S1
Thinking & understanding
Multi-step understanding, incomplete knowledge without false certainty, multiverse held before collapse.
Research
What we study
Scientific object: how artificial and hybrid minds think, decide, understand, and stay constrained under load. Default spine: S1 + Decision laws.
S2
Moral + cognitive under load
Measurable constraint under pressure — values vs action, refusal consistency, audit. Not sermons.
S3
Train + law algorithms
Learning loops and specs future models must satisfy. Instruments only when a law needs a tool.
Focus questions
Decision collapse
When N hypotheses are live, what collapse rule is good — and how do you prove it?
Understanding structure
What structure improves multi-step understanding without over-completion?
Constraint under pressure
Where agents violate stated constraints under load — and how to measure it.
Pattern without invention
Weak-signal recognition that does not invent certainty to fill the gap.
How we work
Newton method — not product cosplay. Instruments only when a law needs a tool.
- 01Observe
- 02Name primitives
- 03Write falsifiable laws
- 04Experiment (misses count)
- 05Publish
- 06Instruments only when a law needs a tool