Mlops

Mlops

Deep technical articles on this topic.

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ARTICLE · 01

Rollback Strategies for Models, Prompts, and Retrieval Indexes

How to make AI releases reversible: release manifests over immutable artifacts, alias flips, compatibility constraints between models, prompts and ind…

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ARTICLE · 02

CI/CD Patterns for Machine Learning and LLM Applications

How to build CI/CD for ML and LLM systems: four change streams, tiered tests with mocked models, statistically sound eval gates, response caching, dat…

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