VCVinay Chaudhariinai4all.hashnode.dev·2d ago · 9 min readFastAPI + LangChain + Docker: My Blueprint for Shipping LLM Microservices to ProductionThe problem nobody warns you about Every LLM demo looks the same. A notebook, one API call, a clean prompt, a great answer. Everyone claps. Then someone says "let's ship it," and that's where most pro00
VCVinay Chaudhariinai4all.hashnode.dev·Jun 30 · 40 min readBeyond Prompt Engineering: What It Actually Takes to Build AI Systems in ProductionMost people who call themselves "AI engineers" in 2026 can write a great prompt. Fewer of them can explain why their p99 latency spikes under load, why their RAG pipeline confidently cites the wrong d10
VCVinay Chaudhariinai4all.hashnode.dev·May 7 · 6 min readMulti-Agent Dead Reckoning: The Hidden Failure Mode in Vibe Coding Systems in 2026Most multi-agent AI systems do not fail immediately. They drift slowly. One agent makes a slightly wrong assumption. Another agent accepts it as context. A third agent optimizes around it. Eventually 10