The interpretive layer above memory. Turns text into a portable specification of how a specific person interprets information, decides, and communicates.

Agent Knowledge Cycle (AKC) — a knowledge cycle for AI agents: agent behavior compounds, human judgment sharpens. Six phases keep behavior aligned with operator intent as human attention becomes the scarce resource. ADRs, JSON schemas, dependency-free Python reference.

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.