The agentic AI wave is real, but the infrastructure for multi-agent coordination is still immature compared to single-agent tooling.

The specific gap: shared state management. When multiple agents operate on the same context, you need atomic coordination — otherwise you get silent failures that look like "the model is bad" but are actually concurrency bugs.

We've been building this missing piece — an open-source coordination layer for multi-agent systems: https://github.com/Jovancoding/Network-AI