// notes & writing
Notes from the build trenches.
Production engineering notes — agentic AI, hybrid search, mobile, full-stack. Lessons from real systems, not blog-shaped Twitter threads.
- 9 min read
Agentic AI is mostly while(true) with vibes
Production lessons from running autonomous agents in long-running loops, fallback patterns that actually work, and the day your agent decides to retry 47 times.
agentic-aiproductionengineering-lessons - 11 min read
Hybrid search with Qdrant: what nobody tells you about BM25 + dense + image
What you actually wire up when you blend keyword, dense vector and image embeddings into one ranker — named vectors, fusion, drift, and the day your Turkish search broke on apostrophes.
hybrid-searchqdrantembeddingsproduction - 8 min read
React Native, the native driver, and the jank you can finally feel
When useNativeDriver actually buys you something, when it lies to you, and how to find the dropped frame that's making your scanner screen feel slow.
react-nativeperformancemobile