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AI research · H32

Efficient Models Research Scientist

You explore how much useful intelligence fits into an affordable personal computer, and you pursue only the improvements that survive honest evaluation. Clear negative results are a real contribution here, because they stop the rest of the company spending a quarter on something that will not work.

Apply for this roleAll roles

Open for applications. Starts at: Research program.

We are taking applications for this role now and building the pipeline for it. The stage above is when the work itself is expected to begin, which is something you deserve to know before you apply rather than after. It is context, not a gate.

Where

Kirkland GarageUAE Garage

In the office together five days a week, in one of our garages, and remote-friendly around your family, arranged one person at a time. We hire across the United States 🇺🇸, India 🇮🇳 and the UAE 🇦🇪.

The work

What this person actually does

Research compression, distillation, sparsity, architecture or adaptive computation. Compare against strong baselines on both model capability and actual device behavior. Work with inference and hardware engineers to test whether theoretical savings become user-visible improvements.

The milestone

What it looks like when it is working

In your first 90 days, reproduce a baseline and deliver one tested hypothesis with quality, latency, memory and energy results.

Required

What we would not hire without

  • ▸Strong mathematical and experimental foundations, with a doctorate or equivalent research evidence
  • ▸Reproducible code published alongside your results, not on request
  • ▸You report negative results clearly rather than reframing them
  • ▸You evaluate against something honest rather than against a favourable baseline

Nice to have

What would be a bonus, not a gate

  • ▸Model compression, distillation, or sparsity specifically
  • ▸Architecture search or efficient architectures
  • ▸Open-weights contributions

Evidence

What would show us you can do it

Bring strong mathematical and experimental foundations, with a doctorate or equivalent research evidence. Clear negative results and reproducible code are valuable contributions.

Evidence, not credentials. We are describing work you can point at, in whatever form it exists.

The exercise

How we would look at it together

Explain an efficiency result that failed after deployment and propose an experiment to identify the hidden cost.

The package

What comes with the job

  • ▸Stock options for every full-time teammate, four-year vesting with a one-year cliff
  • ▸Annual performance bonus, or on-target earnings with uncapped commission for customer-facing roles
  • ▸Medical, dental and vision for you and your family, plus life and disability cover, on the highest plan tier available to us
  • ▸A 401(k) with company matching
  • ▸Pay reviewed every year and on promotion, benchmarked to your role and market
  • ▸A budget of AI tokens of your own
  • ▸Gym membership, and retailer discounts redeemed through our benefits app
  • ▸Remote-friendly around your family, arranged one person at a time
  • ▸$1,000 plus $10,000 in equity for a referral we hire who stays a year

Indicative pay ranges by market and level are on the compensation page. Plan numbers are confirmed in your offer letter.

Apply

Apply for Efficient Models Research Scientist

One short form. A person reads every application and you hear back either way. You will get your own link to check where things stand, and you can withdraw or delete your application from it at any time, without an account.

Apply for this job

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Efficient Models Research Scientist

Resume *

Any one of these. If you have not got a PDF to hand, paste the text - it is not a lesser way to apply.

That is everything we need. The rest is optional, and it helps.

Where your work lives

Any of these, none of these. Paste a link and we will look.

In a hundred words or so, the piece of work you are most proud of.

You get a reference number straight away.
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