BKBibek Kakatiinbibekkakati.hashnode.dev·Aug 28 · 7 min readDocker Demystified: The Ultimate Guide to Containers and ArchitectureIf you have ever dealt with the nightmare of "it works on my machine but crashes in production," you have felt the pain that containerization was built to solve. This post breaks down exactly what Doc00
BKBibek Kakatiinbibekkakati.hashnode.dev·Aug 26 · 4 min readThe State Pattern Trap: Why GoF Is Not Always the Best ChoiceHave you ever tried to use the classic Gang of Four (GoF) State Pattern in real code? You might have hit a wall. You might have thought, "Wait, this feels way too connected." You are not wrong about t00
BKBibek Kakatiinbibekkakati.hashnode.dev·Aug 22 · 19 min read9 RAG Techniques That Actually Improve Retrieval QualityRetrieval-Augmented Generation (RAG) is often described as a simple pipeline: Query → Retrieve documents → Send context to an LLM → Generate answer In production, however, retrieval is rarely that s00
BKBibek Kakatiinbibekkakati.hashnode.dev·Aug 17 · 11 min readBuilding a Multi-Agent AI Pipeline with Mastra and TypeScriptBuilding an AI feature is easy. Building a reliable multi-agent pipeline that coordinates four specialized AI agents, persists intermediate state, skips already-completed work on retries, and keeps th00
BKBibek Kakatiinbibekkakati.hashnode.dev·Feb 24 · 5 min readEngineering Reliable AI Document Scanning: Prompts and SchemasManaging short-term rentals and homestays usually involves a chaotic mix of spreadsheets, WhatsApp messages, and scattered paper receipts. Propio was built to replace that chaos with a purpose-built f00