Blog
Lessons from production systems and AI experiments — written to be useful, not to rank.
What I learned building a retrieval-augmented agent with ChromaDB, Sentence Transformers, and a local llama3 — without LangChain hiding the interesting parts.
Lessons from building a log intelligence micro frontend serving ~1,200 concurrent users at Dell — where the architecture decisions that mattered weren't the ones in the conference talks.
AI-assisted development has been in my production workflow since 2022. The engineers getting 10x from it aren't prompting harder — they're specifying better.