Two developments today came from very different parts of the agent stack.

Meta released Muse Glimmer, a 30B open model designed for local, always-on agent workflows. It can run on consumer hardware and is trained for tool use, long-running execution, multimodal input, and failure recovery.

At the enterprise layer, RealPage introduced the Lumina AI Suite, combining agents, a governed knowledge graph, operational intelligence, institutional intelligence, and MCP-based access to external models.

One development is pushing agents down onto local hardware.

The other is building more enterprise infrastructure around them.