# Ray Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/ray
> Markdown URL: https://aitinkerers.org/technologies/ray.md
> Technology record last updated: 2026-03-03T21:27:11Z
> Generated: 2026-10-25T11:02:15Z

Ray is the open-source AI Compute Engine: a unified, Python-native framework for scaling AI and machine learning workloads from a laptop to a cloud cluster.

Ray is your go-to for scaling Python applications, especially AI/ML. It abstracts distributed systems complexity, letting developers use a simple API (tasks, actors) to parallelize code across a cluster. The core runtime, Ray Core, powers a suite of specialized AI Libraries: Ray Data for scalable ingestion, Ray Train for distributed training, Ray Tune for hyperparameter optimization, Ray Serve for model deployment, and RLlib for reinforcement learning. This unified architecture enables seamless scaling of compute-intensive tasks, including large language models (LLMs) and GenAI, across heterogeneous compute (CPUs, GPUs) on any major cloud (AWS, GCP, Azure).

- Official technology site: https://www.ray.io/
- Public AI Tinkerers demos and talks: 6
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Easy self-serve Ray Clusters on Kubernetes, no YAML.](https://montreal.aitinkerers.org/talks/rsvp_8YtgDaZMryo)

- Event context: AI Tinkerers Montreal - May Demo Meetup @ Ubisoft — 2026-05-26 — Montreal
- Public talk page: https://montreal.aitinkerers.org/talks/rsvp_8YtgDaZMryo

### [eomer: An Agentic Operating System for Data Science](https://singapore.aitinkerers.org/talks/rsvp_2G9vgEuwDJc)

- Event context: AI Tinkerers Singapore: The Agentic Future & Dev/Eng Workflows — 2026-04-21 — Singapore
- Public talk page: https://singapore.aitinkerers.org/talks/rsvp_2G9vgEuwDJc

### [Elasticity, scale and production realities](https://paris.aitinkerers.org/talks/rsvp_g6P1G7Bvt40)

- Event context: High-Performance Local AI Development: Kick-off ThinkStation PGX — 2026-03-17 — Paris
- Public talk page: https://paris.aitinkerers.org/talks/rsvp_g6P1G7Bvt40

### [Building a Sovereign Multi-GPU AI Infrastructure in a European Data Center (in Less Than One Year)](https://cologne.aitinkerers.org/talks/rsvp_uYinySVHqNU)

- Event context: AI Tinkerers Cologne – Inaugural Meetup — 2025-11-05 — Cologne
- Public talk page: https://cologne.aitinkerers.org/talks/rsvp_uYinySVHqNU

### [Deep RL for User Experience](https://chicago.aitinkerers.org/talks/rsvp_btt528Sh4Tk)

- Event context: AI Tinkerers Chicago December Meetup — 2024-12-10 — Chicago
- Public talk page: https://chicago.aitinkerers.org/talks/rsvp_btt528Sh4Tk

### [Generating "stories" from your digital trace data](https://paris.aitinkerers.org/talks/rsvp_67DnuLeXU-k)

- Event context: AI Tinkerers - Paris Meetup on October 15th — 2024-10-15 — Paris
- Public talk page: https://paris.aitinkerers.org/talks/rsvp_67DnuLeXU-k

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