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