I gave my AI workers a cited knowledgebase so they'd stop guessing

Short summary

A solo founder built the "10-Library"—a curated, cited knowledgebase—to stop AI agents from confidently hallucinating facts about the world. The system enforces atomic notes with inline citations, quarantines unverified content, and gates all updates through human approval. The critical design rule: agents read the knowledge base but can never silently rewrite it, preventing the documented failure mode where LLMs confidently degrade correct facts.

• •AI agents answer authoritatively whether they know or are improvising, making hallucinations undetectable—a curated fact source solves this
• •10-Library design: atomic notes, claim-level sourcing, quarantine for unverified content, human-gated promotion, read-only agent access
• •Key insight: models cannot edit their own knowledge base, preventing silent drift when LLMs verify their own facts

Generated with AI, which can make mistakes.