We measure what
learning systems miss.
ZOA Industries builds structural diagnostics for systems that learn — language models, markets, and other adaptive systems. We test where they break in ways ordinary checks miss.
Empirical in language models and markets. Theoretical elsewhere. Labeled accordingly.
Empirical domains
Two domains where we've published or filed measurable results. Anything beyond these is theoretical and labeled below.
Language models
Language models break in structured, predictable ways when pushed against their training boundaries. We map those failure regimes — boundary-conditioned, not random. Observation-only; not a leaderboard, not a prediction tool.
Markets
Markets misread their own state in typed, observable ways. We measure boundary quality, corridor states, and reentry signatures — typed observations, not predictions, not signals, not investment advice.
Maturity labels are domain-status labels, not performance guarantees.
Theoretical. Not yet empirical.
Domains where the constraint-physics framework predicts measurable structure but where ZOA has not yet published or tested. Listed for transparency.
Quantum dynamics
Coherence signatures in qubit state transitions. Framework predicts structure here; ZOA has not yet tested this domain.
Biological systems
Phase relationships in neural and biological signal flow. Framework predicts structure here; ZOA has not yet tested this domain.
Holography / optical
Photonic phase coherence in optical systems. Framework predicts structure here; ZOA has not yet tested this domain.
Robotics
Kinematic coherence in multi-sensor fusion. Framework predicts structure here; ZOA has not yet tested this domain.
Cybersecurity
ExploratorySome observer work exists; no published empirical anchor yet. Framework adjacent; posture-only.
The framework
The lens that informs the empirical work above.
Phase Transition Observation
Measuring structural alignment boundaries and phase state changes across system topologies.
Cross-Scale Physics
The framework scales linearly from sub-atomic particle interaction to planetary system dynamics without loss of fidelity.
Structural Alignment Tracking
Continuous measurement of system structural alignment states and boundary conditions.
Kinetics Labs
Empirical research on post-training and interface effects in open-weight language models.
Research Access
Request evaluation access for institutional research.