Pencil sketch of Jamil Khan, looking down

Agentic developer · Open‑source builder

Jamil

Brilliance is not consciousness.
A mind can know everything and still be no one.

01 / Projects

Selected work

Winner · TechXpression 2025

Sentinel

Real-time fraud detection for UPI and bank payments. Two fast rule checks catch the obvious attacks first; a neural network only looks at what gets past them. That keeps a rare but genuine purchase from being flagged as fraud.

Every payment, three checks

  1. Too fast? blocks money mules in under 1 ms
  2. Too much? blocks split-up transfers
  3. Too unusual? the neural network decides
  4. Approve or verify
  • TensorFlow
  • VAE
  • Real-time

Winner · Apify Partner Program, Hack This Fall 2025

Playlistify AI

Describe a mood in English, Hindi, Tamil or Telugu, and get a Spotify playlist that fits. It's packaged as a tool other AI agents can call directly.

From a sentence to a playlist

  1. Your words in four languages
  2. Read the mood 50+ emotional concepts
  3. Rank tracks via the Spotify API
  4. Playlist
  • NLP
  • MCP
  • Docker

Along the way, three hackathon wins. Mostly curiosity that happened to go well.

02 / Capabilities

What I work with, and where to see it

  • Rule-based NLP Extracting citations and laws from 14,678 judgments JITS
  • Graph neural networks Collisions as graphs, anomaly detection without labels Hidden Vertex
  • Deep learning A variational autoencoder for rare-event detection Sentinel
  • Agents & MCP A tool other AI agents can call Playlistify
  • Open data A public dataset with a citable DOI JITS

03 / About

Hi, I'm Jamil.

I'm a Computer Engineering student who likes building things that hold up under scrutiny.

Most of my work circles one question: when a system hands you an answer, how do you know it's right? Producing answers has become cheap. Checking them, and knowing what to throw away, is where the real thinking happens. That's what draws me to agent systems: they give software room for a second opinion.

Away from the keyboard, I play chess, read fiction, and watch other people play horror games. Actually playing them is a dream I've been forced to postpone until retirement.

  • StudyingB.E. Computer Engineering
  • FocusAgent systems and evaluation
  • AwardHack This Fall 2025, Apify winner
  • AwardTechXpression 2025, winner
  • ElsewhereGitHub · Hugging Face · Journal

04 / Writing

I also write to think.

Devlith is my journal: what I'm building, what I'm learning, and what I'm thinking along the way.

Read the journal →

Latest entries

  1. All entries →

05 / Contact

Open to agentic AI internships.

Email is fastest. I reply to anything specific.