AI
Claude Cowork
Multi-agent cooperative work.
A pattern for getting several Claude instances to plan, build, review, and ship in parallel — with humans steering the meta. Where solo-agent work hits a ceiling, cowork doubles throughput.
- Planner ↔ builder ↔ reviewer ↔ deployer loops
- Shared context via tasks, plans, and project memory
- Used inside AIBO, APPAI, and every Mat Siems engagement
Why
Solo agents hit a ceiling fast — context fills, focus drifts. Cowork breaks the wall: several Claude instances plan, build, and review in parallel, with you steering the meta instead of typing prompts.
How
- One planner, one builder, one reviewer — strict role separation
- Shared tasks + plans as the coordination substrate
- Human signs off at the checkpoints that matter
Proof
- Throughput vs. solo
- 2.4×
- Cowork-built platforms
- AIBO · APPAI · AIOS
- Concurrent agents
- up to 13