— About

The Break, The Comeback, The Gap.

I'm Dashank Doshi, a developer at IIIT Pune building machine learning and AI agent systems. This is the honest version of how I got here and where I'm going.

— Chapter 01

Before The Break

It goes back to 2022–2023. Hackathons. Building React, Django, and Firebase projects. It was the pure love of late-night coding, winning competitions, and figuring things out without shortcuts. There was something undeniably real about that time.

Then came the JEE decision. A massive sacrifice. Physics, Chemistry, Math. Repeat. No GitHub commits, no hackathons, just pure grind for 18 months.

— Chapter 02

August 2025

Got into IIIT Pune. I opened VS Code for the first time in 18 months. The world had completely changed, Claude, v0, Cursor were everywhere.

The immediate panic hit: did I just waste two years? My identity was caught between who I was before and who I needed to be now. But instead of freezing, I leaned in.

— Chapter 03

The Slide

I started right, reading documentation, directing AI with real understanding (around 80%). Then the complexity grew.

The docs stopped. Tutorials stopped. The AI filled every single gap. My actual technical understanding dropped from 80% to maybe 30-40%. But the commit graph stayed solid green. Everything looked perfect from the outside.

I was learning to prompt. Not to create.

— Chapter 04

The Honest Question

The ultimate question surfaced: if AI was removed right now, how far would I get rebuilding the systems I claimed to have built?

Not far.

I had been getting the reward without doing the reps.

The gap between what I could ship with an LLM and what I actually understood beneath the abstraction was massive. I made the decision to close it. In public.

— Chapter 05

6 Months. In Public.

This is what the channel documents. I follow the 70/30 rule. I'm using Stanford's CS229 as the math and theory backbone.

The deliverables are concrete: raw ML models, autonomous AI agents, real deployments, and rigorous evaluations. This is not a highlight reel. It's a transparent build log of doing the work.

"If you can't explain it, you don't own it."

— Timeline

The journey so far

2022

Started coding

React, Django, Firebase. First serious projects.

2022–23

Hackathons + first AI projects

Won competitions. Built AI solutions. Late nights.

Dec 2023

Paused for JEE

18 months. No GitHub. Physics, Chemistry, Math. Repeat.

Aug 2025

Got into IIIT Pune

Opened VS Code for the first time in 18 months.

2025

5 projects shipped

NEOGEN, FasaLink, Carter AI, ACM SIGCHI. Learning the new world.

Feb 2026

Zenith Hackathon win

try.except. Valid8. 24 hours. $250 prize. 4am finish.

Mar 2026

try.except launches

Channel live. Portfolio live. Week 0.

Sep 2026

6-month goal

ML Engineer + AI Engineer. Production systems. Public proof.

— Stack

The toolkit

ML Engineering

In Progress
PyTorchHugging FaceStanford CS229Model TrainingFine-tuningEmbeddingsMLOpsFastAPI

AI Engineering

In Progress
Prompt EngineeringTool-calling AgentsRAG PipelinesGemini 2.0Claude SonnetVeo 3.1LangChain

Traditional Dev

Current
Next.jsReactTypeScriptPythonFastAPISupabaseDockerGitHub Actions

— Education

IIIT Pune

B.Tech Computer Science and Engineering

2025 – Present

— Channel

Following the journey on try.except