Practical articles on AI, DevOps, Cloud, Linux, and infrastructure engineering.
A field report from rolling out retrieval-augmented generation in production, including cache bugs, bad embeddings, and how we fixed them.
Model Serving Observability Stack. Practical guidance for reliable, scalable platform operations.
RAG Retrieval Quality Evaluation. Practical guidance for reliable, scalable platform operations.
Prompt Versioning and Regression Testing. Practical guidance for reliable, scalable platform operations.
LLM Gateway Design for Multi-Provider Inference. Practical guidance for reliable, scalable platform operations.
How AI agents are moving from read-only copilots to autonomous automation with guardrails. Best practices for approval gates and rollback.
AI Inference Cost Optimization. Practical guidance for reliable, scalable platform operations.
Python Worker Queue Scaling Patterns. Practical guidance for reliable, scalable platform operations.
