There's a new unified infrastructure emerging for multi-agent systems that's worth checking out.

The framework layer lets you build individual agents or entire teams with some pretty solid features - memory management, knowledge bases, state handling, plus guardrails to keep things on track. Human-in-the-loop workflows? Built in. Context compression and agent-to-agent communication protocols are covered too. Oh, and it integrates with 100+ existing toolkits, which is honestly pretty convenient.

What caught my attention though is the production runtime environment. Most frameworks stop at development, but this one actually handles deployment at scale.

Seems like the multi-agent space is finally getting the infrastructure tooling it needs.