02 / Labs
The lab is where opinions become evidence.
A working shelf of agent architectures, local inference experiments, and creation tools. These are snapshots of learning in motion, not polished inevitabilities.
Lobster Agents / Published February 2026
A software organization made of 28 specialized agents.
Eight departments. Five model types. Cloud and local inference. Role-specific routing with fallback chains designed to keep the system operational.
Executive leadership
Sets direction, weighs tradeoffs, and keeps the system pointed at an outcome rather than a task list.
What should the organization do next, and why?
A dated snapshot, not a permanent recommendation. Models, costs, and assignments keep changing.
The architecture is a dated case study. Marc explicitly expects assignments to evolve as models, economics, and evidence change.
Read the architecture ↗Builder exchange
Compare architectures, not just answers.
The fastest way to find a weak assumption is to put it next to a very different system. Marc’s lab work stays connected to other builders exploring local models, new interfaces, and agent-native products.
Clawible
Build the site. Keep the choices.
A local-first AI website builder designed around control: choose the stack, database, cloud, and model that fit the work.
Clawible is actively evolving. This site does not characterize its release or licensing status.