Karpathy LLM Wiki vs FOIA Requests — Which AI Skill Should You Use?

The short version

By ClawHub Community

Build a persistent knowledge base that gets smarter every time you add a source or ask a question.

By James Anditis (Journalism)

Draft and file Freedom of Information Act requests to obtain government records.

Reads your sources and creates structured markdown wiki pages with summaries, key facts, and cross-references
Updates existing pages when new sources add information, and flags contradictions between sources
Answers questions by synthesizing across your wiki pages with inline citations
Runs health checks to find contradictions, orphaned pages, missing cross-references, and gaps in your knowledge base
Maintains a master index and operation log so you always know what's in your wiki and how it evolved

Provides ready-to-use templates for federal and state FOIA requests with proper legal language
Explains the 9 federal exemptions and state-specific public records laws across all 50 states
Guides you through fee waiver requests, appeals processes, and tracking submission status
Includes reference tables for state-by-state laws and legislative exemptions
Offers strategic advice on crafting specific, targeted requests that agencies are more likely to fulfill

You're researching a topic over weeks or months and want to compound your learning instead of re-reading
You need to track information from multiple sources and spot where they agree or contradict
You're building expertise in a domain and want a searchable, structured knowledge base that grows with you
You want your AI to remember what you've already processed and build on it, not start from scratch each time

You're investigating a story and need official documents from a government agency
You need to understand what records are legally available in your state or at the federal level
You're appealing a denied FOIA request or requesting a fee waiver
You're tracking multiple public records requests and need to follow up with agencies