thread-a86487c927e2627a", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {"docs_or_claims": 5}}, "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: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#2\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: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#2\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#2\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 2\nGraph consistency label: weak_supervision_needs_review\nNodes: 20\nEdges: 30\nNode types: {'link_quality': 6, 'comment': 2, 'comment_chain': 2, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'pr_file': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 6, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'comment_chain_links_commit': 2, 'comment_chain_touches_file': 2, 'issue_chain_has_comment_chain': 2, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, 'repo_has_thread': 1, 'thread_touches_file': 1, 'thread_has_issue_chain': 1, 'issue_chain_touches_file': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'ambiguous_needs_more_evidence': 4, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'test_ci_gap': 1, 'human_feedback_general': 1, 'docs_or_claims': 1, 'test_gap_without_verification_commit': 1, 'feature': 1, 'comment_has_related_commit_context': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 8}\nQuality tiers: {'weak_supervision': 4, 'assumption_check': 2}\nCI labels: {}\nCurriculum targets:\n- Train models to reject docs-only fixes for runtime, integration, data, or security failures.\n- Add paired examples where the correct fix changes executable paths and adds verification.\nAssumption checks:\n- Do changed files include executable code or only documentation/claims?\n- Does the complaint require runtime behavior that docs cannot prove?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/ravsau/awesome-ai-cost-optimization", "source_id": "graph-query-motif_query-98292178de3bd7e3", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/docs_only_runtime_fix/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "source_dataset": "graph_queries/docs_only_runtime_fix", "training_usage": "assumption_check"}}}, {"ruleId": "foundry_test_ci_gap", "level": "error", "message": {"text": "Foundry mined test ci gap after feedback: ravsau/awesome-ai-cost-optimization"}, "properties": {"repobilityId": 340676, "scanner": "foundry_dataset", "fingerprint": "a487da6540f9e9ad46178932e996117db151ec30720195e559d993b528fc84d8", "category": "testing", "severity": "high", "confidence": 0.78, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Feedback exposes missing tests or CI", "intent": "Hard negatives for feedback/fix chains without adequate guardrails.", "labels": {"feature": 1, "test_ci_gap": 1, "docs_or_claims": 1, "weak blueprint fit": 2, "human_feedback_general": 1, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 4, "blueprint_human_gap_alignment": 2, "comment_has_related_commit_context": 1, "test_gap_without_verification_commit": 1, "thread_has_human_issue_and_fix_context": 2}, "source": "graph_query_export", "motif_id": "test_ci_gap_after_feedback", "outcomes": {"ambiguous_needs_more_evidence": 8}, "polarity": "bad", "query_id": "test_ci_gap_after_feedback", "severity": "high", "ci_labels": {}, "synthetic": false, "edge_count": 30, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 1, "alignment_uses_comment": 2, "alignment_uses_finding": 2, "chain_has_link_quality": 6, "comment_aligns_finding": 2, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 1, "thread_has_comment_chain": 2, "comment_chain_links_commit": 2, "comment_chain_touches_file": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 20, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 2, "pr_file": 1, "alignment": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 6, "comment_chain": 2, "blueprint_finding": 2}, "query_type": "motif_query", "thread_key": "ravsau/awesome-ai-cost-optimization#2", "issue_number": "2", "quality_tiers": {"assumption_check": 2, "weak_supervision": 4}, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-088499edd522b901", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {"docs_or_claims": 5}}, "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: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#2\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: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#2\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#2\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 2\nGraph consistency label: weak_supervision_needs_review\nNodes: 20\nEdges: 30\nNode types: {'link_quality': 6, 'comment': 2, 'comment_chain': 2, 'alignment': 2, 'blueprint_finding': 2, 'thread': 1, 'repo': 1, 'pr_file': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 6, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'comment_chain_links_commit': 2, 'comment_chain_touches_file': 2, 'issue_chain_has_comment_chain': 2, 'alignment_uses_comment': 2, 'alignment_uses_finding': 2, 'comment_aligns_finding': 2, 'repo_has_thread': 1, 'thread_touches_file': 1, 'thread_has_issue_chain': 1, 'issue_chain_touches_file': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'ambiguous_needs_more_evidence': 4, 'thread_has_human_issue_and_fix_context': 2, 'blueprint_human_gap_alignment': 2, 'weak blueprint fit': 2, 'issue_or_pull_request_thread': 1, 'test_ci_gap': 1, 'human_feedback_general': 1, 'docs_or_claims': 1, 'test_gap_without_verification_commit': 1, 'feature': 1, 'comment_has_related_commit_context': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 8}\nQuality tiers: {'weak_supervision': 4, 'assumption_check': 2}\nCI labels: {}\nCurriculum targets:\n- Turn human feedback into regression tests and CI gates.\n- Penalize fixes that do not add or exercise verification for affected workflows.\nAssumption checks:\n- Did the fix add tests for the exact complaint?\n- Does CI run those tests, or is verification only implied?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/ravsau/awesome-ai-cost-optimization", "source_id": "graph-query-motif_query-e66e1deeb6e82a05", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/test_ci_gap_after_feedback/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "source_dataset": "graph_queries/test_ci_gap_after_feedback", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: ravsau/awesome-ai-cost-optimization"}, "properties": {"repobilityId": 322308, "scanner": "foundry_dataset", "fingerprint": "5ad6c514a2a3aa4cfe3caa462787e155af1a9b076c0c3fa732a5b94ec69c62db", "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": "ravsau/awesome-ai-cost-optimization#7", "human_labels": ["docs_or_claims", "human_feedback_general", "security_auth_secret"], "issue_number": "7", "thread_label": "thread_has_human_issue_without_fix_context", "outcome_label": "not_resolved_or_not_observed", "source_backed": true, "max_confidence": 0.0, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "training_usage": "negative_or_unresolved", "confidence_tier": "unresolved", "source_chain_id": "evidence-chain-issue_chain-2d217d3fd942f933", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 1, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"docs_or_claims": 1}, "linked_commit_count": 0, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_unresolved", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#7\nOutcome: not_resolved_or_not_observed\nThread label: thread_has_human_issue_without_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_unresolved, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: ravsau/awesome-ai-cost-optimization#7\nRepo: ravsau/awesome-ai-cost-optimization\nThread label: thread_has_human_issue_without_fix_context\nOutcome: not_resolved_or_not_observed\nComment count: 2\nLinked commit count: 0\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 1\nLabels: {'security_auth_secret': 1, 'human_feedback_general': 1}\nPolarities: {'bad': 1, 'neutral': 1}\nChanged file labels: {'docs_or_claims': 1}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-b86e70a68ca9ecfe\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"security_auth_secret\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/ravsau/awesome-ai-cost-optimization/pull/7\",\n    \"text\": \"GitHub feedback: security_auth_secret\\nPolarity: bad\\nKind: pull_request_body\\nRepo: ravsau/awesome-ai-cost-optimization\\nAuthor: alfredoautomatizaloconia-cloud (User)\\nURL: https://github.com/ravsau/awesome-ai-cost-optimization/pull/7\\nTitle: Add TinyTools AI Cost Calculator to Pricing Comparisons\\nBody:\\n**TinyTools AI Cost Calculator** is a free, browser-based tool for estimating LLM API costs across major providers (OpenAI, Anthropic, Google Gemini, etc.).\\n\\n- Compare cost per 1K tokens / per request across providers\\n- No signup, no data sent to any server \u2014 runs entirely in-browser\\n- Open source\\n\\nhttps://tinytools-smoky.vercel.app/\\n\\nAdded to the **Pricing Comparisons** section alongside LLM Price Check and Artificial Analysis, as it serves the same use case of comparing provider costs before committing to a model.\"\n  },\n  {\n    \"id\": \"github-feedback-comment-428f350ee2412136\",\n    \"kind\": \"issue_comment\",\n    \"label\": \"human_feedback_general\",\n    \"polarity\": \"neutral\",\n    \"url\": \"https://github.com/ravsau/awesome-ai-cost-optimization/pull/7#issuecomment-4637088827\",\n    \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_comment\\nRepo: ravsau/awesome-ai-cost-optimization\\nAuthor: ravsau (User)\\nURL: https://github.com/ravsau/awesome-ai-cost-optimization/pull/7#issuecomment-4637088827\\nTitle: \\nBody:\\nhello, the link show 404: NOT_FOUND\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-42ccb1135705addd\",\n    \"filename\": 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"thread_has_comment_chain": 1, "comment_chain_links_commit": 2, "comment_chain_touches_file": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 12, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 1, "pr_file": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "ravsau/awesome-ai-cost-optimization#3", "issue_number": "3", "quality_tiers": {"weak_supervision": 3}, "repo_full_name": "ravsau/awesome-ai-cost-optimization", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-07ba5f94c95b6060", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {"docs_or_claims": 4}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: weak_supervision_needs_review\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#3\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: ravsau/awesome-ai-cost-optimization\nThread: ravsau/awesome-ai-cost-optimization#3\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ravsau/awesome-ai-cost-optimization#3\nRepo: ravsau/awesome-ai-cost-optimization\nIssue/PR number: 3\nGraph consistency label: weak_supervision_needs_review\nNodes: 12\nEdges: 16\nNode types: {'link_quality': 3, 'commit': 2, 'thread': 1, 'repo': 1, 'comment': 1, 'pr_file': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'comment_chain_links_commit': 2, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_touches_file': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'comment_chain_touches_file': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'issue_chain_touches_file': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 3, 'generated_provenance': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'docs_or_claims': 1, 'self_attested_or_generated_fix_unverified': 1}\nOutcomes: {'self_attested_unverified': 6}\nQuality tiers: {'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/ravsau/awesome-ai-cost-optimization", "source_id": "graph-query-motif_query-c9f8033d17a06f88", "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": "ravsau/awesome-ai-cost-optimization", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "scanner-9710c8d059e53154", "level": "none", "message": {"text": "No frontend routes/components detected"}, "properties": {"repobilityId": "44ca61485762e494", "scanner": "scanner-primary", "fingerprint": "9710c8d059e53154", "layer": "frontend", "severity": "info", "confidence": 1.0, "tags": ["coverage"]}}, {"ruleId": "scanner-6372cebde0220094", "level": "warning", "message": {"text": "No auth library detected"}, "properties": {"repobilityId": "a5b6035a5bbf8054", "scanner": "scanner-primary", "fingerprint": "6372cebde0220094", "layer": "security", "severity": "medium", "confidence": 1.0, "tags": ["coverage", "auth"]}}, {"ruleId": "scanner-4601e3ad3bb28677", "level": "warning", "message": {"text": "No CI/CD pipelines detected"}, "properties": {"repobilityId": "c3ee439bce2bc51e", "scanner": "scanner-primary", "fingerprint": "4601e3ad3bb28677", "layer": "cicd", "severity": "medium", "confidence": 1.0, "tags": ["coverage"]}}, {"ruleId": "scanner-ea8f3013f588db25", "level": "note", "message": {"text": "Shallow git history limits provenance confidence"}, "properties": {"repobilityId": "0a3998eb7bbde3e9", "scanner": "scanner-primary", "fingerprint": "ea8f3013f588db25", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}]}]}