Work in progress
Product families
Five connected directions: private AI tooling, research, creative operating systems, traceable decisions, and measurable engineering loops.
01
Privy
Privacy-first AI tooling that keeps sensitive work local by default.
Open Privy 02Arcframe
A structured creative system for stories, visuals, and narrative worlds.
Open Arcframe 03AI Research
Independent research on AI papers, systems, local inference, and industry change.
Explore AI Research 04Ledgeria
Decision, evidence, tradeoff, outcome, and review as a traceable ledger.
Open Ledgeria 05Loop
Signal, diagnosis, action, and review loops for platform engineering.
View LoopPattern
Build small systems that remember why they exist.
The shared thread is operational memory: private inputs, explicit frames, structured decisions, and review cycles that improve the next action.