Automate discovery.
Recursive scientific improvement
Recursive self-improvement.
Research OS turns agents into self-improving scientists: each experiment tests a theory, captures what matters, and makes the next discovery smarter.
Mechanism-first
Failure-aware
Promotion-gated
Research State
01
Hypothesis
02
Intervention
03
Evidence
04
Next State
The Engine
Stop chasing scores. Build understanding that compounds.
Each action is chosen for useful gain and information about why the system behaves the way it does.
Specify the mechanism and falsifier.
Move fast without mutating truth.
Capture what actually happened.
Commit only what survives evidence.
Exploration stays wide. Truth stays protected.
Agents can create, test, and learn aggressively. Promotion is a separate act with stronger evidence and clean provenance.