Writing
Notes from the work.
Essays on AI systems, full-stack engineering, and what changes when software reaches production.
All posts
- Building RAG Pipelines That Actually Work in Production Chunking, retrieval quality, grounding, and the production tradeoffs behind useful document search.
- MCP Integrations: Connecting AI Agents to Real-World Tools How MCP servers turn internal APIs, databases, and business logic into reliable agent tools.
- Real-Time IoT at Scale: WebSockets, MQTT, and Lessons Learned Notes on moving physical-device data into dashboards without losing reliability or operator trust.