Spec In, Verified Code Out: Building an Agentic AI Pipeline for Automatic Code Generation

LLMs can already write code from a spec. The hard part is trusting that code without a human re-reading every line. The answer I landed on is not a better prompt but a better workflow: a small team of AI agents, each with one job, handing each other structured, checkable artifacts. Most codebases have a … Continue reading Spec In, Verified Code Out: Building an Agentic AI Pipeline for Automatic Code Generation

Build a RAG System that knows when to shut up

A local document chatbot with hybrid search, reranking, and a confidence check that refuses to answer when it isn't sure. That last part turned out to be the most important piece. Why Not Just Use ChatGPT? I had a big pile of PDFs — runbooks, playbooks, technical docs — and I wanted to ask questions … Continue reading Build a RAG System that knows when to shut up

Kubernetes: Up and Running

Kubernetes is a software that allows us to deploy, manage and scale applications. The applications will be packed in containers and kubernetes groups them into units. It allows us to span our application over thousands of servers while looking like one single unit.

FRAMEWORK IN PROGRAMMING

If you don't know what is Framework in Programming or you're baffling around with the word framework in software, this is the place to clear all your doubts and queries.

ARCHITECTURE – A life worth celebrating.

Architecture is an amalgamation of Arts and Technology. If you have a creative edge to your personality, if you have the talent of thinking outside the box then Architecture might just be the right profession for you.