ponderance / anmol

crease pattern → crane

Rigorous systems,
folded into things
that feel alive.

I'm an ML and security engineer who ships real production frontends. By day: model work and edge infrastructure. The rest of the time: origami, a saxophone, two cats, and the occasional derivation that wouldn't leave me alone.

See the workshop → or commission work →
grus japonensis

featured build

shreyachanth.com

A full production build on Cloudflare — Turnstile and rate-limited functions guarding the inquiry path, R2 for media, a CI gate that won't merge until it passes, and an editing flow a non-technical client actually uses without calling me. WCAG AA throughout.

Cloudflare Workers Turnstile R2 CI-gated
Read the case study →

Three folds of one sheet

Machine learning

Model work, including contributions to IBM Granite.

Security

Research, and the paranoia that keeps builds honest.

Frontend + infra

Production sites with real CI/CD and edge deploys.

Latest from Marginalia

All notes →
2026-06-01 · ml · security · evals

Adversarial evals: what the benchmark doesn't measure is what the attacker exploits

A short argument for why capability benchmarks and adversarial red-teaming are measuring different things, and what to do about it.

 2026-05-14 · physics · math

Lagrangian mechanics is just saying δS = 0 and seeing what falls out

The action principle in one line, then the derivation that shows why Euler-Lagrange is the only equation you need.

Off the clock

origami the saxophone deep space two cats the Bambu printer Doctor Who jazz at 1am