We've all seen it happen: you give an AI agent a complex, long-horizon task, and after a few steps, it starts to drift. It forgets critical constraints, gets stuck in repetitive loops, and ultimately loses the plot. The problem isn't the agent's raw intelligence; it's a crisis of context. We need context engineering.

Today, we're diving in my video into COMPASS, a groundbreaking new framework that tackles this head-on by giving agents what they've been missing: a dedicated strategic brain to supervise the work and a smart context manager to keep them focused.

This isn't just another agent: it's a new architecture for coherent, long-term reasoning - by Google.

@Google @universityofvirginia

All rights w/ authors:
COMPASS: Enhancing Agent Long-Horizon Reasoning with Evolving
Context
Guangya Wan *1,2, Mingyang Ling 1, Xiaoqi Ren 1, Rujun Han 1, Sheng Li 2, and Zizhao Zhang 1
from
1 Google Cloud AI
2 University of Virginia

@Google

#airesearch
#aireasoning
#scienceexplained #googledeepmind