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Work with us
Interpretability tooling, SAE databases, audits, and research for teams of all sizes.
help reverse engineer the hardest problems
Reverse engineer intelligence to build, understand, and design with intention.
We are building, reverse engineering, and researching. Research-focused on the hard problems where better ML makes the world better: frontier model development, life sciences, industrial systems, scientific discovery, clinical research, and safety-critical deployments. What comes out of that work is real: products, papers, and tools people can actually use.
The vision we hire for: Research the hard problems. Mechanistic interpretability aimed at real domains: frontier models, life sciences, industrial systems, scientific discovery, clinical research, and safety-critical deployments. From exploration to development. Bring interpretability out of exploration and into actual development. Reverse engineer the mechanisms that matter, discover what drives behavior, and turn that into changes you can trust before they ship. Ship products, papers, usable tools. Research that does not stop at a notebook. We turn it into products, papers, and things teams can run.
Team Aquin: Ash M (CEO, Founder), Paul Pcannon (Founding Eng), Sambhav Choudhary (CTO), Samreena Tajreen (Founding Research), Neha Sarda (Founding Growth Engineer), and Sachin Sharma (Founding Growth Engineer).
Open roles: Collaborative Research. Join us on research that ships: products, papers, and tools for frontier models, life sciences, industrial systems, scientific discovery, clinical research, and safety-critical deployments. Send a short note and a link to something you have built or researched to aquin@aquin.app, or reach us in Community.
Work with us
Interpretability tooling, custom SAE databases, mechanistic audits, circuit reports, and hands-on research, experiments, and studies for teams of all sizes. Reach us at aquin@aquin.app
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