Bennu Labs Research Hub https://www.bennulabs.online/en/research Bennu Labs Research: memory, operator control, AI system quality, and governed infrastructure. en-US <![CDATA[Operator-Controlled AI: Why Bounded Automation and Human Authority Matter]]> https://www.bennulabs.online/en/research/notes/operator-controlled-ai-architecture https://www.bennulabs.online/en/research/notes/operator-controlled-ai-architecture Wed, 09 Sep 2026 00:00:00 GMT <![CDATA[Private & Self-Hosted AI Architecture: Local Contours, Data Sovereignty, and Practical Boundaries]]> https://www.bennulabs.online/en/research/notes/private-self-hosted-ai-architecture https://www.bennulabs.online/en/research/notes/private-self-hosted-ai-architecture Wed, 09 Sep 2026 00:00:00 GMT <![CDATA[ProductTruth vs Proof Layer: Why Claim Truth and Runtime Evidence Must Be Separate]]> https://www.bennulabs.online/en/research/notes/product-truth-vs-proof-layer https://www.bennulabs.online/en/research/notes/product-truth-vs-proof-layer Wed, 09 Sep 2026 00:00:00 GMT