Prince Canuma

Prince Canuma

Neywa Labs
Prince Canuma is Founder and CEO of Neywa Labs, building the inference stack for Apple Silicon. He is the creator and primary maintainer of the MLX open-source ecosystem — mlx-vlm, mlx-audio, and mlx-embeddings — with over 4M combined downloads, foundational to on-device AI on Apple hardware. He previously led developer experience at Neptune AI and worked at Arcee on post-training and inference optimization. His work focuses on model optimization and making AI accessible on local hardware.
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Prince Canuma
Prince Canuma
Neywa Labs

Half of a billion Idle GPUs: The Case for On-Device AI

This keynote argues that Apple Silicon devices form a massive, underused AI compute fleet. Drawing on the MLX ecosystem, it shows how on-device inference can handle frontier models through advanced op...
Agentic Engineering & Tooling Agentic Engineering & Tooling Keynote 20 min. INTERMEDIATE
Prince Canuma
Prince Canuma
Neywa Labs

Run Frontier Open Models on consumer hardware

A deep dive into fast, production-grade on-device inference on Macs using the MLX ecosystem. Covers unified memory, continuous batching, KV-cache compression, speculative decoding, and model porting p...
Agentic Engineering & Tooling Agentic Engineering & Tooling Conference 50 min. INTERMEDIATE