Keep one failed MCP server from taking down the rest

Keep same-document inserts distinct when metadata differs

Content hashing now folds metadata into the content hash (v2.6.13), so upsert=False inserts of the same document no longer collapse into one.

Populate the AgentOS registry from what you've already defined

The registry gained knowledge and managers support (v2.6.10), and the AgentOS registry now auto-populates from the agents, teams, and workflows you've defined (v2.6.13).

Resolve workflow approvals over a live connection

Paused workflows now surface approval requests and take responses over a live socket connection (v2.6.13), so a reviewer can approve or reject mid-workflow in real time rather than polling for pending…