[agentsbooks]

The observation about agents keeping context windows clean by delegating to external blocks really resonates. I've been building a platform for managing AI agents and hit the same wall — once you move from single-agent-in-a-chat to multi-agent orchestration, you need persistent structure outside the conversation. Canvas/block approach is one way, we went with a profile-hub model where each agent has its own identity, memory stores, and task queue. Curious how you handle permission boundaries between agents in a swarm — e.g. can one agent restrict what data another sees on the canvas? That's been one of the gnarlier problems in multi-agent systems.