# MLX Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/mlx
> Markdown URL: https://aitinkerers.org/technologies/mlx.md
> Technology record last updated: 2026-02-24T20:09:33Z
> Generated: 2026-10-24T21:10:02Z

MLX is Apple's high-performance array framework for machine learning on Apple silicon, leveraging unified memory for zero-copy efficiency.

MLX is an open-source array framework from Apple machine learning research, purpose-built for efficient ML on Apple Silicon (M-series chips). Its core strength is the unified memory model: this eliminates costly data transfers between the CPU and GPU, a major performance bottleneck in traditional frameworks. The API is immediately familiar, closely mirroring NumPy for array operations and PyTorch for higher-level packages like `mlx.nn` and `mlx.optimizers`. It supports Python, C++, C, and Swift bindings, making it highly flexible. Researchers use MLX to quickly train and deploy complex models, with examples including large-scale text generation with LLaMA and image creation via Stable Diffusion.

- Official technology site: https://mlx-framework.org
- Public AI Tinkerers demos and talks: 7
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Sarathy & me!](https://ottawa.aitinkerers.org/talks/rsvp_bcfMBtYyxgc)

- Event context: AI Tinkerers Ottawa Meetup — April 25th, 2026 — 2026-04-25 — Ottawa
- Public talk page: https://ottawa.aitinkerers.org/talks/rsvp_bcfMBtYyxgc

### [How To Sell Cards Online (Fast)](https://nurnberg.aitinkerers.org/talks/rsvp_j3cTo9Vft5s)

- Event context: AI Tinkerers Nürnberg: April Meetup — 2026-04-22 — Nürnberg
- Public talk page: https://nurnberg.aitinkerers.org/talks/rsvp_j3cTo9Vft5s

### [OmniNode Protocol: Pipeline-Parallel LLM Inference Across Consumer Devices via Rust, QUIC, and Native GGUF-to-MLX](https://la.aitinkerers.org/talks/rsvp_NiC_L_N1e5A)

- Event context: AI Tinkerers LA: March Builder Meetup & Live Demos — 2026-03-20 — Los Angeles
- Public talk page: https://la.aitinkerers.org/talks/rsvp_NiC_L_N1e5A

### [Culturally Aligned AI: Building Dlab-852-Mini for Hong Kong Cultural Nuances](https://hong-kong.aitinkerers.org/talks/rsvp_nJ6fQuisHzw)

- Event context: AI Tinkerers Hong Kong: Deep Dive Series — Technical Lessons from Shipping AI/ML/CV — 2025-12-18 — Hong Kong
- Public talk page: https://hong-kong.aitinkerers.org/talks/rsvp_nJ6fQuisHzw

### [SLM for MacOs](https://poland.aitinkerers.org/talks/rsvp_kDFlECrDcVM)

- Event context: AI Tinkerers Poland #5 - Meetup in Warsaw (September) — 2025-09-18 — Poland
- Public talk page: https://poland.aitinkerers.org/talks/rsvp_kDFlECrDcVM

### [cupertino.ink](https://singapore.aitinkerers.org/talks/rsvp_JS1WBDkSB1c)

- Event context: AI Tinkerers Singapore: 6th Meetup - April 25th, 2025 — 2025-04-25 — Singapore
- Public talk page: https://singapore.aitinkerers.org/talks/rsvp_JS1WBDkSB1c

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- [Swift](https://aitinkerers.org/technologies/swift) ([Markdown](https://aitinkerers.org/technologies/swift.md)) — 19 public demos
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