MLOps engineer shares LLM evaluation stack for CI/CD

By PulseAugur Editorial · [1 sources] · 2026-06-08 16:59

An MLOps practitioner details their journey to integrate LLM evaluation into their CI/CD pipeline. After experimenting with manual reviews, a custom dashboard, and a commercial SaaS solution, they settled on a CI gate approach. The article outlines the specific tools and processes that proved effective and those that were ultimately discarded. AI

IMPACT Provides practical insights for AI engineers on integrating LLM evaluation into development workflows.

RANK_REASON The article describes a specific technical implementation and tooling choices for MLOps, fitting the 'tool' category.

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

MLOps engineer shares LLM evaluation stack for CI/CD

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Medium — MLOps tag TIER_1 English(EN) · Ethan Walker · 2026-06-08 16:59

Getting LLM eval into CI: the stack we kept after four months (and what we dropped)

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@ethan-writes-AI/getting-llm-eval-into-ci-the-stack-we-kept-after-four-months-and-what-we-dropped-eeef353876e2?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1376/1*Yo3j…

COVERAGE [1]

Getting LLM eval into CI: the stack we kept after four months (and what we dropped)

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