03 / Writing
Marc writes when an experiment produces a reusable lesson. Expect architecture, economics, failure modes, and the organizational questions hiding underneath the tooling.
28 agents / 8 departments / 5 model types
Why strategic work, engineering execution, creative production, and high-volume tasks should not all land on the same model. A concrete look at routing, redundancy, and a hybrid cloud-local architecture.
Read on LinkedIn ↗Recurring questions
Not a content calendar. A set of questions that keep showing up in real systems.
Different work needs different capability. Routing well matters more than declaring one universal winner.
Resilient AI systems assume providers, pricing, limits, and models will change.
Privacy, marginal cost, and operational independence shift when inference runs on hardware you control.
Agents can author, coordinate, and execute. Responsibility still needs a name and a face.
