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Get Started Free →Manage the personal knowledge wiki. Use when the user shares articles, documents, or asks to organize knowledge; when a conversation produces insights worth preserving as structured knowledge; or when the user asks about the knowledge base.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-11 | ✗→✓ | ▲ Improved | 31% | 0% |
| case-13 | ✗→✓ | ▲ Improved | 123% | 0% |
| case-14 | ✗→✓ | ▲ Improved | 91% | 0% |
| case-19 | ✗→✓ | ▲ Improved | -33% | 0% |
| case-04 | ✓→✗ | ▼ Worse | -36% | 0% |
Maintain a persistent, structured knowledge base in the knowledge/ directory.
knowledge/index.md to see existing categoriesknowledge/<category>/<slug>.mdknowledge/index.md and append to knowledge/log.mdknowledge/index.md and knowledge/log.mdknowledge/index.md (already in your context) for relevant pagesread toolmemory_search if neededmarkdown# Page Title > Source: <URL or description of the original material> Content here. Cross-reference related pages with markdown links: [Related Page](../category/related-page.md) ## Key Points - ... ## Related - [Page A](../category/page-a.md) — how it relates - [Page B](../category/page-b.md) — how it relates
The > Source: line records where the knowledge came from (URL, document name, conversation, etc.). Always include it when the material originates from a specific source.
Cross-references build a knowledge graph. When creating or updating a page, link to related pages and update those pages to link back. Only link to pages that already exist — if a concept deserves its own page, create it first, then add the link.
knowledge/index.md)Flat list, one line per page: [Title](path) — one-line summary. Group by category (matching subdirectories). No tables, no emoji.
markdown# Knowledge Index ## Category A - [Page Title](category-a/page-slug.md) — one-line summary ## Category B - [Page Title](category-b/page-slug.md) — one-line summary
Category names and structure are flexible — follow whatever organization already exists in the index, or create new categories based on the content.
knowledge/log.md)Append-only, newest at bottom:
markdown## [YYYY-MM-DD] ingest | Page Title ## [YYYY-MM-DD] synthesize | Page Title
machine-learning.md)knowledge/index.md after any change[Title](knowledge/<category>/<slug>.md)), not relative paths. Relative paths are only for cross-references inside knowledge pages themselves.Other measured skills in the registry, with their headline benchmark lift.