writing
Articles, tutorials, and thoughts on AI systems, MLOps, and production machine learning.
| Apr 01, 2026 | Why Most Agentic AI Systems Fail in Production (And How to Fix That) Agentic AI demos look great. Production deployments rarely do. Here's the engineering discipline that bridges the gap. |
|---|---|
| Mar 20, 2026 | RAG Retrieval Metrics You Should Actually Be Tracking Hit Rate@K, MRR, NDCG — what they measure, when each one matters, and how to implement them for your RAG system. |
| Feb 15, 2026 | MLOps Monitoring: The Tools Actually Worth Using in 2026 A practitioner's comparison of Evidently, Arize Phoenix, Azure ML Monitor, and LangSmith for production ML and LLM monitoring — based on real deployments. |