Making Science Programmable

Know What to Test Next

Dynamical turns physical R&D into evidence-gated campaigns, so technical teams can trust the next experiment before they spend to run it.

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Research

Product case study

The Control Plane for Physical R&D

Reactor turns physical R&D validation into evidence-gated, replayable campaigns that decide what deserves the next real test and why.

30 -> 1 branches14.7 min traceclean replay
Campaign narrowing diagram showing objective, branches, evidence, verification, decisions, and a final packet
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Scaling Test-Time Verification for Novel Materials

Crystal diffusion models encode property signals in their hidden states that they never use during sampling. Probe-gradient guidance steers unconditional generation toward target properties at test time, comparable to conditional models at over 50x the speed.

BlogApril 2026

The Missing Layer in Autonomous Science

Verified campaign environments with physics-grounded oracles provide the missing training signal for sequential decision-making in autonomous scientific workflows.

BlogApril 2026