François Chollet argues the physical world is unforgiving to hallucination and approximate pattern matching; true autonomous robotics requires engineering causality and discrete reasoning back in.
RespanAI introduced Span-01, a hyper-parallel reasoning classifier for RLAIF: 2x cheaper and 18% better than Jev, 700x cheaper than GPT-6 Luna, and #1 on Behavior Benchmark.