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LexAI/.claude/AGENTS.md
john kevin asprec c2ca659a2b
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feat: Enhance project memory and skills documentation; add memory-sync skill for knowledge consolidation
2026-07-15 16:01:13 +08:00

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Project subagents

The project-level Claude Code subagents live in ./agents/. They are intentionally few and have distinct ownership:

Agent Purpose Write access Default model
fable-orchestrator frames, routes, and accepts verified work no Fable
scout maps code and constraints no Haiku
planner produces a minimal testable plan no Opus
builder implements a named, scoped change yes Sonnet
lexai-extension-dev LexAI-specific implementation (entrypoints, LLM proxy, key handling, selection/replace, Gitea/CWS release) yes Sonnet
verifier independently checks acceptance tests no direct file tools Haiku
critic adversarial review for high-risk work no direct file tools Opus
security-auditor authn/authz, secrets, injection, deps, attack surface docs/attacksurface.md only Opus
learning-steward turns proven mistakes into guardrails/evals only lesson and eval artifacts Haiku
system-steward improves agents, skills, and role memory from evidence operating artifacts only Opus
integrator combines independent named changes yes Sonnet

Use

Run Fable as the main session when the work needs coordination:

claude --agent fable-orchestrator

fable, opus, sonnet, and haiku are version-flexible Claude Code aliases. They resolve to the newest enabled version for the current provider and account; this avoids leaving the project pinned to an obsolete model ID.

For a one-off specialist, invoke it in a normal Claude Code session, for example:

@scout Map the code paths and tests relevant to [task]. Do not modify files.
@builder Implement the approved task contract for [task] in [paths].
@lexai-extension-dev Implement [task] in entrypoints/ respecting the message contract and key-handling rules.
@verifier Verify [task] against these acceptance tests: [tests].
@security-auditor Audit [change/component] for authz, injection, secrets, and attack-surface exposure.
@learning-steward Review this verified failure and decide the smallest durable prevention.
@system-steward Improve the relevant project agent or skill only from this evidence: [evidence].

For LexAI code (anything under entrypoints/ or src/), prefer lexai-extension-dev over the generic builder — it knows the message contract, snapshot pattern, and key-handling rules. Use builder for repo-agnostic changes (config, tooling, docs). Use no more than one implementer on the same files. For low-risk, isolated work, use a normal Claude Code session instead of adding coordination overhead.

Memory and skills

Fable, Planner, Builder, Verifier, Critic, Learning Steward, Integrator, and System Steward use project-scoped role memory. It is committed under .claude/agent-memory/ when Claude Code creates it, so the team can review it. Fable also uses Claude Code Auto Memory for session continuity. Shared durable knowledge lives in docs/MEMORY.md (see the memory protocol in CLAUDE.md); role memory stays role-specific.

  • /resume-project rebuilds verified working state after a new session, interruption, or compaction.
  • /memory-sync consolidates durable knowledge into docs/MEMORY.md, dedupes, and enforces context caps (owner: Learning Steward).
  • /continuous-improvement evaluates a proven workflow failure and sends agent/skill improvements to System Steward only when justified.
  • /dev-loop runs a bounded autonomous maintenance loop (triage → one bounded task → full landing gates → clean stop).
  • /attack-surface and /prompt-injection-audit keep security coverage current; /self-model-audit keeps the operator/project model honest.