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Stanislav Huseletov's avatar

This roundup highlights the real shift: from scaling pretraining to engineering runtime adaptation. Chollet is right β€” fluid intelligence now means reacting, not just remembering.

We’ve tested that firsthand. Multi-model workflows with test-time orchestration consistently beat single-model setups, even with weaker base models.

Here’s a breakdown of how that works in practice:

https://trilogyai.substack.com/p/ai-ping-pong

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