AiNOS Drill
Run the operation a thousand times before it happens.
Drill turns the physical laws of an operation and its own data into a simulation that runs forward, varies every dial on purpose and replays any run to its cause.
On-screen textevery line of the film, in order
- The first time it runs is the real thing.
- Model: Rules of thumb for what-if → Physical laws and your data, as dials
- Run: One scenario, one spreadsheet → Thousands of runs, varied on purpose
- Judge: Nobody can replay what happened → Every run replayable. The planner decides
- Run it a thousand times first.
- The laws, the data, the dials.
- The operation runs forward.
- Varied on purpose. Stressed on every dial.
- Next in research: people as a variable.
- One pause, varied. Compare what changes.
- Replayed to the cause.
- Compared. Then decided.
- Parametrised laws. Your data. Deterministic replay.
- AiNOS Drill. Run the operation a thousand times before it happens.
What changes with Drill
| Step | Today | With Drill |
|---|---|---|
| Model | Rules of thumb for what-if | Physical laws and your data, as dials |
| Run | One scenario, one spreadsheet | Thousands of runs, varied on purpose |
| Judge | Nobody can replay what happened | Every run replayable. The planner decides |
How it works
- Parametrise
- The operation's physical laws and its own data become dials: speeds, capacities, arrival and failure rates.
- Run
- The operation runs forward many times, with the dials varied on purpose.
- Replay
- Every run is deterministic, so any failure can be scrubbed back to its cause.
- Decide
- Options are compared with their evidence, and the planner chooses.
Human-behaviour research will extend scenario inputs to task timing, movement and interactions, with assumptions checked against observed work. See the research