Use when querying Elasticsearch through the Kibana console proxy, especially for log investigations, field-based filtering, or error triage from job or application logs.
Use when pressure-testing a plan, architecture, code change, or AI-generated proposal before committing, especially when hidden assumptions, production risks, or failure modes may be underexplored.
Use when creating or updating skills in `~/.config/ai/skills`, especially when a `SKILL.md` has a weak trigger, tangled structure, poor steering, or bloated wording.
Use when interacting with Datadog resources using the `pup` CLI, especially for APM traces, metrics, monitors, notebooks, and synthetic tests.
Use when simplifying recently touched code without changing behavior, especially when asked to "simplify code", "clean up code", "refactor for clarity", or "improve readability".
Ingest a URL into the patient account wiki. Use when the user provides a URL (Atlassian/Confluence, web articles, documentation) and wants to add it to their research wiki. Handles fetching, markdown conversion, asset extraction, and runs the full wiki ingest workflow. Triggers on "ingest <url>", "add this to the wiki", or when user shares a URL in the context of wiki research.
Use at session start, after context compaction, and before session end. Owns session journals in `.sandbox/journals/`: when to create one, what prior context to read, what to log, and how to leave a resumable handoff
Use when initializing a new personal knowledge base (wiki) from the LLM Wiki pattern — a structured markdown repo where the LLM incrementally builds and maintains interlinked pages between raw sources and a persistent wiki layer