Data professional already building

Aniket Apte is building in the AI era.

A data professional with an MBA from Chicago Booth, fluent in Python and the language of decisions. The leap from analyzing the work to shipping it is shorter than it has ever been. This is an honest map of what is already underway, and the next move.

Discipline
Data & ML
Education
Chicago Booth MBA
Primary language
Python
Working in the open
aaptedata

The launch is already underway.

01 / In the open
/ 01

An ai_agent built from the ground up

Wiring an LLM into a loop of tools and actions. The exact pattern that turns a model from a chat box into something that does the work.

Python
/ 02

A static_site generator, by hand

Turning content into a deployed site from first principles. Knowing how the machinery works is what makes the next build fast.

Python
/ 03

A Django mvp-landing + bookbot

A working web app and a text-analysis CLI. The full arc from a single script to something that runs end to end.

Python · Django
/ 04

Studying the new agent tooling closely

Notes and references on how modern AI coding agents are actually built. Learning the frontier from the inside, not the headlines.

Reference

Honest note. Every name above is a real, public repository under github.com/aaptedata. Several began as guided coursework, that is exactly the point. The hard part of any field is not the first lesson, it is the next ten miles. The momentum is real and the foundation is in place.

Where a data mind goes next.

02 / The on-ramp
01
Turn analysis into agents

You already know how to find the answer in the data. The next step is wrapping that judgment in a small agent that runs it on its own, on a schedule, without you in the loop.

from notebook to running tool
02
Ship faster than you can spec

With an AI pair, the distance from idea to a deployed, working thing collapses. The MBA framing and the Python both compound: you decide what matters, the agent handles the rote build.

spec in the morning, live by night
03
Compound in public

Each build is a commit, each commit is a record. Working in the open turns scattered effort into a visible body of work, the thing recruiters, collaborators, and your future self can actually see.

proof, not promises
03 / The invitation
The best time was years ago. The second best is the next commit.
one small thing, shipped today

Less waiting.
More shipping.

Aniket Apte
Data professional · Chicago Booth MBA