DevMatrix is model-agnostic infrastructure designed to sit downstream of reasoning models, turning their outputs into deterministic, verifiable, and auditable systems.
Deterministic compilation, governance, and auditability for AI-generated systems.
View verification evidenceWhat problem this solves
- AI-generated systems are non-deterministic
- Verification, QA, and compliance break at scale
- DevMatrix compiles governance into the system itself
Where it fits
Reasoning Models
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Specifications
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DevMatrix
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Deterministic Systems
DevMatrix does not replace models. It makes their outputs production-grade.
Evidence, not claims
Why this provenance is irrefutable
- Every artifact is cryptographically fingerprinted (IR, outputs, evidence)
- Merkle roots bind all files into a single verifiable build state
- Deterministic seeds guarantee identical outputs from identical inputs
- Any deviation breaks verification and fails the seal