Learning path · 5 steps

From local inference to governed agents

Why owning the runtime is a precondition for governing what an agent may do.

For: Engineers who have run a model locally and want to know what comes next.

01
ConceptLocal-first inference
Start with what ownership actually costs.
02
ArticleThe Checkpoint That Couldn't Run: Getting Qwen-Image-2.1-Turbo Onto an M4 Pro
A concrete local runtime, with the constraints that turned out to be real.
03
ConceptGoverned execution
The split between proposal and permission.
04
ArticleTwo Models, One Harness: Swapping Flint for Gemma 4 Without Losing Either
Two models behind one execution boundary.
05
ConceptReproducibility and verification
Why the boundary has to be measurable.