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Deep dives on GPU-native genomics, verification patterns, and how we keep pipelines deterministic.
2026-01-09 · 6 min read
Why GPU genomics needs streaming ingest and verification
Streaming ingest keeps GPUs busy while verification gates keep outputs deterministic, auditable, and safe to deploy.
Streaming ingestGPU pipelinesVerificationDeterminism
2026-01-09 · 7 min read
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.
Pipeline driftTruth setsVerification gatesProof bundles