/wiki-query

name: wiki-query
description: Query the LLM Wiki — reads index.md first, drills into 3-10 relevant pages, synthesizes an answer with inline [[wikilink]] citations, and offers to file the answer back as a new comparison or synthesis page. Usage /wiki-query "<question>"

<!-- canonical copy: engineering/llm-wiki/commands/wiki-query.md — keep in sync (root copy uses repo-root-relative script paths) -->

/wiki-query

Ask the wiki a question. The librarian reads `index.md` first, picks relevant pages across categories, synthesizes an answer with citations, and offers to file the answer back into the wiki so your explorations compound.

Usage

/wiki-query "<your question>"
/wiki-query "what does the wiki say about sparse autoencoders?"
/wiki-query "compare monosemanticity and polysemanticity across my sources"
/wiki-query "which sources disagree on scaling laws?"
/wiki-query "give me a comparison table of SAE vs linear probing"

What happens

1. **Index-first read** — reads `wiki/index.md` to find relevant pages 2. **Drill-in** — reads 3-10 pages in full (synthesis + concepts + sources + entities) 3. **Follow links** — opportunistically follows wikilinks between pages 4. **Fallback search** — if the index isn't enough, runs `engineering/llm-wiki/skills/llm-wiki/scripts/wiki_search.py` (BM25) 5. **Synthesize** — composes a direct answer + supporting detail + inline `[[sources/xxx]]` citations + "Related pages" section 6. **Offer to file back** — asks whether to save this as a new wiki page (usually in `comparisons/` or `synthesis/`)

Output formats

The answer's format follows the question:

| Question shape | Output | |---|---| | "What is X?" | Markdown explanation with citations | | "A vs B" | Comparison table | | "Give me a slide deck on X" | Markdown synthesis → `/wiki-marp` to render | | "Chart the trend in X" | Python script + saved chart in `wiki/assets/charts/` |

Sub-agent

This command dispatches the `wiki-librarian` sub-agent. See `agents/wiki-librarian.md`.

Scripts

• `engineering/llm-wiki/skills/llm-wiki/scripts/wiki_search.py` — BM25 fallback search
• `engineering/llm-wiki/skills/llm-wiki/scripts/append_log.py` — log filed answers

Rules

• **Read the index first.** No grep-everything.
• **Every claim cites a page** with a `[[wikilink]]`.
• **Offer to file the answer back** — but only for substantive answers worth keeping.

Skill Reference

→ `engineering/llm-wiki/skills/llm-wiki/SKILL.md` → `engineering/llm-wiki/skills/llm-wiki/references/query-workflow.md`