kw-engine
01Plugin Claude Code
Methodology evolution engine — distill transferable principles from literature, search by problem structure.
Plugin Claude Code
Methodology evolution engine — distill transferable principles from literature, search by problem structure.
Plugin Claude Code
Methodology evolution engine — distill transferable principles from literature, search by problem structure.
Instructions file CodexOpenCode
Instructions for chenpg2/kw-engine, covering agents.md, commands and conventions.
Instructions file
Instructions for chenpg2/kw-engine, covering claude.md, commands and conventions.
Agent
Distills a Layer-1 paper reading into abstract, transferable Layer-2 principle records (first-principles), capturing problem-signature ↔ mechanism ↔ rationale.
Agent
Acquires ONE paper PDF into paper/ .pdf via a robust multi-source open-access fallback chain, validates it is a real PDF, and registers a pending index entry. Use to fetch a paper before kw-reader reads it. Never reads/abstracts the paper.
Agent
Faithfully reads one paper PDF into a Layer-1 structured reading per the memory contract. Use to extract (not abstract) a paper.
Agent
Cross-paper Layer-3 synthesis — clusters principles into a design-space map, surfaces contradictions and gaps. Run periodically (Loop 1 re-synthesis).
Agent
Independent quality/integrity reviewer for memory records. Checks SCHEMA invariants, provenance resolution, L1 faithfulness, L2 abstraction. Never produces records — review lane only.
Skill Claude CodeCodex
Problem-driven research loop — start from YOUR project or idea plus a pile of papers (even if insufficient), decompose it into a problem structure, map it onto the principle library, fill the gaps with targeted reading, and assemble a principle-grounded design. Iterates as you read more. Use when the user has a…
Skill Claude CodeCodex
Scaffold a new knowledge engine workspace OR link to an existing shared knowledge base. Use when starting a new knowledge base or connecting a project to an existing one.
Skill Claude CodeCodex
Sharpen a vague idea, a literature gap, or a stalled project into a GOOD research question — consequential, specific, falsifiable, feasible — BEFORE committing to a technical route. Produces a structured Question Card, then optionally hands off to /kw-explore to form the technical route. Triggers: "is this a good…
Skill Claude CodeCodex
Single entry for the knowledge engine. Detects state and offers choices — fetch papers by id/DOI/title, absorb all new papers (L1→L2), run L3 synthesis. Use when the user says "process the knowledge base", "/kw", "fetch this paper", or drops new papers.
Plugin Claude Code
Plugin marketplace listing 1 plugin: genius.
Plugin Claude Code
GENIUS (Grounded Evolutionary Novelty for Ideation, Understanding & Science) — the bridge from a scientific problem to an openevolve run: Claude+Codex+Kimi debate an idea (or a local sub-problem in an existing project) into grounded, novel, computable candidates, then a human freeze-gate hands a ready evolve-dir to…
Command
Run the EVOLVE engine (OpenEvolve on ollama) on a prepared, frozen evolve-dir.
Command
Break a local sub-problem (principle/formula/math/method) inside the current project.
Command
Map the current project (goal, state, technical routes, core blocker, leverage points).
Command
Run the GENIUS multi-agent idea→portfolio pipeline on a research idea.
Skill Claude CodeCodex
Use when the user runs /genius-evolve or asks to run the EVOLVE engine on an already-prepared evolve-dir (initialprogram.py + frozen evaluator.py + frozen.lock).
Skill Claude CodeCodex
Use when the user runs /genius-focus or asks GENIUS to break a local sub-problem (a principle/formula/math/method) inside an EXISTING project. Auto-understands the project, surfaces candidate sub-problems, user picks one, then runs a scoped axioms-grounded debate (+gated EVOLVE).
Skill Claude CodeCodex
Use when the user runs /genius-understand or asks GENIUS to map/diagnose the current project. Runs the bundled understand workflow and presents the grounded map. Persists understand-map.md and understand-map.json to the runDir immediately after the workflow returns.
Skill Claude CodeCodex
Use when the user runs /genius or asks to run the GENIUS multi-agent idea→portfolio pipeline. Computes the run directory and launches the bundled debate-engine workflow.