prometheus7 / research institute / films

A model that improves itself, and keeps the receipts.

Five short films about Oracle7. Every number on screen is a measured held-out result. Anything simulated or not yet built is labelled on screen.

Film 1 · 1:51

Oracle7 Everywhere

From one laptop to every connected machine: inside the model, the family, deep space, a city routed by trafficcop, sensors on farms, factory lines, watchtowers and buoys, and the one you talk to.

Download MP4
Film 2 · 1:48

Twenty-Three Light-Hours

oracle7-deepspace, flown against a simplified safe-mode baseline on seven real spacecraft at their JPL Horizons positions.

  • 98.9% correct on 1,700 fresh faults · baseline 29.4%
  • 0 harmful actions
  • 9 rules admitted, 4 broken rules rejected by its own gate
  • ~106 KiB · 0.22 ms per tick

Download MP4

Film 3 · 1:21

The Gate

One real failure, “ok thanks”, followed from the failure inbox through the fold worker and the exam to fold w472.

  • 454 held-out turns + 1,158 capability checks
  • pointer errors 15/20 → 0/20, nothing else moved
  • one of 212 folds in the chain

Download MP4

Film 4 · 1:27

The Family

Six models, each with its measured card, and the numbers that are still red left on.

  • Vision 98.58% MNIST, cites its examples
  • Trafficcop 30/32 held-out routes
  • Chameleon 0 false completions
  • 69% of fresh questions still stop at the door

Download MP4

Film 5 · 1:13

One Day

Twenty-four hours of a self-improving model, as a clock around the Earth: failures recorded, the 03:30 benchmark, repairs through the gate, and every service following the chain.

Download MP4