UNPKG

aiwg

Version:

Cognitive architecture for AI-augmented software development with structured memory, ensemble validation, and closed-loop correction. FAIR-aligned artifacts, 84% cost reduction via human-in-the-loop, standards adopted by 100+ organizations.

99 lines (75 loc) 2.88 kB
# post-write-citation-check Verify citations after any document write that contains research references. ## Trigger - Agent writes to `**/*.md` files containing `REF-` or `@.aiwg/research/` patterns - Agent writes to `.aiwg/research/findings/` - Agent writes to `docs/` ## Enforcement Level **WARN** - Generates warning for GRADE violations; **BLOCK** for hallucinated citations. ## Behavior When triggered: 1. **Scan written content for citations**: - Extract all `REF-XXX` references - Extract all `@.aiwg/research/` @-mentions - Extract DOI patterns - Extract author-year patterns 2. **Verify existence**: - For each reference, check file exists in corpus - If file exists, validate REF-XXX matches frontmatter 3. **Check GRADE hedging**: - Load quality assessment for each cited source - Verify hedging language matches evidence quality: - HIGH: "demonstrates", "confirms" - OK - MODERATE: "suggests", "indicates" - OK - LOW: Must use "limited evidence", "some data" - VERY LOW: Must use "anecdotal", "exploratory" - Flag overclaiming 4. **Respond**: - Hallucinated citation (source not in corpus): **BLOCK** write, require fix - GRADE violation (overclaiming): **WARN** with suggested fix - All valid: Allow silently ## Warning Format ``` WARNING: Citation GRADE Violation ================================== File: docs/architecture-overview.md (line 42) Claim: "Research demonstrates that microservices improve scalability" Source: REF-045 (GRADE: LOW - case series without controls) Issue: HIGH-confidence language ("demonstrates") for LOW-quality evidence Fix: Change to "Limited evidence suggests that microservices may improve scalability" ================================== ``` ## Block Format ``` BLOCKED: Hallucinated Citation ================================ File: docs/architecture-overview.md (line 67) Citation: "Smith et al. (2024)" Issue: No source matching "Smith et al. (2024)" exists in research corpus Actions: 1. Add source to .aiwg/research/sources/ if it exists 2. Remove the citation 3. Add to .aiwg/research/TODO.md for future research ================================ ``` ## Configuration ```yaml hook: name: post-write-citation-check type: post-write enforcement: hallucination: block grade_violation: warn missing_grade: warn triggers: - pattern: "**/*.md" content_match: "(REF-\\d{3}|@\\.aiwg/research/)" skip_conditions: - path_match: ".aiwg/working/**" - path_match: ".aiwg/ralph/**" ``` ## References - @.claude/rules/citation-policy.md - Citation policy rules - @agentic/code/frameworks/sdlc-complete/agents/citation-verifier.md - Verifier agent - @agentic/code/frameworks/sdlc-complete/schemas/research/hallucination-detection.yaml - Detection schema - @.aiwg/research/docs/grade-assessment-guide.md - GRADE levels