Research · Products · Developers
We are an independent AI research institution — through novel research, free products, and developer tools, we bring powerful intelligence to every device.
“We don't sell tokens. We set them free.”
We conduct original research in on-device AI, ship free consumer products that run entirely on your devices, and build developer tools that let anyone deploy AI at the edge. No cloud dependency. No data leaves your device.
Per-layer weight streaming from NVMe storage enables models exceeding device memory to run inference on iPad and iPhone.
88% peak memory reduction — 27B model at 1.7 GB peak
306-run empirical study revealing a novel batch verification amortization mechanism for MoE models.
1.30× MoE speedup with <4% draft acceptance rate
Integrating finance, diet, mood, and reading data on-device with zero data leakage.
1.48× insight emergence · 125.5× federation compression
On-device AI applications that bring intelligence to everyday life — private, free, and accessible to everyone.
Cross-lingual Reading
On-device translation and audio transcription for any eBook. Read in any language, hear in your own.
Learn morePersonal Finance
Multimodal spending tracking — snap, speak, or type to track and analyze your spending patterns.
Learn moreFood Analysis
Visual meal analysis for instant nutrition insights and dietary pattern recognition.
Learn moreEmotional Intelligence
Affective computing AI companion that reads and responds to your emotions.
Learn moreAI-powered model analysis and surgical optimization. Compress models with neuron-level precision.
Proprietary inference algorithms for Apple Silicon. ANE-GPU co-scheduling with 11.3× prefill speedup.
End-to-end pipeline from optimized model to published App Store app. No cloud required.
The industry races toward bigger cloud models. But there is a structural contradiction they seem unwilling to face.
February 16, 2024 · 8 minInformation feeds have shortened our attention spans and weakened deep thinking. It is time to build something better.
October 26, 2023 · 5 minHow should companies rethink product strategy when AI can amplify one person capabilities tenfold?
AtomGradient is an independent research institution building the future of on-device AI. We conduct original research in model compression, hardware-aware inference, and personal data integration — then ship those breakthroughs as free products that run entirely on your devices.
We believe intelligence belongs at the edge. Every model we build runs locally. Every product we ship is free. Every byte of your data stays on your device.
We're looking for researchers and engineers who want to push the boundaries of on-device AI.
View open roles