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Ship AI that survives contact with production.

We're a small team of ex-research and ex-platform engineers building systems for regulated industries. You'll ship into live deployments at banks, insurers and state bodies — where the feedback loop is a credit officer or an adjuster, not a leaderboard.

01 · How we operate

What it's like to work here.

Small team, direct ownership, real customers from week one.

01

Embedded, not abstracted

You'll sit with the credit officers, adjusters and clerks who use what you build. The problem is never theoretical.

02

Own the whole path

From data pipeline to eval harness to the inference running in a customer's VPC — you ship the thing end to end.

03

Rigour over hype

We measure everything and we'd rather say 'not yet' than ship a confident guess into a regulated workflow.

04

Built in Bengaluru

On-site by default because the work is collaborative and fast. Some roles are remote within India.

03 · How we hire

A short, honest process.

Four steps, real work, no trick questions. Usually wrapped up in two to three weeks.

STEP 01

Intro call

A conversation about your work and what you're looking for — and an honest read on fit.

STEP 02

Technical deep-dive

We dig into something you've actually built. No whiteboard puzzles.

STEP 03

Working session

A scoped exercise close to the real work, done together with the team. It is paid, and we agree the scope and the time it should take with you before you start.

STEP 04

Team & offer

Meet the people you'll work with, then a decision — fast, either way.

04 · Questions

Common questions.

  • Do you hire remotely?

    Most engineering roles are on-site in Bengaluru because the work is collaborative and client-embedded, but some roles are open to remote within India. Each listing says which.

  • Do you sponsor relocation?

    Yes, for roles where it makes sense. We'll discuss specifics during the process.

  • What's the stack?

    Python-heavy ML and data tooling, modern inference infrastructure, and product surfaces in TypeScript/React. We train and fine-tune our own models.

  • I'm early in my career — should I apply?

    If you've shipped something real and you're drawn to high-stakes problems, yes. We weight evidence of building over years of experience.

Join us

Tell us what you've built.

Send the role you want, a CV or LinkedIn, and one thing you've built that you can talk through in detail — a repo, a paper, a system in production. The last one carries the most weight.