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Staff ML Research Engineer

Research → Production

Lead Full-Time On-site — Kolkata, West Bengal, India Permanent

Compensation

INR 45 - 75 LPA

Engagement

Full-Time

Permanent role. Full-time commitment. This is an on-site role at Kolkata. It is not remote and not hybrid.

Scope of role

Set direction within your domain. Build and mentor a team. Own outcomes at the function level.

01 — The role

Why this role exists at EduRankAI

The bridge between the research lab and the AI platform. You will implement frontier-paper ideas, reproduce baselines, and write the libraries the rest of engineering depends on. Half the role is reading; half is writing libraries that survive the messy reality of production. You will pair with research scientists weekly. The art is keeping the scientific intent intact while making the code maintainable, deterministic, and fast enough to ship.

02 — The work

What you will own

  • 01 Reproduce frontier-paper baselines for reasoning, alignment, and evals.
  • 02 Implement research-team ideas as production-quality libraries with tests, types, and docs.
  • 03 Own the experiment tracking and reproducibility infrastructure.
  • 04 Run interventions and ablations that validate or invalidate research claims.
  • 05 Author internal whitepapers when an idea graduates from speculative to baseline.
  • 06 Pair with research scientists weekly; translate ambiguous hypotheses into clean experiments.

03 — The expertise

What we look for

Reproduced multiple frontier ML papers from scratchPyTorch + JAXDeep familiarity with the current ML literatureStrong engineering — writes libraries, not one-shot scriptsMechanistic interpretability nice-to-have

04 — The bar

Who thrives here

  • You have reproduced at least three frontier ML papers from scratch and you can describe what each one got wrong in the original.
  • You can read a paper on Friday and have a runnable repro by the next Friday.
  • You have shipped at least one library that other engineers depend on.
  • You write tests for research code even when nobody asks you to.
  • You can defend a one-pager that argues against a popular research method.

Terms of Engagement

How working time works at this level

No counted hours. A five-day week with a four-hour overlap window, plus responsibility for the coverage of your area — including who is on call and when.

Type

Lead

Working days

5 per week

Rest days

2 per week

Hours counted

No

Daily overlap

4h

Measured by

The outcomes of the area you lead, the reliability of its coverage, and the growth of the people in it.

Where this stands legally

Hours are not counted at this level. The statutory ceiling of 9 hours a day and 48 a week remains the limit the role is designed to fit inside: if the work cannot be done within a normal week, the scope is wrong, not the person.

The full per-level model is published at Working Hours by Level.

05 — Hiring process

What to expect after you apply

  1. 01

    Application review

    Every application is read personally within five business days. We respond either way.

  2. 02

    Take-home or live exercise

    Role-specific. Time-boxed. Real problems we are actually working on, not invented puzzles.

  3. 03

    Conversations

    Deep technical and values conversations with the team you would join. No trick questions. No panel ambushes.

  4. 04

    Offer or honest no

    If yes: digital offer letter, signed in-portal, transparent terms. If no: written feedback if you want it.

Before you start

What we will collect. What it costs. What we will not do with it.

We will collect

  • Name, email, phone — Account + application updates. No marketing.
  • Resume / portfolio link — Human review of your work.
  • Date + place of birth — Identity verification only.
  • Your written responses — Selection rubric. Read by humans.
  • Government ID (later) — Anti-fraud at offer / interview stage. Not at signup.

We will never

  • Sell your data
  • Share with third-party recruiters
  • Use for advertising
  • Train models on it
  • Send marketing email

Our situation

EduRankAI is a small, independent organization building long-term capabilities in educational intelligence, advanced AI systems, and research infrastructure. We take no advertiser money, no donations with strings attached, and no investor pressure on hiring decisions. Applying is free, and every application is read by a human — recruitment, technical, academic and leadership teams. It buys us the right to be honest.

Full transparency policy Questions? Email us

Ready to apply?

We read every application personally. If you are the right person for this role — regardless of pedigree, background, or where you are based — you will hear back from us within five business days.

Lead Full-Time

Staff ML Research Engineer

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