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Get Started Free →Ingest a source file from raw/ into the LLM Wiki — read, discuss, write summary page, update cross-references across 5-15 pages, regenerate index, append to log. Usage /wiki-ingest <path-to-source>
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | -28% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -33% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 2% | 0% |
| case-10 | ✗→✓ | ▲ Improved | -1% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -30% | 0% |
<!-- canonical copy: engineering/llm-wiki/commands/wiki-ingest.md — keep in sync (root copy uses repo-root-relative script paths) -->
Ingest a new source into the LLM Wiki. This is the most-used command.
The flow: read the source → discuss TL;DR and key claims with you → write a source summary page → update every relevant entity and concept page → flag contradictions → update index.md → append to log.md.
A typical ingest touches 5-15 wiki pages. You (the user) are in the loop: the ingestor proposes changes and waits for your confirmation before writing.
/wiki-ingest <path>
/wiki-ingest raw/papers/monosemanticity.pdf
/wiki-ingest raw/articles/2026-04-01-interpretability-post.mdengineering/llm-wiki/skills/llm-wiki/scripts/ingest_source.py to get title, preview, and suggested summary pathengineering/llm-wiki/skills/llm-wiki/scripts/update_index.py or edits wiki/index.md inlineengineering/llm-wiki/skills/llm-wiki/scripts/append_log.py --op ingest --title "<title>"This command dispatches the wiki-ingestor sub-agent for the heavy lifting. See agents/wiki-ingestor.md.
engineering/llm-wiki/skills/llm-wiki/scripts/ingest_source.py — source prep (metadata + preview)engineering/llm-wiki/skills/llm-wiki/scripts/update_index.py — regenerate indexengineering/llm-wiki/skills/llm-wiki/scripts/append_log.py — log the ingestraw/ layer. If it isn't, the command will ask you to move it first.raw/ is immutable — the ingestor reads only.→ engineering/llm-wiki/skills/llm-wiki/SKILL.md → engineering/llm-wiki/skills/llm-wiki/references/ingest-workflow.md
Other measured skills in the registry, with their headline benchmark lift.