· Audit prose for AI tells in docs, PRs, emails, slides, docstrings. Triggers: 'ai writing', 'sounds like chatgpt', 'ai slop prose', 'llm voice', 'sound human'. Not for code (use anti-slop).
· Audit read-only code slimming: dead code, unused files, duplicate blocks, wrapper removal, commented-out code. Triggers: 'slim codebase', 'dead code', 'unused functions', 'dedupe'. Not for bugs or broad reviews.
· Triage a live incident to localize an unknown failing layer, then route. Triggers: incident, outage, triage, production down, crashloop, 502. Not for known-component debugging (systematic-debugging) or repo audits (deep-audit).
· Run an exhaustive 5-wave repo audit (every applicable lens, up to 30 agents), persist findings, generate phased tasks. Triggers: 'deep audit', 'comprehensive audit', 'full audit', 'mega review', 'deep review', 'audit report'. Not for a quick fixed 4-skill sweep (use full-review).
· Run 4 fixed audits in parallel (code-review, anti-slop, security-audit, update-docs) as a quick quality gate. Triggers: 'full review', 'run all checks', 'full check', 'quad audit', 'review before merge'. Not for exhaustive/wave audits (use deep-audit) or single-dimension checks.
· Instrument and audit observability: metrics, traces, logs, alerts, SLOs, dashboards. Triggers: observability, metrics, tracing, prometheus, opentelemetry, grafana, slo. Not for live diagnostics (cluster-health) or manifests (kubernetes).
· Build/review AI apps: LLMs, RAG, embeddings, agents, evals, local inference. Triggers: 'llm', 'rag', 'embedding', 'openai sdk', 'agent loop', 'fine-tune', 'ollama', 'vllm'. Not for MCP (use mcp).
· Write/review Ansible playbooks, roles, inventories, Vault, Molecule, AWX/AAP. Triggers: 'ansible', 'playbook', 'role', 'inventory', 'group_vars', 'ansible-lint'.