Resources

Benchmarks and blog posts

Concrete numbers plus the thinking behind the platform. Request the benchmark pack or read the blog to see how we build.

Proof surfaces

Receipt and proof bundle

OGN Receipts are the minimum trust artifact: run identity, artifact paths, hashes, and verification metadata. Proof Bundles optionally package receipts with provenance, logs, result files, and a manifest.

OGN MCP website proof pack

Inspect the v1.7 website-consumable proof pack for governed, replayable, AI-readable synthetic evidence infrastructure and the read-only/verifier-only MCP boundary.

Benchmark reports

OGN benchmark pack

Measured GPU ingest, microbench, FM search, and HG002 baseline numbers with status labels for public vs private evidence.

Receipt-first evaluation path

Run the public Core Kit smoke, then use private pilot access for engine benchmarks and gateway artifact verification.

Why GPU genomics needs streaming ingest and verification

Streaming ingest keeps GPUs busy while verification gates keep outputs deterministic, auditable, and safe to deploy.

Read Why GPU genomics needs streaming ingest and verification
How to detect pipeline drift with deterministic receipts and truth sets

Pipeline drift shows up as small deltas that compound. Deterministic receipts and golden truth sets make regressions impossible to ignore.

Read How to detect pipeline drift with deterministic receipts and truth sets