Deep Research vs Karpathy LLM Wiki — Which AI Skill Should You Use?

The short version

By ClawHub Community

Conduct thorough investigations with tracked sources and clear answers to your questions.

By ClawHub Community

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

Searches multiple sources systematically and follows citation trails to primary sources
Evaluates each source for credibility, recency, bias, and evidence quality
Synthesizes findings with confidence levels and reconciles contradictions
Documents the research methodology and identifies gaps in available information
Delivers formatted reports with direct answers, key findings, caveats, and full source lists

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

You need a reliable answer to a complex question for an important decision
You're evaluating a strategic option and need thorough competitive or market research
You need to fact-check claims with multiple credible sources
You're building a case and need documented evidence with clear sourcing

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