Hi, I'm Ishan. I turn strategy and data into products, and chaos into consensus.

I love building cool stuff with cool people.

Ishan Kunkur

I started in data and never really left. I just kept trading up for bigger problems to solve, which pulled me from SQL and dashboards into Python and machine learning, and eventually into a seat where I had a say in what we built and who we brought in to ship it. These days I'm building AI agents and products that make sense of payments risk at Walmart. AI is a great equalizer: it knocked down the wall between having an idea and actually shipping it.

Lately that same curiosity has me poking under the hood, into how systems scale and stay secure, learning each new piece as the work demands it. The constant across all of it: build things people love, not just things that work.

I'm an introvert who learned to love a full room of people. When I'm not building, you'll find me on a trail, in a video game, watching anime, or lost in a book. I also take food and coffee far too seriously. And I'll happily talk your ear off about any of it.

Side projects I make on my own time, usually to learn something new, or just for the fun of it.

Agentic Trading

An ongoing exploration of how agentic systems can reason about markets, weigh ideas, and act with a human in the loop. Mostly an excuse to learn how autonomous agents actually behave when the stakes feel real.

LLM agents · Python · Claude API

TasteGraph

An AI app for people who take food too seriously (guilty). It learns your palate, the cuisines, flavors, and vibe you actually go for, turns it into a food personality, then points you to restaurants worth your time.

Next.js · Claude API · Supabase · Personalization

SnoutSketch

A playful web app that turns a close-up of your dog's snout into one-of-a-kind art, reading the unique ridges of their nose and rendering it in styles from vibrant to surreal to line art. Dheera was the first model.

JavaScript · Generative AI · Web · GitHub ↗

Ten years, three chapters, each building on the last: from data, to machine learning, to AI and product.

2017
Data & BI
Turning raw data into decisions leaders could act on.
SQL Power BI Data Governance
2021
Programming & ML
Finding the patterns humans were missing across risk data.
Python Tableau Machine Learning
2024
AI & Product
Shipping production ML and multi-agent AI, and going deeper on the craft of product.
Claude API Multi-agent AI Product AWS / GCP

Beyond the day job, the ideas I happily fall down rabbit holes on, the ones that genuinely bring me joy.

Financial Products Fintech Payments Risk Management Data Analytics Product Management AI Machine Learning LLMs Agents Agentic Frameworks Agentic Commerce Blockchain Stablecoins Tokenization
2012 – 2014
TCS
Systems Engineer
Cut my teeth turning client needs into technical solutions.
Requirements Stakeholders Solutioning
2016 – 2021
Deloitte
Senior Consultant
Became a data person: BI that surfaced fraud and drove decisions.
SQL Power BI Fraud analytics
2021 – 2025
Delta
Analytics Program Manager
Grew into product ownership; shipped 33 analytics products.
Python ML Product ownership
2025 – Now
Walmart
Sr Manager, Payments & Risk
Building the credit-risk function 0→1 with production ML and AI agents.
AI agents Production ML Payments risk
AIProductBuilding

AI Is a Fast Track to Average

The wall between having an idea and shipping it just came down. What it was hiding is the whole game.

Jul 2, 2026 · 7 min read