SEAL framework from MIT research

Self-Adapting Language Models

Stanford’s AgentFlow gives AI agents a clear reasoning roadmap — boosting task success by up to 25% and making them think in structured, human-like steps.

It’s a big move toward AI that doesn’t just respond, but truly plans, learns, and evolves.

https://arxiv.org/pdf/2506.10943

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