{"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: signalbreak-labs/ogham", "shortDescription": {"text": "Foundry mined unresolved feedback: signalbreak-labs/ogham"}, "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: assumption_check\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#4\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: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#4\nGraph gold label: assumption_check\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: signalbreak-labs/ogham#4\nRepo: signalbreak-labs/ogham\nIssue/PR number: 4\nGraph consistency label: assumption_check\nNodes: 15\nEdges: 24\nNode types: {'link_quality': 4, 'pr_file': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1, 'alignment"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_blueprint_gap", "name": "Foundry mined blueprint gap alignment: signalbreak-labs/ogham", "shortDescription": {"text": "Foundry mined blueprint gap alignment: signalbreak-labs/ogham"}, "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: assumption_check\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#4\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#4\nGraph gold label: assumption_check\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: signalbreak-labs/ogham#4\nRepo: signalbreak-labs/ogham\nIssue/PR number: 4\nGraph consistency label: assumption_check\nNodes: 15\nEdges: 24\nNode types: {'link_quality': 4, 'pr_file': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1, 'align"}, "properties": {"scanner": "foundry_dataset", "category": "tech_debt", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_assumption_check", "name": "Foundry mined assumption checks: signalbreak-labs/ogham", "shortDescription": {"text": "Foundry mined assumption checks: signalbreak-labs/ogham"}, "fullDescription": {"text": "Comment chain pattern product: assumption_checks\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#3\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: signalbreak-labs/ogham#3\nRepo: signalbreak-labs/ogham\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: 2\nLabels: {'security_auth_secret': 1, 'human_feedback_general': 1}\nPolarities: {'bad': 1, 'neutral': 1}\nChanged file labels: {'source_or_other': 2}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-92c04838ad4d28bb\",\n \"kind\": \"pull_request_body\",\n \"label\": \"security_auth_secret\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.co"}, "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: signalbreak-labs/ogham", "shortDescription": {"text": "Foundry mined test ci gap after feedback: signalbreak-labs/ogham"}, "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: assumption_check\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#4\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: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#4\nGraph gold label: assumption_check\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: signalbreak-labs/ogham#4\nRepo: signalbreak-labs/ogham\nIssue/PR number: 4\nGraph consistency label: assumption_check\nNodes: 15\nEdges: 24\nNode types: {'link_quality': 4, 'pr_file': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1, 'alignment': 1, 'blueprint_fin"}, "properties": {"scanner": "foundry_dataset", "category": "testing", "severity": "high", "confidence": 0.78, "cwe": "", "owasp": ""}}, {"id": "foundry_bad_chain", "name": "Foundry mined bad chains: signalbreak-labs/ogham", "shortDescription": {"text": "Foundry mined bad chains: signalbreak-labs/ogham"}, "fullDescription": {"text": "Comment chain pattern product: bad_chains\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#4\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: signalbreak-labs/ogham#4\nRepo: signalbreak-labs/ogham\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: 3\nLabels: {'test_ci_gap': 1}\nPolarities: {'bad': 1}\nChanged file labels: {'source_or_other': 3}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-df0b29b9300227d3\",\n \"kind\": \"pull_request_body\",\n \"label\": \"test_ci_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/signalbreak-labs/ogham/pull/4\",\n \"text\": \"GitHub feedback: "}, "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: signalbreak-labs/ogham", "shortDescription": {"text": "Foundry mined security auth guardrail gaps: signalbreak-labs/ogham"}, "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: weak_supervision_needs_review\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#3\nEvidence:\nGraph motif: Security/auth change without enough guardrails\nMotif id: security_auth_without_guardrails\nPolarity: bad\nTraining usage: assumption_check\nSeverity: critical\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#3\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: signalbreak-labs/ogham#3\nRepo: signalbreak-labs/ogham\nIssue/PR number: 3\nGraph consistency label: weak_supervision_needs_review\nNodes: 16\nEdges: 27\nNode types: {'link_quality': 4, 'comment': 2, 'pr_file': 2, 'comment_chain': 2, 'commit': 2, 'thread': 1"}, "properties": {"scanner": "foundry_dataset", "category": "auth", "severity": "critical", "confidence": 0.78, "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-1838a141491ce38c", "name": "GitHub Actions workflow grants broad write permissions", "shortDescription": {"text": "GitHub Actions workflow grants broad write permissions"}, "fullDescription": {"text": "CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-ea3b5e389d8c9c0f", "name": "Low test-to-source ratio", "shortDescription": {"text": "Low test-to-source ratio"}, "fullDescription": {"text": "5 tests / 35 src (ratio 0.14)."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-2d0c7b7ab8f8aacf", "name": "Critical user flow still appears backed by mock or placeholder data", "shortDescription": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "fullDescription": {"text": "A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-ea8f3013f588db25", "name": "Shallow git history limits provenance confidence", "shortDescription": {"text": "Shallow git history limits provenance confidence"}, "fullDescription": {"text": "The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8424db9c75e04ba4", "name": "Very short observed git history", "shortDescription": {"text": "Very short observed git history"}, "fullDescription": {"text": "The repo has multiple source files but two or fewer visible commits. This is not a failure by itself, but it lowers confidence in evolution-based diagnosis."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/19624"}, "properties": {"repository": "signalbreak-labs/ogham", "repoUrl": "https://github.com/signalbreak-labs/ogham", "branch": "main"}, "results": [{"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: signalbreak-labs/ogham"}, "properties": {"repobilityId": 370174, "scanner": "foundry_dataset", "fingerprint": "d264b43371cd44357868dcb8094b0ca218d093713b014959c68488645a0021e8", "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_ci_gap": 1, "source_or_other": 3, "partial blueprint fit": 1, "issue_or_pull_request_thread": 1, "not_resolved_or_not_observed": 3, "blueprint_human_gap_alignment": 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}, "polarity": "bad", "query_id": "unresolved_feedback", "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": 3, "alignment_uses_comment": 1, "alignment_uses_finding": 1, "chain_has_link_quality": 4, "comment_aligns_finding": 1, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 1, "comment_chain_touches_file": 3, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 15, "node_types": {"repo": 1, "thread": 1, "comment": 1, "pr_file": 3, "alignment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 4, "comment_chain": 1, "blueprint_finding": 1}, "query_type": "motif_query", "thread_key": "signalbreak-labs/ogham#4", "issue_number": "4", "quality_tiers": {"unresolved": 3, "assumption_check": 1}, "repo_full_name": "signalbreak-labs/ogham", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-435efa8c68296959", "graph_gold_label": "assumption_check", "changed_file_labels": {"source_or_other": 12}}, "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: assumption_check\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#4\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: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#4\nGraph gold label: assumption_check\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: signalbreak-labs/ogham#4\nRepo: signalbreak-labs/ogham\nIssue/PR number: 4\nGraph consistency label: assumption_check\nNodes: 15\nEdges: 24\nNode types: {'link_quality': 4, 'pr_file': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1, 'alignment': 1, 'blueprint_finding': 1}\nEdge types: {'chain_has_link_quality': 4, 'thread_touches_file': 3, 'comment_chain_touches_file': 3, 'issue_chain_touches_file': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1, 'alignment_uses_comment': 1, 'alignment_uses_finding': 1, 'comment_aligns_finding': 1}\nLabels: {'source_or_other': 3, 'not_resolved_or_not_observed': 3, 'thread_has_human_issue_without_fix_context': 2, 'issue_or_pull_request_thread': 1, 'test_ci_gap': 1, 'human_reported_issue_no_linked_fix': 1, 'blueprint_human_gap_alignment': 1, 'partial blueprint fit': 1}\nOutcomes: {'not_resolved_or_not_observed': 6}\nQuality tiers: {'unresolved': 3, 'assumption_check': 1}\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/signalbreak-labs/ogham", "source_id": "graph-query-motif_query-c041e8bd6cd411b1", "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": "signalbreak-labs/ogham", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: signalbreak-labs/ogham"}, "properties": {"repobilityId": 370173, "scanner": "foundry_dataset", "fingerprint": "f5bc67ced37889e03d46e700f7a5e0b961bec84256c623427c9405b86bef2bbc", "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": {"runtime_failure": 1, "source_or_other": 2, "verification_or_tests": 1, "human_feedback_general": 2, "unlinked_human_feedback": 2, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 5, "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": 10}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 32, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 3, "thread_has_comment": 3, "thread_touches_file": 2, "chain_has_link_quality": 5, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 2, "thread_has_comment_chain": 3, "comment_chain_links_commit": 1, "comment_chain_touches_file": 6, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 3}, "node_count": 18, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 3, "pr_file": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 3}, "query_type": "motif_query", "thread_key": "signalbreak-labs/ogham#2", "issue_number": "2", "quality_tiers": {"unresolved": 2, "weak_supervision": 3}, "repo_full_name": "signalbreak-labs/ogham", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-09c65f4522cd7b58", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {"source_or_other": 12}}, "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: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#2\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: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#2\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: signalbreak-labs/ogham#2\nRepo: signalbreak-labs/ogham\nIssue/PR number: 2\nGraph consistency label: weak_supervision_needs_review\nNodes: 18\nEdges: 32\nNode types: {'link_quality': 5, 'comment': 3, 'comment_chain': 3, 'pr_file': 2, 'thread': 1, 'repo': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_touches_file': 6, 'chain_has_link_quality': 5, 'thread_has_comment': 3, 'thread_has_comment_chain': 3, 'comment_has_chain': 3, 'issue_chain_has_comment_chain': 3, 'thread_touches_file': 2, 'issue_chain_touches_file': 2, 'repo_has_thread': 1, 'comment_chain_links_commit': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'ambiguous_needs_more_evidence': 5, 'human_feedback_general': 2, 'source_or_other': 2, 'unlinked_human_feedback': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'runtime_failure': 1, 'comment_has_related_commit_context': 1, 'verification_or_tests': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 10}\nQuality tiers: {'weak_supervision': 3, 'unresolved': 2}\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/signalbreak-labs/ogham", "source_id": "graph-query-motif_query-8e8b7f97a03b7730", "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": "signalbreak-labs/ogham", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: signalbreak-labs/ogham"}, "properties": {"repobilityId": 370172, "scanner": "foundry_dataset", "fingerprint": "b796b99081ed66b0d2f1491b1274759d295f2e76dfbff7b8154232f7cb9c1469", "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": 3, "test_ci_gap": 1, "partial blueprint fit": 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, "blueprint_human_gap_alignment": 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": 32, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 3, "alignment_uses_comment": 1, "alignment_uses_finding": 1, "chain_has_link_quality": 5, "comment_aligns_finding": 1, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 2, "comment_chain_touches_file": 6, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 18, "node_types": {"repo": 1, "thread": 1, "comment": 2, "pr_file": 3, "alignment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 2, "blueprint_finding": 1}, "query_type": "motif_query", "thread_key": "signalbreak-labs/ogham#1", "issue_number": "1", "quality_tiers": {"unresolved": 4, "assumption_check": 1}, "repo_full_name": "signalbreak-labs/ogham", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-e8710b423d9ae586", "graph_gold_label": "assumption_check", "changed_file_labels": {"test_or_ci": 15}}, "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: assumption_check\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#1\nEvidence:\nGraph motif: Human feedback exists without a linked fix\nMotif id: unlinked_feedback_needs_evidence\nPolarity: bad\nTraining usage: negative_or_unresolved\nSeverity: medium\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#1\nGraph gold label: assumption_check\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: signalbreak-labs/ogham#1\nRepo: signalbreak-labs/ogham\nIssue/PR number: 1\nGraph consistency label: assumption_check\nNodes: 18\nEdges: 32\nNode types: {'link_quality': 5, 'pr_file': 3, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'issue_chain': 1, 'fix_outcome': 1, 'alignment': 1, 'blueprint_finding': 1}\nEdge types: {'comment_chain_touches_file': 6, 'chain_has_link_quality': 5, 'thread_touches_file': 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, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1, 'alignment_uses_comment': 1, 'alignment_uses_finding': 1, 'comment_aligns_finding': 1}\nLabels: {'test_or_ci': 3, 'not_resolved_or_not_observed': 3, 'thread_has_human_issue_without_fix_context': 2, 'issue_or_pull_request_thread': 1, 'test_ci_gap': 1, 'human_feedback_general': 1, 'human_reported_issue_no_linked_fix': 1, 'unlinked_human_feedback': 1, 'ambiguous_needs_more_evidence': 1, 'blueprint_human_gap_alignment': 1, 'partial blueprint fit': 1}\nOutcomes: {'not_resolved_or_not_observed': 6, 'ambiguous_needs_more_evidence': 2}\nQuality tiers: {'unresolved': 4, 'assumption_check': 1}\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/signalbreak-labs/ogham", "source_id": "graph-query-motif_query-b1758656f51a858e", "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": "signalbreak-labs/ogham", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_blueprint_gap", "level": "warning", "message": {"text": "Foundry mined blueprint gap alignment: signalbreak-labs/ogham"}, "properties": {"repobilityId": 356086, "scanner": "foundry_dataset", "fingerprint": "5e7b265743f71a1d26fe2e3bffd186abcf2e6c77dd8c28b25a693394b438e86b", "category": "tech_debt", "severity": "medium", "confidence": 0.7, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Human feedback aligned with blueprint or architecture gaps", "intent": "Curriculum-gap examples connecting issue threads to helicopter-view gaps.", "labels": {"test_ci_gap": 1, "source_or_other": 3, "partial blueprint fit": 1, "issue_or_pull_request_thread": 1, "not_resolved_or_not_observed": 3, "blueprint_human_gap_alignment": 1, "human_reported_issue_no_linked_fix": 1, "thread_has_human_issue_without_fix_context": 2}, "source": "graph_query_export", "motif_id": "blueprint_gap_alignment", "outcomes": {"not_resolved_or_not_observed": 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": 3, "alignment_uses_comment": 1, "alignment_uses_finding": 1, "chain_has_link_quality": 4, "comment_aligns_finding": 1, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 1, "comment_chain_touches_file": 3, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 15, "node_types": {"repo": 1, "thread": 1, "comment": 1, "pr_file": 3, "alignment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 4, "comment_chain": 1, "blueprint_finding": 1}, "query_type": "motif_query", "thread_key": "signalbreak-labs/ogham#4", "issue_number": "4", "quality_tiers": {"unresolved": 3, "assumption_check": 1}, "repo_full_name": "signalbreak-labs/ogham", "training_usage": "curriculum_gap", "source_motif_id": "graph-pattern-motif-thread-ee11524feb836e1d", "graph_gold_label": "assumption_check", "changed_file_labels": {"source_or_other": 12}}, "text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: assumption_check\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#4\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#4\nGraph gold label: assumption_check\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: signalbreak-labs/ogham#4\nRepo: signalbreak-labs/ogham\nIssue/PR number: 4\nGraph consistency label: assumption_check\nNodes: 15\nEdges: 24\nNode types: {'link_quality': 4, 'pr_file': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1, 'alignment': 1, 'blueprint_finding': 1}\nEdge types: {'chain_has_link_quality': 4, 'thread_touches_file': 3, 'comment_chain_touches_file': 3, 'issue_chain_touches_file': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1, 'alignment_uses_comment': 1, 'alignment_uses_finding': 1, 'comment_aligns_finding': 1}\nLabels: {'source_or_other': 3, 'not_resolved_or_not_observed': 3, 'thread_has_human_issue_without_fix_context': 2, 'issue_or_pull_request_thread': 1, 'test_ci_gap': 1, 'human_reported_issue_no_linked_fix': 1, 'blueprint_human_gap_alignment': 1, 'partial blueprint fit': 1}\nOutcomes: {'not_resolved_or_not_observed': 6}\nQuality tiers: {'unresolved': 3, 'assumption_check': 1}\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/signalbreak-labs/ogham", "source_id": "graph-query-motif_query-0eb2256abc92b6cb", "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": "signalbreak-labs/ogham", "source_dataset": "graph_queries/blueprint_gap_alignment", "training_usage": "curriculum_gap"}}}, {"ruleId": "foundry_blueprint_gap", "level": "warning", "message": {"text": "Foundry mined blueprint gap alignment: signalbreak-labs/ogham"}, "properties": {"repobilityId": 356085, "scanner": "foundry_dataset", "fingerprint": "6c51327cd8db61bf0192158132fd44c173b691cb2ca80bca523ddddfcd2aafe3", "category": "tech_debt", "severity": "medium", "confidence": 0.7, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Human feedback aligned with blueprint or architecture gaps", "intent": "Curriculum-gap examples connecting issue threads to helicopter-view gaps.", "labels": {"test_or_ci": 3, "test_ci_gap": 1, "partial blueprint fit": 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, "blueprint_human_gap_alignment": 1, "human_reported_issue_no_linked_fix": 1, "thread_has_human_issue_without_fix_context": 2}, "source": "graph_query_export", "motif_id": "blueprint_gap_alignment", "outcomes": {"not_resolved_or_not_observed": 6, "ambiguous_needs_more_evidence": 2}, "polarity": "mixed", "query_id": "blueprint_gap_alignment", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 32, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 3, "alignment_uses_comment": 1, "alignment_uses_finding": 1, "chain_has_link_quality": 5, "comment_aligns_finding": 1, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 2, "comment_chain_touches_file": 6, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 18, "node_types": {"repo": 1, "thread": 1, "comment": 2, "pr_file": 3, "alignment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 2, "blueprint_finding": 1}, "query_type": "motif_query", "thread_key": "signalbreak-labs/ogham#1", "issue_number": "1", "quality_tiers": {"unresolved": 4, "assumption_check": 1}, "repo_full_name": "signalbreak-labs/ogham", "training_usage": "curriculum_gap", "source_motif_id": "graph-pattern-motif-thread-5709e96864427f28", "graph_gold_label": "assumption_check", "changed_file_labels": {"test_or_ci": 15}}, "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: assumption_check\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#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: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#1\nGraph gold label: assumption_check\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: signalbreak-labs/ogham#1\nRepo: signalbreak-labs/ogham\nIssue/PR number: 1\nGraph consistency label: assumption_check\nNodes: 18\nEdges: 32\nNode types: {'link_quality': 5, 'pr_file': 3, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'issue_chain': 1, 'fix_outcome': 1, 'alignment': 1, 'blueprint_finding': 1}\nEdge types: {'comment_chain_touches_file': 6, 'chain_has_link_quality': 5, 'thread_touches_file': 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, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1, 'alignment_uses_comment': 1, 'alignment_uses_finding': 1, 'comment_aligns_finding': 1}\nLabels: {'test_or_ci': 3, 'not_resolved_or_not_observed': 3, 'thread_has_human_issue_without_fix_context': 2, 'issue_or_pull_request_thread': 1, 'test_ci_gap': 1, 'human_feedback_general': 1, 'human_reported_issue_no_linked_fix': 1, 'unlinked_human_feedback': 1, 'ambiguous_needs_more_evidence': 1, 'blueprint_human_gap_alignment': 1, 'partial blueprint fit': 1}\nOutcomes: {'not_resolved_or_not_observed': 6, 'ambiguous_needs_more_evidence': 2}\nQuality tiers: {'unresolved': 4, 'assumption_check': 1}\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/signalbreak-labs/ogham", "source_id": "graph-query-motif_query-dd6a3e5444bc8d4f", "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": "signalbreak-labs/ogham", "source_dataset": "graph_queries/blueprint_gap_alignment", "training_usage": "curriculum_gap"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: signalbreak-labs/ogham"}, "properties": {"repobilityId": 312329, "scanner": "foundry_dataset", "fingerprint": "fd5f0c404f29366d87561d03ee23e56d4ae7068fa581435a6d65fedb71b94187", "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": "signalbreak-labs/ogham#3", "human_labels": ["human_feedback_general", "security_auth_secret", "source_or_other"], "issue_number": "3", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.792, "repo_full_name": "signalbreak-labs/ogham", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-c06fdf353637a9c4", "helicopter_views": {}, "artifact_families": {"docs": 1, "designs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 2, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"source_or_other": 2}, "linked_commit_count": 3, "helicopter_view_count": 0, "source_artifact_count": 2, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#3\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: signalbreak-labs/ogham#3\nRepo: signalbreak-labs/ogham\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: 2\nLabels: {'security_auth_secret': 1, 'human_feedback_general': 1}\nPolarities: {'bad': 1, 'neutral': 1}\nChanged file labels: {'source_or_other': 2}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-92c04838ad4d28bb\",\n \"kind\": \"pull_request_body\",\n \"label\": \"security_auth_secret\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/signalbreak-labs/ogham/pull/3\",\n \"text\": \"GitHub feedback: security_auth_secret\\nPolarity: bad\\nKind: pull_request_body\\nRepo: signalbreak-labs/ogham\\nAuthor: dependabot[bot] (Bot)\\nURL: https://github.com/signalbreak-labs/ogham/pull/3\\nTitle: Build(deps): bump the rust-dependencies group across 1 directory with 4 updates\\nBody:\\nBumps the rust-dependencies group with 4 updates in the / directory: [tiktoken-rs](https://github.com/zurawiki/tiktoken-rs), [md5](https://github.com/stainless-steel/md5), [rusqlite](https://github.com/rusqlite/rusqlite) and [criterion](https://github.com/criterion-rs/criterion.rs).\\n\\nUpdates `tiktoken-rs` from 0.7.0 to 0.12.0\\n
\\nRelease notes\\n

Sourced from tiktoken-rs's releases.

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v0.12.0

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Summary

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This release backports OpenAI tiktoken 0.13.0 into tiktoken-rs. The main reason to upgrade is better alignment with upstream tokenization behavior, especially the upstream Rust core changes for large BPE pieces and error-aware encoding.

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For most users who call the high-level model/token counting helpers, this should behave the same aside from the\"\n },\n {\n \"id\": \"github-feedback-comment-26fc15789c9198f6\",\n \"kind\": \"issue_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/signalbreak-labs/ogham/pull/3#issuecomment-4671415987\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_comment\\nRepo: signalbreak-labs/ogham\\nAuthor: dependabot[bot] (Bot)\\nURL: https://github.com/signalbreak-labs/ogham/pull/3#issuecomment-4671415987\\nTitle: \\nBody:\\nLooks like these dependencies are no longer updatable, so this is no longer needed.\"\n }\n]\nChanged files:\n[\n {\n \"id\": \"github-pr-file-file-a9297823458ea447\",\n \"filename\": \"Cargo.lock\",\n \"label\":\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/signalbreak-labs/ogham", "source_id": "comment-chain-pattern-assumption_checks-38ad28071823e7e5", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "signalbreak-labs/ogham", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "weak_supervision"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: signalbreak-labs/ogham"}, "properties": {"repobilityId": 312328, "scanner": "foundry_dataset", "fingerprint": "dd3b639bb54ec2407d01f2c4212918a11becb76cc1f9a86a9a12d122d9d75f6e", "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": "signalbreak-labs/ogham#2", "human_labels": ["human_feedback_general", "runtime_failure", "source_or_other"], "issue_number": "2", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.625, "repo_full_name": "signalbreak-labs/ogham", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-653ee8700be4e90e", "helicopter_views": {}, "artifact_families": {"docs": 1, "designs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 2, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"source_or_other": 2}, "linked_commit_count": 1, "helicopter_view_count": 0, "source_artifact_count": 2, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_weak_supervision", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: signalbreak-labs/ogham\nThread: signalbreak-labs/ogham#2\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: signalbreak-labs/ogham#2\nRepo: signalbreak-labs/ogham\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 3\nLinked commit count: 1\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 2\nLabels: {'runtime_failure': 1, 'human_feedback_general': 2}\nPolarities: {'bad': 1, 'neutral': 2}\nChanged file labels: {'source_or_other': 2}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-e53368a19dc99491\",\n \"kind\": \"pull_request_body\",\n \"label\": \"runtime_failure\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/signalbreak-labs/ogham/pull/2\",\n \"text\": \"GitHub feedback: runtime_failure\\nPolarity: bad\\nKind: pull_request_body\\nRepo: signalbreak-labs/ogham\\nAuthor: dependabot[bot] (Bot)\\nURL: https://github.com/signalbreak-labs/ogham/pull/2\\nTitle: Build(deps): bump the rust-dependencies group with 5 updates\\nBody:\\nUpdates the requirements on [fjall](https://github.com/fjall-rs/fjall), [tiktoken-rs](https://github.com/zurawiki/tiktoken-rs), [md5](https://github.com/stainless-steel/md5), [rusqlite](https://github.com/rusqlite/rusqlite) and [criterion](https://github.com/criterion-rs/criterion.rs) to permit the latest version.\\nUpdates `fjall` to 2.11.2\\n

\\nRelease notes\\n

Sourced from fjall's releases.

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2.11.2

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  • [fix] Recovery with stray AppleSingle/Double files
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\\nCommits\\n
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  • 39113bf Update Cargo.toml
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  • 6366737 Merge pull request \\nRelease notes\\n

    Sourced from fjall's releases.

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    3.1.5

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    • [fs] Open DB lock with write flag #258
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    • [dep] Update lsm-tree to 3.1.5
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    • [doc] Update documentation
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    3.1.4

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    • [fix] Fixes Keyspace::clear changing a KV-separated tree's type, making it unrecoverable
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    3.1.3

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    • [dep] Update lsm-tree to 3.1.3
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    3.1.2

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    • [sec] Upgrade lz4_flex to 0.13
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    3.1.1

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    • [fix] Ingested data being invisible after recovery \\nRelease notes\\n

      Sourced from actions/checkout's releases.

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      v6.0.0

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      What's Changed

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      • Update README to include Node.js 24 support details and requirements by @\u200bsalmanmkc in actions/checkout#2248
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      • Persist creds to a separate file by @\u200bericsciple in actions/checkout#2286
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      • v6-beta by @\u200bericsciple in actions/checkout#2298
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      • update readme/changelog for\"\n },\n {\n \"id\": \"github-feedback-comment-51760159438f5c6d\",\n \"kind\": \"issue_comment\",\n \"label\": \"human_feedback_general\",\n \"polarity\": \"neutral\",\n \"url\": \"https://github.com/signalbreak-labs/ogham/pull/1#issuecomment-4671288067\",\n \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_comment\\nRepo: signalbreak-labs/ogham\\nAuthor: dependabot[bot] (Bot)\\nURL: https://github.com/signalbreak-labs/ogham/pull/1#issuecomment-4671288067\\nTitle: \\nBody:\\nLooks like actions/checkout is up-to-date now, so this is no longer needed.\"\n }\n]\nChanged files:\n[\n {\n \"id\": \"github-pr-file-file-eb6c121ee09231e1\",\n \"filename\": \".github/workflows/audit.yml\",\n \"label\": \"te\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/signalbreak-labs/ogham", "source_id": "comment-chain-pattern-bad_chains-0965deba9ec8112d", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "signalbreak-labs/ogham", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_auth_guardrail_gap", "level": "error", "message": {"text": "Foundry mined security auth guardrail gaps: signalbreak-labs/ogham"}, "properties": {"repobilityId": 334901, "scanner": "foundry_dataset", "fingerprint": "30c0d7ce9378af4c17c881003ab26f12e975729bbcd3b425e41bf612150a80d4", "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": {"data_schema": 1, "source_or_other": 2, "dependency_or_build": 1, "security_auth_secret": 1, "human_feedback_general": 1, "claimed_resolved_unverified": 3, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 1, "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": "security_auth_without_guardrails", "outcomes": {"claimed_resolved_unverified": 6, "ambiguous_needs_more_evidence": 2}, "polarity": "bad", "query_id": "security_auth_guardrail_gaps", "severity": "critical", "ci_labels": {}, "synthetic": false, "edge_count": 27, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 2, "chain_has_link_quality": 4, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 2, "thread_has_comment_chain": 2, "comment_chain_links_commit": 3, "comment_chain_touches_file": 4, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 16, "node_types": {"repo": 1, "commit": 2, "thread": 1, "comment": 2, "pr_file": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 4, "comment_chain": 2}, "query_type": "motif_query", "thread_key": "signalbreak-labs/ogham#3", "issue_number": "3", "quality_tiers": {"weak_supervision": 4}, "repo_full_name": "signalbreak-labs/ogham", "training_usage": "assumption_check", "source_motif_id": "graph-pattern-motif-thread-3cd321f7c62d6b28", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {"source_or_other": 10}}, "text": "Graph query export: Security/auth changes without enough guardrails\nQuery id: security_auth_guardrail_gaps\nQuery type: 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'chain_has_link_quality': 4, 'comment_chain_links_commit': 3, 'thread_has_comment': 2, 'thread_touches_file': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'issue_chain_has_comment_chain': 2, 'issue_chain_touches_file': 2, 'repo_has_thread': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'claimed_resolved_unverified': 3, 'source_or_other': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'security_auth_secret': 1, 'human_feedback_general': 1, 'human_reported_issue_then_fix_attempt': 1, 'data_schema': 1, 'dependency_or_build': 1, 'comment_has_related_commit_context': 1, 'ambiguous_needs_more_evidence': 1}\nOutcomes: {'claimed_resolved_unverified': 6, 'ambiguous_needs_more_evidence': 2}\nQuality tiers: {'weak_supervision': 4}\nCI labels: {}\nCurriculum targets:\n- Train auth boundary repair with tests, permission matrices, and secret-handling checks.\n- Keep risky auth changes separate 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["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-1838a141491ce38c", "level": "warning", "message": {"text": "GitHub Actions workflow grants broad write permissions"}, "properties": {"repobilityId": "b8fd4f5048f96576", "scanner": "scanner-primary", "fingerprint": "1838a141491ce38c", "layer": "cicd", "severity": "medium", "confidence": 1.0, "tags": ["supply-chain", "github-actions", "least-privilege"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": ".github/workflows/release.yml"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-ea3b5e389d8c9c0f", "level": "note", "message": {"text": "Low test-to-source ratio"}, "properties": {"repobilityId": "ef7b2552cc00a375", "scanner": "scanner-primary", "fingerprint": "ea3b5e389d8c9c0f", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["tests"]}}, {"ruleId": "scanner-2d0c7b7ab8f8aacf", "level": "warning", "message": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "properties": {"repobilityId": "fda5af17ab7d2881", "scanner": "scanner-primary", "fingerprint": "2d0c7b7ab8f8aacf", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "mock-data", "critical-flow", "generated-repo-pattern"]}}, {"ruleId": "scanner-ea8f3013f588db25", "level": "note", "message": {"text": "Shallow git history limits provenance confidence"}, "properties": {"repobilityId": "5c29033b77f9b7b1", "scanner": "scanner-primary", "fingerprint": "ea8f3013f588db25", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-8424db9c75e04ba4", "level": "none", "message": {"text": 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