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MLOps

3 posts

The Hidden Cost of Embedding Model Drift in Production RAG
AI & Machine Learning7 min read

The Hidden Cost of Embedding Model Drift in Production RAG

Your vector index and your query encoder drifted apart months ago. Retrieval quality is quietly collapsing, and nothing in your observability stack noticed.

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The Real Cost of Running LLMs in Production: A Breakdown
AI & Machine Learning10 min read

The Real Cost of Running LLMs in Production: A Breakdown

Token costs are just the tip of the iceberg. After running LLM workloads in production for a year, here's where the money actually goes — and how to cut costs without cutting quality.

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Building Reliable AI Pipelines: Lessons from 50 Production Failures
AI & Machine Learning13 min read

Building Reliable AI Pipelines: Lessons from 50 Production Failures

AI systems fail differently than traditional software. After investigating 50 production incidents across ML systems, here are the patterns — and the engineering practices that prevent them.

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