jon-chun

Stage audit: bibliography hygiene checks per reference and writes audit_quality/audit_confidence/audit_remediation per row.

Stage ground: evaluates whether each reference supports the claims it is cited for; fetches evidence preferring md/html/tex/rtf/txt/pdf; writes ground_* columns and produces grounding reports.

Initialize the reference QA pipeline by creating out/audit_references.csv with one row per BibTeX entry and required stage columns.

Stage ml: ML venue lens (default NeurIPS) scoring per reference for technical fit: canonicality, baseline relevance, recency for SOTA claims; writes ml_* columns.

Stage resolve: resolve each reference against OpenAlex/Crossref/arXiv/DBLP; detect hallucinations and metadata mismatches; writes resolve_* columns and refs.corrected.bib.

Final stage: compute reference_quality_score by weighted QUALITY×CONFIDENCE across audit/resolve/ground/venue/ml; rank and assign review_priority; includes default + venue-specific blocker rules.

Stage venue: policy venue lens (governance/ethics/policy) scoring per reference based on authority/genre appropriateness for policy claims; writes venue_* columns.

Use when the user wants rigorous thinking before landing on an answer — framing a fuzzy problem, surfacing hidden assumptions, stress-testing a decision, running a premortem, steelmanning an opposing view, applying five-whys root-cause analysis, reframing a question, doing first-principles decomposition, finding a double-crux, or deliberating an ambiguous open-ended choice. Especially applies to strategy, product direction, research design, architecture decisions, hiring calls, ethical tradeoffs, and any prompt where jumping straight to a solution would skip important questions. Trigger phrases include "help me think through", "should I", "what should we build", "what am I missing", "reframe this", "pre-mortem", "steelman", "assumption audit", "debug my thinking", "five whys", "stress-test this decision", "first principles".

Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks