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Context Engineering for AI Agents: Lessons from Building Manus

Context Engineering for AI Agents: Lessons from Building Manus

Failures make great teachers—especially for LLMs.

Stuffing failed attempts right into the prompt helps agents recalibrate. It nudges their internal priors, cuts down on repeat mistakes, and sparks smarter behavior.


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