6 min read
RAG Pipelines in Production: What I Learned the Hard Way
The real-world challenges of running RAG in production: chunking strategies, embedding model drift, and the vector database gotchas I learned the hard way.
AIRAGDevOpsProduction
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Tagged DevOps
4 min read
Automating Bug Root-Cause Analysis with Git Blame and GPT-4o
How I built a system that automatically traces bugs to the commits that introduced them — turning 'who broke this?' from a blame game into an automated answer.
AIDevOpsAutomationGPT-4o
5 min read
DevOps for AI Apps: CI/CD When Your Output Is Non-Deterministic
Traditional CI/CD pipelines assume deterministic outputs. Here's how I adapted my pipeline practices for LLM-powered applications where 'correct' is fuzzy.
DevOpsAICI/CDTesting