crypto

Frontier models don’t just need right answers. They need reasoning paths: how humans make decisions, weigh tradeoffs, and adapt to feedback.

Chain-of-thought traces. Reward modeling traces. Multi-hop reasoning.

This is the real signal that will separate next-gen agents from today’s LLMs. And it’s the hardest data to collect.

Frontier models don’t just need right answers. They need reasoning paths: how humans make decisions, weigh tradeoffs, and adapt to feedback.

Chain-of-thought traces. Reward modeling traces. Multi-hop reasoning.

This is the real signal that will separate next-gen agents from https://t.co/RUWK5cHkuL

ORO AI

Frontier models don’t just need right answers. They need reasoning paths: how humans make decisions, weigh tradeoffs, and adapt to feedback.

Chain-of-thought traces. Reward modeling traces. Multi-hop reasoning.

This is the real signal that will separate next-gen agents from today’s LLMs. And it’s the hardest data to collect.

https://x.com/getoro_xyz/status/1934264643209330808?s=46&t=CRCI4GPcwt5gU3rvc1YYaA