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An open-source pipeline that turns your writing into a specification for AI agents. It describes how you reason, communicate and decide. Agents read it before acting for you. Each claim cites facts that quote your own words, so you can check and correct any claim.
Agent Knowledge Cycle (AKC) is a six-phase, human-gated cycle for people who run coding agents day to day: it turns the agent's repeated experience into skills and rules, keeps the setup aligned with the operator's intent, and installs as a rules file or the akc-cycle Claude Code plugin.
Watches whether an AI agent is still doing what you asked. Runs beside Claude Code, Codex and Cursor, checks production agent traces, and gates CI on eval regressions. One vendor-neutral engine.
Interactive decision report skill for Claude Code — bridges the cognition gap between user and agent with structured JSON reports, selectable options, Mermaid diagrams, and export to Markdown/JSON.