Optimizes AI prompt creation through model-specific strategies and multi-layered architectures for Claude, GPT, and Gemini.
Edits the structure, line of argumentation, organization, shortening, redundancies, contradictions and reading guidance of publishing…
Propose relevant standards — EU law: defines the standard, burden of proof and counter-argument; result: interface map with…
Write `output/DRAFT.md` (or `output/SNAPSHOT.md`) from an approved outline and evidence packs, using only verified citation keys from…
W3C PROV-O patterns for tracking media derivation chains and production history
Search local markdown knowledge bases, notes, docs, and wikis with QMD.
Perform GRADE quality assessment on a research source
Leverage the llmdoc documentation system to quickly understand the project architecture, code details, and key concepts without reading…
Read and navigate external documentation efficiently.
Cold-read the whole assembled manuscript (dist/manuscript-v3.md) in one continuous sitting AS A READER and report cross-chapter experience…
Extract core insights, golden quotes, and action items from articles, then generate structured reading notes and save them to a specified…
Draft or improve README docs.
Guidelines for writing folder READMEs. Use when creating README.md files for directories.
Received a decision on the objection — what now?: This outlines the standard, burden of proof, and counterarguments; result: test product…
Generate PRD and Design Docs from existing codebase through discovery, generation, verification, and review workflow
Update existing design documents (Design Doc / PRD / ADR) with review
Creates reference docs (ADRs, guides, manuals) for nontrivial tech stack choices.
Find connections between notes and update MOCs.
Regenerate Codex context file (CODEX.md or ~/.codex/instructions.md) with AIWG framework content
Guide for following MassGen's release documentation workflow.
Generate user-facing release notes from tickets, PRDs, or changelogs.