Glyphser — deterministic, verifiable ML execution

Glyphser is Astrocytech’s conformance-first runtime specification and tooling stack. It enables reproducible, auditable ML execution across environments and hardware.

Glyphser logo

Open-source, conformance-first, and built for deterministic verification.

What Glyphser Delivers

Glyphser defines deterministic execution profiles, canonical serialization rules, and a conformance harness that third parties can run to independently verify reproducibility.

Conformance-First Tooling

Deterministic conformance checks produce stable PASS/FAIL outputs and reproducible hashes.

Deterministic Runtime Contracts

Canonical CBOR, strict ordering, and explicit replay tokens provide verifiable invariants.

Verifier-Ready Evidence

Trace hashes, checkpoints, and certificates are structured for independent verification and auditability.

Get the Project

The source code and conformance tooling are available on GitHub.