What I’m onright now.
- Status
- Open to internships and AI/ML roles
- Based in
- Chennai, India
- YOLOv8
- LangGraph
- FastAPI
- Docker
- LangGraph
- Evaluation
- Tracing
- SHAP
- LIME
- Calibration
- Robustness
- Sony
- Live events
- Street
WeldSight and FlashForensics AI
Hardening both for real use — baking model weights into the Docker image so a cold start can’t fail on a fetch, and pushing the recovery pipeline’s test coverage into the statistical checks that decide a verdict.
Agent orchestration that survives production
Multi-agent graphs are easy to demo and hard to keep honest. I’m working through state, retries and partial failure — what an agent does when the stage before it returned something almost right.
Calibration and adversarial explainability
Following the thread from MediXplain and the XAI drift work: how far can an explanation be pushed before it stops describing the model, and can the confidence number be trusted at the same time.
Stage light and street light
Still carrying a camera. Concert lighting is the hardest exposure problem I know of that has nothing to do with code, which is exactly why it’s a good break from it.
Lines I keep
coming back to.
Five poems, five centuries apart, all saying something about carrying on. They rotate on their own — or push them along yourself.
All public domain, quoted in excerpt and attributed.
It matters not how strait the gate,How charged with punishments the scroll,I am the master of my fate,I am the captain of my soul.
On the shelf.
Tao Te Ching
StillnessLao Tzu
Eighty-one short chapters that keep saying the same thing in different ways: the softest thing wears down the hardest, and most of the effort you are spending is the problem.
Zen and the Art of Motorcycle Maintenance
QualityRobert M. Pirsig
A road trip that turns into an argument about what quality actually is. It is the closest thing I have read to a description of how it feels to care about a thing properly.
On Directing Film
CraftDavid Mamet
Brutal about structure. Cut everything that is not the story, then cut again — which turns out to be the same advice whether you are making a film or shipping something.
The Hero with a Thousand Faces
MythJoseph Campbell
The shape underneath every story anyone has ever told — the call, the crossing, the return with something you cannot explain to the people who stayed.
Selected Poems
AttentionMary Oliver
Poems that ask you to look at one thing for longer than is comfortable. Good practice for a habit worth having away from a screen.
Graduating May 2027 · based in Chennai, open to remote
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