← return to root
>_ devarshi.dev@portfolio:~$ blog --notes --live█

KNOWLEDGE BASE // ENGINEERING NOTES

Engineering Notes

Draft topics, architecture notes, and practical lessons from building AI systems and full-stack products.

WRITE MODE
3 note streams available
01 // NOTE STREAM

Building grounded AI features beyond the demo

AI Systems
5 min read

Notes on citations, structure enforcement, usage budgets, and deterministic systems around LLM workflows.

DRAFT / COMING SOON
Open note stream →
02 // NOTE STREAM

Designing a modular ML training CLI

Machine Learning
4 min read

A draft architecture note on registries, trainers, evaluation, and exportable experiments.

DRAFT / COMING SOON
Open note stream →
03 // NOTE STREAM

Shipping AI across the full stack

Engineering
3 min read

Practical notes from connecting Python AI services to TypeScript product surfaces.

DRAFT / COMING SOON
Open note stream →
NOTES END // MORE SIGNALS INCOMING