WRITING.LOG

TECHNICAL DEEP-DIVES.

How and why I built things.

March 2026

Building a RAG chatbot from scratch

The retrieval pipeline, embedding strategy, vector DB choice, and the prompt engineering that made it useful.

> read_more.sh
February 2026

An autonomous ML agent in 8 phases

From data ingestion to model validation — the iterative process of building Sakura.

> read_more.sh
February 2026

Serverless ML with RunPod and Docker

Containerising a model and deploying it as a pay-per-use endpoint. No Kubernetes required.

> read_more.sh
January 2026

Shipping a music app in one HTML file

Why constraints breed creativity — and how a single file produced a better product.

> read_more.sh