

Backed by
A mother can't order groceries on Zepto — all English, endless taps.
A shopkeeper gives up the moment a form asks him to type in English.
A grandmother needs her grandson just to pay one bill.

Hybrid attention + Parallel decoding. One checkpoint: block-diffusion + self-speculative, with SSM routing that keeps long turns linear-cost. Quantized, single GPU.
We take full leverage of frontier text models — A Strong Text based backbone that already reasons across languages — and continually pre-train it on trillions tokens of audio we own at source.
Our consumer app is a data engine — every conversation feeds proprietary, accented speech back into training. Large teacher models add unlimited synthetic data. No one else has this loop.
