Designing evaluation harnesses for production RAG systems
How we structure eval pipelines that catch retrieval regressions before they hit production and keep model behavior measurable as datasets evolve.
Read articleDeep dives, post-mortems, and practical guides from senior engineers across AI, cloud, DevOps, and product engineering.
How we structure eval pipelines that catch retrieval regressions before they hit production and keep model behavior measurable as datasets evolve.
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Cloud A practical field guide to replication topology, failover rehearsal, and the trade-offs behind strict consistency.
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DevOps The CI/CD bottlenecks we removed, the caches we stopped trusting, and the release loop that gave engineers back their afternoons.
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Engineering How to replace legacy systems incrementally without running two products forever or hiding risk inside a rewrite plan.
Read articleOur senior pods ship the same way we write: weekly demos, honest scope, and production from week one.
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