VisionJun 18, 2026
Why the next leap in AI is collective, not bigger
Scaling single models is hitting diminishing returns. The frontier is coordination — and it changes everything about how we build.
Blog
Ideas on multi-agent systems, collective intelligence, and the craft of building cooperative AI.
Scaling single models is hitting diminishing returns. The frontier is coordination — and it changes everything about how we build.
How agents exchange context, memory, and intent without a central bottleneck — and why that keeps a swarm coherent at scale.
Define goals, not pipelines. A look at how coordination emerges when you give agents incentives instead of instructions.
Approvals, guardrails, and replayable traces — the patterns that keep people in control of thousands of cooperating agents.