[jovanaccount]

Interesting approach. One question: how do you handle state coordination when multiple agents are writing to shared context simultaneously?

This is the problem we kept hitting — agent A reads state, agent B reads the same state, both process, then B overwrites A's work. Classic race condition but much harder to debug in AI systems because the output looks plausible.

We built an open-source coordination layer that adds optimistic concurrency control to any framework: https://github.com/Jovancoding/Network-AI