Marco De Rossi(@marco_derossi):Since we launched the first decision model in July, we've been concerned that models like ours (and now Jev) can't answer basic logic that a 12yo can solve. A ball is under cup A. Swap cups A and B. Swap cups B and C. Swap cups A and B. Swap cups A and C. Which cup is the ball under? Do you really care about a 200ms answer if it gets basic stuff confidently wrong? Today @levantolabs releases Sage1: – It's multimodal: it can see! – It reasons, but only when needed. So it knows where the cup is :) But there are downsides.

Marco De Rossi

@marco_derossi

CEO, @LevantoLabs 🤖 AI Lead, @MetaMask 🦊 Pioneered MOOCs, LMS, Web3 tooling, agentic coordination (ERC-8004) and now decision models · 2 exits

Joined January 2012

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Marco De Rossi@marco_derossi

2026.09.23 17:15

Since we launched the first decision model in July, we've been concerned that models like ours (and now Jev) can't answer basic logic that a 12yo can solve. A ball is under cup A. Swap cups A and B. Swap cups B and C. Swap cups A and B. Swap cups A and C. Which cup is the ball under? Do you really care about a 200ms answer if it gets basic stuff confidently wrong? Today @levantolabs releases Sage1: – It's multimodal: it can see! – It reasons, but only when needed. So it knows where the cup is :) But there are downsides.