Protecting Knowledge Integrity: How akm's Proposal Queue Prevents AI Hallucinations

akm's proposal queue (introduced in 0.7.0 and extended in 0.8.0) solves a critical trust problem in AI-powered knowledge management by separating content generation from promotion. Every agent-driven update is queued and validated before reaching the live knowledge base, preventing hallucinated facts from contaminating organizational assets. With new confidence scoring and validation workflows in 0.8.0, teams can confidently scale AI assistance while maintaining complete control over knowledge integrity.