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MLOps team ships regression despite 91% eval pass rate, shifts to delta gating

A software development team experienced a significant regression despite a high evaluation pass rate of 91%. The team's continuous integration (CI) system had previously been configured to gate changes below a 90% pass rate. However, a change that met the 91% threshold was deployed, leading to a regression that required two days to resolve. This incident prompted the team to re-evaluate their gating strategy, deciding to implement a delta-based gate instead of an absolute pass rate. AI

IMPACT This incident highlights potential pitfalls in automated testing and deployment pipelines, suggesting a need for more nuanced gating strategies in MLOps.

RANK_REASON Article discusses a specific software development process improvement (MLOps gating strategy) rather than a core AI release or research.

Read on Medium — MLOps tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

MLOps team ships regression despite 91% eval pass rate, shifts to delta gating

COVERAGE [1]

  1. Medium — MLOps tag TIER_1 English(EN) · Ethan Walker ·

    A 91% eval pass rate shipped our worst regression. We gate on the delta now.

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@ethan-writes-AI/a-91-eval-pass-rate-shipped-our-worst-regression-we-gate-on-the-delta-now-ef52d6613f6f?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2600/1*_SxaoBF35KV…