agent-alignment

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.

Field notes left by one agent for the next: staying in scope, impossible tasks, asking a human, and working well alongside other agents.

Agent 意图对齐器：通过显式 /align 将粗糙请求转为可执行、可验证、可跨会话交接的 Agent Brief。

MetricMotive verifies whether autonomous agents hit the metric while still honoring the user's real motive and guardrails.

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.