00/The Lab
Open work, in flight.
What the studio is making, reading, and shipping — before it's finished. A live look at experiments, drafts, and code we'd show a colleague.
01/Threads
What's in flight.
A small set of problems we keep pulling on. Some land in products; some stay as notes.
Active
Agent loops under bounded budgets
Keeping autonomous agents predictable when cost is the binding constraint.
Active
Provenance signatures over re-encoded media
The cryptographic core under Maat — making attribution survive transcoding and crops.
Drafting
Reasoning over long, mixed-format documents
The architecture sketch behind Thoth — retrieval, structure, and judgment in one surface.
Drafting
On-device verification for trust-sensitive flows
How much of the stack can run locally before the trust model breaks.
02/Writings
Notes on the work.
Short pieces from the studio. Process, decisions, the things we'd otherwise lose to a Slack thread.
03/Open
MIT, by default.
Where it doesn't compromise the model, the code is public. The studio is small; the surface area is bigger when others can read it, fork it, and tell us where we're wrong.
Read the codegithub.com/simakk