... Cubicle, AgentActivity, Singularity and bmux are all, underneath the framing, a place to sit and watch

... access? What was it allowed to do? What did it try to access but get blocked? And how much did it cost? That s what we re building with CONTROL. CONTROL gives teams one workspace to: monitor AI agentactivity define permissions and policies track usage and costs keep an audit trail of actions identify risky or unexpected

... CopilotKit, and n8n Policy enforcement before agent actions execute Human approval workflows for sensitive actions Real-time monitoring of agent

... context is also a coordination hazard: the moment multiple agents can read and write a common worldview, you've got the same problem databases spent decades on, concurrent writes, stale reads, one agent

... agents, see the moves on the board. Genuinely curious to hear from this crowd on mazori ai: How are you handling human-in-the-loop for autonomous agents