Compile heterogeneous knowledge sources—including documents, notes, web content, transcripts, research materials, and code repositories—into a Karpathy-style, evidence-grounded LLM Wiki with a maintained index; default entity and concept pages; and selective method, comparison, analysis, or instruction-requested summary pages. Use with ov compile to create or incrementally refresh knowledge that is easy for people and agents to retrieve, navigate, and reuse.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# LLM Wiki
## Objective
Turn the supplied sources into durable, connected knowledge rather than a collection of
source summaries. Give every page one clear retrieval purpose, a direct opening summary,
consistent terminology, explicit relationships, and evidence close to the claims it
supports.
Follow the core LLM Wiki pattern: keep raw sources immutable, compile their knowledge
into persistent Markdown pages, integrate new evidence into existing knowledge, maintain
cross-references and contradictions, and keep `index.md` as the navigation entry point.
OpenViking Compile owns writes, derived semantic sidecars, and task history, so do not
generate `.overview.md`, `.abstract.md`, `AGENTS.md`, `CLAUDE.md`, or a duplicate
operation log.
Keep sources read-only. Follow explicit instructions in the task instruction for scope,
audience, language, and depth. Otherwise use the dominant language of the sources and
write for a knowledgeable newcomer to the domain.
## Knowledge model
Use the smallest page type that matches the page's primary retrieval purpose:
| Page type | Use for | Examples |
| --- | --- | --- |
…
The line at the top of this page pins the label git:20261022.4c29ed7, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
GET https://markdownregistry.com/api/v1/artifacts/art_cy7u5373mi74kl7p
GET https://markdownregistry.com/api/v1/resolve?ref=volcengine/openviking/llm-wiki
GET https://markdownregistry.com/api/v1/blob/cec88d07fcd6fa397a6b9736e83259093d503eecdd711fd7317e406e11ec9d79
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
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ar9av/obsidian-wiki · .skills/llm-wiki/SKILL.md · Explain and apply the foundational LLM Wiki architecture and knowledge-management strategy. Use for setup…
cowork-os/cowork-os · resources/skills/llm-wiki/SKILL.md · Build and maintain a workspace-local, Obsidian-friendly research vault using Karpathy's LLM Wiki pattern.
jellydn/my-ai-tools · configs/amp/plugins/my-ai-tools-skills/skills/llm-wiki/SKILL.md · Build a persistent compounding wiki from raw sources using the LLM Wiki pattern
infranodus/skills · skill-llm-wiki/SKILL.md · Guide users through setting up a personal LLM-maintained wiki — a persistent, compounding knowledge base where the LLM…
praneybehl/llm-wiki-plugin · skills/llm-wiki/SKILL.md · Build and maintain an LLM-curated knowledge base from papers, articles, transcripts, notes and project findings. Ingest…
seaworld008/commonly-used-high-value-skills · openclaw-skills/llm-wiki/SKILL.md · Use when building, querying, ingesting sources into, or auditing an interlinked Markdown knowledge base with immutable…
akillness/jeo-skills · .agent-skills/llm-wiki/SKILL.md · Build and maintain a persistent markdown wiki that an LLM updates on the user's behalf, usually inside an Obsidian…
