rust-code

Research codebase and create spec + phased implementation plan with file-level tasks

Self-improving optimization via Karpathy autoresearch pattern. Generates → evaluates → scores → mutates prompts/descriptions in a loop. Targets — tool-selection, system-prompt, skill, decision-parser. Use when "optimize tools", "autoresearch", "improve skill X", "self-improve prompts", "optimize tool descriptions".

End-to-end project improvement — plan, branch, delegate execution, verify. Calls /plan for analysis, then delegates fixes to agents. Use when "improve project", "swarm improve", "send agents to fix", "refactor project X", "upgrade project". Do NOT use for planning only (use /plan), single tasks (use /delegate), or own codebase (use /self-evolve).

Autonomous task loop — iterate on a task until done, commit after each step, run tests. Use when "run in loop", "autonomous mode", "keep working", "don't stop", "bighead mode", "--loop". Do NOT use for one-shot tasks (just run normally) or self-improvement (use /self-evolve).

Discover and install agent skills from skills.sh (60K+ skills). Use when "find a skill", "search skills", "is there a skill for", "install skill", "skill catalog". Do NOT use for auditing existing skills (use /skill-audit) or browsing local skills (use `skills list`).

Self-improvement mode — analyze past sessions for recurring failures, patch own code, test, commit, rebuild. Use when "evolve", "self-improve", "fix yourself", "analyze sessions", "--evolve". Do NOT use for normal coding (use /bighead) or delegating tasks (use /delegate).

Orchestrate multiple CLI agents in parallel — delegate tasks to claude/gemini/codex/opencode/rust-code via .tasks/ system. Use when "delegate to", "spawn agents", "parallel analysis", "send task to claude", "run in background", "orchestrate agents". Do NOT use for in-process sub-agents (use spawn_agent) or single bash commands (use bash_bg).

Audit a skill against Anthropic's best practices checklist — 12 dimensions, scored 0-24. Use when user says "audit skill", "review skill quality", "check skill", "skill score", "skill checklist", or "is this skill good". Do NOT use for KB audits (use /audit) or code review (use /review).