Blog

Notes on AI & Automation

Write-ups on building AI agents, RAG pipelines, MCP servers, and shipping automation to production.

MCP Servers: Connecting AI Agents to Real Systems

A practical look at building Model Context Protocol servers that let AI tools safely read and act on internal enterprise data.

Lessons from taking AI agents beyond demos and into a real enterprise ERP handling live purchase orders and techpacks.

You do not always need AI. Sometimes a well-placed script and a queue worker beat a model every time.