Kvist describes quarterly testing and standard updates for agent security, safety and reliability, including hallucination and data-leakage risks. This is the founder’s account of AIUC’s process.Dated speaker account or opinion, paraphrased from the publisher transcript. It does not establish TIBBIR involvement or independently verify a product, forecast or performance claim.TIBBIR UNIVERSE THIS IS TIBBIR How to get TIBBIR Ribbit in numbers Connected clues Account archive Bridge & contracts On-chain research Connections Community The story Reading room Network map Timeline Findings Source library Conversations People & companies Open questions Export & reuse