Field notes from the edgeof useful AI.
Moonwind Labs publishes technical notes and experiments on agent coordination, local AI, privacy, and production operations.
We publish the questions before we pretend to have final answers.
Working notes
The questions on our bench.
These are evolving lines of inquiry, not finished doctrine. Open a topic to inspect the question behind it.
Active initiative
Project Umbra.
A self-organizing compute fabric for AI inference, exploring how local hardware can behave like one available pool without hiding the constraints of the machines underneath it.
See Project UmbraResearch themes
Research that ships into the products.
The current research field
Coordination, privacy, local AI, and operations.
Agent workflow patterns
Autonomy needs structure before it needs more reach.
We explore how scope, task routing, context, retry policy, and human judgment combine in real software workflows.
Follow the signal as the products take shape.
Read the working notes or tell us which problems you are seeing in real AI workflows.