Multi-agent swarm achieves unprecedented alignment through self-modeling

willccbb · x · 2026-08-16

The author observes that their personal multi-agent system has reached a level of "alignment" never felt before. Acting as a swarm that knows the user deeply, it elicits necessary info to model goals accurately and turns feedback into data. The system is rich enough to understand its own capabilities and limitations, iteratively expanding its frontier while keeping the user in the loop without repetition.

Related event: Developer Reports Continual Context Learning with Self-Managing Agent Swarm on GPT-5.6-sol(5 posts)→

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