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Can a marketplace be fair to both sides?
How should a platform match workers and hirers so that it is efficient, fair and hard to game?
ATAEON Research
Research in
Research in
mathematics
& AI.
We study the mathematics behind intelligent systems and build AI that works for India's languages, markets and people. The shape behind this text is the Lorenz attractor, a classic of chaos theory. Move your cursor through it.
// Research areas
What we're working on.
Some areas feed our products directly. Others are long-term bets on the mathematics underneath.
// Playground
Any wave is a sum
of spinning circles.
Fourier series, live. Add more circles and watch a smooth sum of sines turn into a sharp-cornered wave. The same idea sits under signal processing, image compression and the attention layers of modern AI.
// Open questions
Questions that keep us up.
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Small models, Indian languages
Can compact, efficient models understand Marathi and Hindi as well as giant ones, on a low-cost phone?
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Trust from sparse signals
How much can a few ratings really tell us, and how do we give newcomers a fair start?
// Publications
Papers & notes.
// Collaborate
Think in proofs
and prototypes?
We welcome researchers, students and institutions who want to work with us on mathematics and AI.