Karpathy LLM Wiki vs Multi-Source Research — 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 ClawHub Community

Gathers information from academic papers, news, social media, and web search in one place.

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

Searches academic platforms (arXiv, Google Scholar), news sites, social media (Twitter/Weibo trends), and general web search at once
Removes duplicate information and merges similar content to give you the unique insights
Rates sources by credibility (official sources rated highest, social media lowest) so you know what to trust
Organizes findings into a structured report with sections for academic references, news coverage, and social sentiment
Highlights questionable information and notes when sources conflict

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 researching a market, competitor, or trend and need to see what multiple sources are saying
You need to gather academic papers, news articles, and social media buzz about a topic all in one go
You're preparing a report or presentation and want credible, cross-verified information quickly
You want to understand public sentiment alongside official news and scholarly work