— 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 ProgressAI Engineering
In ProgressTraditional Dev
Current— Education
IIIT Pune
B.Tech Computer Science and Engineering
2025 – Present
— Channel
Following the journey on try.except