Impressive work from the Cosmos team. Check out the Cosmos 3 technical report: arxiv.org/pdf/2606.02800
Introducing Cosmos 3: Our latest frontier model for Physical AI
Cosmos 3 is the world’s first fully open omnimodel with native vision reasoning, world and action generation.
Today we’re releasing Super (32B) and Nano (8B) variants.
1
7
12
Congratulations to the Microsoft AI team on MAI-Thinking-1! Exciting to see Ray used in multiple parts of frontier-model development.
- Fast pre-training recovery via in-job restarts with hot standbys
- Async RL orchestration (managing learners, inference servers, rollout ach with distinct placement and fault-tolerance needs)
- A two-pool Ray cluster for building and grading SWE environments on 30K CPU cores
- Fast pre-training recovery via in-job restarts with hot standbys
- Async RL orchestration (managing learners, inference servers, rollout ach with distinct placement and fault-tolerance needs)
- A two-pool Ray cluster for building and grading SWE environments on 30K CPU cores
MAI-Thinking-1 is our first in-house reasoning model developed from scratch that is competitive with models of similar size on STEM reasoning and coding tasks.
35B active/1T total MOE.
💻Coding: 52.8% on SWE Bench Pro competitive with Opus 4.6
🧐 Reasoning: 97% on AIME 25
6 on blind side-by-side tests
0
10
59
🌟 Help Shape the Future of Ray!
Influence the future of Ray with our Ray Community Pulse survey.
🎁We are offering exclusive swag for all eligible participants, so take the survey before it closes on Feb 20th, 2026!
surveymonkey.com/r/Q7HYBF5
Influence the future of Ray with our Ray Community Pulse survey.
🎁We are offering exclusive swag for all eligible participants, so take the survey before it closes on Feb 20th, 2026!
surveymonkey.com/r/Q7HYBF5
0
0
1
Join us at Criteo (Paris) on Feb 5 for the Ray Paris Meetup 🇫🇷
Featured talk:
Data-Intensive Distributed Training for Commerce Foundation Models @ Criteo
+ with Arij Sakhraoui & Alexis Benichou – covering GPU orchestration, on-prem + cloud scaling, and real-world lessons using Ray!e Blanche, 75009 Paris
👉 Save your spot: luma.com/oyv1oqw5
Featured talk:
Data-Intensive Distributed Training for Commerce Foundation Models @ Criteo
+ with Arij Sakhraoui & Alexis Benichou – covering GPU orchestration, on-prem + cloud scaling, and real-world lessons using Ray!e Blanche, 75009 Paris
👉 Save your spot: luma.com/oyv1oqw5
0
0
1
Sneak peek at our Ray x AWS London meetup talks (Jan 13, 6–9pm GMT):
- Ray & Anyscale for distributed training – Ali Sezer (Anyscale)
- Ray on AWS for scalable AI/data platforms – Christian Melendez & Robert Northard (AWS)
- Real-world ML training w/ Ray – Chris Emery (CloudNC)
📍 AWS Lw: luma.com/5xqxdm9d
- Ray & Anyscale for distributed training – Ali Sezer (Anyscale)
- Ray on AWS for scalable AI/data platforms – Christian Melendez & Robert Northard (AWS)
- Real-world ML training w/ Ray – Chris Emery (CloudNC)
📍 AWS Lw: luma.com/5xqxdm9d
0
0
1
Curious how Ray scales AI training in practice?
We’re hosting a live webinar to help you transition from single-GPU constraints to full-scale distributed clusters.
Seats are limited to keep the session interactive.
Reserve your spot today: tinyurl.com/4j3xp2c6
We’re hosting a live webinar to help you transition from single-GPU constraints to full-scale distributed clusters.
Seats are limited to keep the session interactive.
Reserve your spot today: tinyurl.com/4j3xp2c6
0
0
1
Paris 🇫🇷 we're hosting a Ray Meetup: Scaling AI Workloads – Distributed Compute Made Simple with Ray at Criteo!
📅 Thu, Feb 5 | 🕡 18:30–20:30 (GMT+1)
📍 32 Rue Blanche, 75009 Paris
Learn how teams use Ray to scale training & inference from a single machine to distributed clus://t.co/aBDBjNaPe7
📅 Thu, Feb 5 | 🕡 18:30–20:30 (GMT+1)
📍 32 Rue Blanche, 75009 Paris
Learn how teams use Ray to scale training & inference from a single machine to distributed clus://t.co/aBDBjNaPe7
0
0
4
In 2.52, we're introducing ray symmetric-run -- a CLI command to simplify and improve the large model interactive development experience on Ray and @vllm_project!
Spinning up multi-node vLLM with Ray on interactive environments can be tedious, requiring users to juggle separate nodes, breaking the “single entrypoint” mental model that many users expect.
Ray now has a new command: ray symmetric-run. This command makes it possible to launch the same entrypoint command on every node in a Ray cluster -- simplifying the process of spawning vLLM servers with multi-node models on HPC setups or in using parallel ssh tools like mpssh.
Check out the blog: blog.vllm.ai/2025/11/22/ray…
Spinning up multi-node vLLM with Ray on interactive environments can be tedious, requiring users to juggle separate nodes, breaking the “single entrypoint” mental model that many users expect.
Ray now has a new command: ray symmetric-run. This command makes it possible to launch the same entrypoint command on every node in a Ray cluster -- simplifying the process of spawning vLLM servers with multi-node models on HPC setups or in using parallel ssh tools like mpssh.
Check out the blog: blog.vllm.ai/2025/11/22/ray…
1
15
43
Last call for Ray x AI21 Labs Tel Aviv meetup! 🇮🇱
Efficient LLM inference at scale with Ray + vLLM, real-world lessons from Anyscale & AI21 Labs.
🗓️ Nov 26 | 🕕 6–8pm (GMT+2)
📍 AI21 Labs, Tel Aviv
👉 Register here: luma.com/6skfv9ob
Efficient LLM inference at scale with Ray + vLLM, real-world lessons from Anyscale & AI21 Labs.
🗓️ Nov 26 | 🕕 6–8pm (GMT+2)
📍 AI21 Labs, Tel Aviv
👉 Register here: luma.com/6skfv9ob
0
1
5
Which dataset trained that model? Which Ray job created it?
Lineage Tracking shows the full picture:datasets, models & compute.
Webinar 11/20, 10 AM PT → na2.hubs.ly/H0227Y20
Lineage Tracking shows the full picture:datasets, models & compute.
Webinar 11/20, 10 AM PT → na2.hubs.ly/H0227Y20
1
0
1
It’s only been a week since #RaySummit and the energy’s still running high.
Big thanks to our Ray Summit sponsors and partners for being part of the event where AI builders shape what’s next.
Big thanks to our Ray Summit sponsors and partners for being part of the event where AI builders shape what’s next.
0
0
1
NEW: Ray Direct Transport (RDT) — native RDMA for Ray Core.
GPU-to-GPU transfers up to 1000x faster via NVLink & InfiniBand. Ideal for RL loops, rollout pipelines, & multi-GPU inference.
🔗 na2.hubs.ly/H0224V00
GPU-to-GPU transfers up to 1000x faster via NVLink & InfiniBand. Ideal for RL loops, rollout pipelines, & multi-GPU inference.
🔗 na2.hubs.ly/H0224V00
0
2
18
Anyscale 🤝GKE
Through our continued collaboration with the Google Kubernetes Engine (GKE) team, we’re advancing the experience to scale Ray and Kubernetes in the cloud. This work includes:
Label Selectors for improved scheduling:
anyscale.com/blog/introduci…
Through our continued collaboration with the Google Kubernetes Engine (GKE) team, we’re advancing the experience to scale Ray and Kubernetes in the cloud. This work includes:
Label Selectors for improved scheduling:
anyscale.com/blog/introduci…
1
0
2
Last call to join the Ray Community's first Amsterdam Meetup hosted by @Adyen! 🇳🇱 Learn how Ray + Anyscale power scalable AI -- from data processing to model training and RL.
🕓 Nov 11, 5:30 PM CET
📍 Adyen Office
Register now: luma.com/nou9t2um
🕓 Nov 11, 5:30 PM CET
📍 Adyen Office
Register now: luma.com/nou9t2um
0
0
2
New Anyscale releases announced at Ray Summit, from Developer Central to Anyscale Runtime to Cluster Controller.
Read the roll up blog: na2.hubs.ly/H01X3pd0
Read the roll up blog: na2.hubs.ly/H01X3pd0
0
1
6
Ray Summit 2025 just wrapped, and what an incredible week it's been! Thank you all for coming!
Thousands of builders, researchers, and platform engineers came together in San Francisco to share how they’re scaling AI in production with Ray.
Thousands of builders, researchers, and platform engineers came together in San Francisco to share how they’re scaling AI in production with Ray.
1
2
9
Your infra can’t fix what it can’t see 👀
At #RaySummit 2025, Mengjin Yan & Nikita Vemuri from @anyscalecompute reveal Ray-native observability – dashboards built for distributed AI, storing telemetry in your own cloud
Plus: a new Ray Export API to extend monitoring to your stack
At #RaySummit 2025, Mengjin Yan & Nikita Vemuri from @anyscalecompute reveal Ray-native observability – dashboards built for distributed AI, storing telemetry in your own cloud
Plus: a new Ray Export API to extend monitoring to your stack
1
0
3
SGLang 🤝 Ray!
We're super excited to have @ying11231 and @liin1211 talk about SGLang and its new features at Ray Summit!
They'll highlight the newest SGLang features and also talk about SGLang's integration with Ray Data LLM.
Hope to see you there!
We're super excited to have @ying11231 and @liin1211 talk about SGLang and its new features at Ray Summit!
They'll highlight the newest SGLang features and also talk about SGLang's integration with Ray Data LLM.
Hope to see you there!
SGLang at Ray Summit 2025 is coming!
📍 San Francisco • Nov 3–5 • Hosted by @anyscalecompute
🗓 On Nov 5, SGLang is invited to give a talk on Efficient LLM Serving
🎤 @ying11231 & @liin1211 will introduce core features, high-throughput & low-latency tricks, real-world deployment lessons, and the future roadmap.
✨ Use RaySGLang50 for 50% off!
For anyone who cares about: Distributed AI at scale, Performance & efficiency, Open-source evolution - Tag a friend who should join!
#SGLang #RaySummit2025 #RayData #DistributedAI
anyscale.com/ray-summit/2025
1
5
22
See what changed and why 🔎
At #RaySummit 2025, Elizabeth Hu, Goku Mohandes & Akshay Malik from @anyscalecompute will announce Lineage Tracking on Anyscale: end-to-end ML lineage powered by OpenLineage.
Nov 3–5 | SF
Register: na2.hubs.ly/H01Q0LS0
At #RaySummit 2025, Elizabeth Hu, Goku Mohandes & Akshay Malik from @anyscalecompute will announce Lineage Tracking on Anyscale: end-to-end ML lineage powered by OpenLineage.
Nov 3–5 | SF
Register: na2.hubs.ly/H01Q0LS0
0
0
4
Can’t fix what you can’t see. 👀
At #RaySummit 2025, Mengjin Yan & Nikita Vemuri (@anyscalecompute) will debut Ray-native observability: dashboards for distributed AI, telemetry in your cloud, and a new Ray Export API.
Nov 3–5 | SF
Register Now: na2.hubs.ly/H01PjwK0
At #RaySummit 2025, Mengjin Yan & Nikita Vemuri (@anyscalecompute) will debut Ray-native observability: dashboards for distributed AI, telemetry in your cloud, and a new Ray Export API.
Nov 3–5 | SF
Register Now: na2.hubs.ly/H01PjwK0
0
0
0
Ray × DeepSpeed Meetup: AI at Scale
Talks from Masahiro Tanaka (Anyscale), Tunji Ruwase (DeepSpeed/Snowflake), Zhipeng Wang (LinkedIn), Vinay Sridhar (Snowflake).
DeepSpeed overview, SuperOffload, long-sequence training, Muon optimizer, DeepCompile + Ray for partitioned ML mited. Register here! na2.hubs.ly/H01JySb0
Talks from Masahiro Tanaka (Anyscale), Tunji Ruwase (DeepSpeed/Snowflake), Zhipeng Wang (LinkedIn), Vinay Sridhar (Snowflake).
DeepSpeed overview, SuperOffload, long-sequence training, Muon optimizer, DeepCompile + Ray for partitioned ML mited. Register here! na2.hubs.ly/H01JySb0
0
1
3
At #RaySummit 2025, Lequn Chen from @perplexity_ai will share how RDMA-based peer-to-peer communication can make LLM & MoE infrastructure faster and more efficient.
Expect insights on:
• Limits of collective APIs under SPMD
• New RDMA library design
• Real-world use cases acro📍 Nov 3–5 | SF
🔗 na2.hubs.ly/H01JxHv0
Expect insights on:
• Limits of collective APIs under SPMD
• New RDMA library design
• Real-world use cases acro📍 Nov 3–5 | SF
🔗 na2.hubs.ly/H01JxHv0
0
0
2
🚨 Meetup Alert – Amsterdam 🇳🇱
Join the Ray Community’s first Amsterdam Meetup hosted by @Adyen !
Learn how Ray + Anyscale power scalable AI – from data processing to model training and RL.
📅 Nov 11, 5:30 PM CET
📍 Adyen Office
👉Save your seat: luma.com/nou9t2um
Join the Ray Community’s first Amsterdam Meetup hosted by @Adyen !
Learn how Ray + Anyscale power scalable AI – from data processing to model training and RL.
📅 Nov 11, 5:30 PM CET
📍 Adyen Office
👉Save your seat: luma.com/nou9t2um
0
0
2
Six hands-on workshops. One day of training.
Whether you are new to Ray or scaling production AI, Ray Summit 2025 training day covers all tracks including data pipelines, training, serving, and LLM inference.
You can choose sessions on:
- End-to-end Ray basics, embarrassingly odal data with Ray Data
- @PyTorch training on Ray Train, Ray Serve production patterns, and cost-aware vLLM inference
Led by Anyscale trainers Marwan Sarieddine and Adam Breindel.
Summit attendees get discounted access to the Ray Foundations Certification exam.
Reserve your spot now.
na2.hubs.ly/H01wRkd0
Whether you are new to Ray or scaling production AI, Ray Summit 2025 training day covers all tracks including data pipelines, training, serving, and LLM inference.
You can choose sessions on:
- End-to-end Ray basics, embarrassingly odal data with Ray Data
- @PyTorch training on Ray Train, Ray Serve production patterns, and cost-aware vLLM inference
Led by Anyscale trainers Marwan Sarieddine and Adam Breindel.
Summit attendees get discounted access to the Ray Foundations Certification exam.
Reserve your spot now.
na2.hubs.ly/H01wRkd0
0
0
1
KubeRay is evolving for a better user experience. At Ray Summit this year, Rueian from @anyscalecompute and Andrew (@Google) will share the latest capabilities that make running Ray workloads on @kubernetesio simpler, more reliable, and production-ready.
What you will learn:
- nts: deletion policies, cron scheduling, sidecar mode, background status checks
- Expanded Kubernetes ecosystem integrations: kubectl plugin updates, APIServer V2, KubeRay Metrics, in-place pod resizing
Nov 3–5 at the San Francisco Marriott Marquis.
Register now: na2.hubs.ly/H01rjD60
What you will learn:
- nts: deletion policies, cron scheduling, sidecar mode, background status checks
- Expanded Kubernetes ecosystem integrations: kubectl plugin updates, APIServer V2, KubeRay Metrics, in-place pod resizing
Nov 3–5 at the San Francisco Marriott Marquis.
Register now: na2.hubs.ly/H01rjD60
0
1
3
At Ray Summit 2025, @ZhibeiM (@xai) will speak about scaling image and video processing with Ray.
Nov 3–5 | San Francisco Marriott Marquis
Register: na2.hubs.ly/H01n0bF0
Nov 3–5 | San Francisco Marriott Marquis
Register: na2.hubs.ly/H01n0bF0
0
1
5
At Ray Summit 2025, Edward Oakes and Jiajun Yao from Anyscale will share the last year of progress of Ray and the road ahead, covering updates on stability, scalability, performance, and observability.
Join us Nov 3–5 at the San Francisco Marriott Marquis.
Register now: na2.hubs.ly/H01l7M70
Join us Nov 3–5 at the San Francisco Marriott Marquis.
Register now: na2.hubs.ly/H01l7M70
0
0
2
Ray Summit Training Day is back Nov 3 in SF 🎉
One full day. Six expert-led sessions. Built for engineers who want to go deeper with Ray.
⚡ Seats go fast—last year we had a waitlist.
👉 Register now: na2.hubs.ly/H01jJPq0
One full day. Six expert-led sessions. Built for engineers who want to go deeper with Ray.
⚡ Seats go fast—last year we had a waitlist.
👉 Register now: na2.hubs.ly/H01jJPq0
0
0
3
At Ray Summit 2025, @Amog Kamsetty @character_ai will walk through Rayman, their open-source–first post-training stack that powers rapid iteration on models serving tens of millions of users.
Here’s what will be covered:
- SFT and distillation at scale with Ray Data, Ray DP, including strategies for training massive MoE models
- RL from real user feedback: building reward models from interaction data to turn noisy signals into measurable gains
Results:
- Faster iteration on post-training with large and complex models
- Improved model quality from real-world user feedback loops
Nov 3–5 | San Francisco Marriott Marquis
Register: na2.hubs.ly/H01jh2-0
Here’s what will be covered:
- SFT and distillation at scale with Ray Data, Ray DP, including strategies for training massive MoE models
- RL from real user feedback: building reward models from interaction data to turn noisy signals into measurable gains
Results:
- Faster iteration on post-training with large and complex models
- Improved model quality from real-world user feedback loops
Nov 3–5 | San Francisco Marriott Marquis
Register: na2.hubs.ly/H01jh2-0
0
0
6
🚨 THIS WEEK 🚨 In-person Ray Meetup on Multimodal Data + AI at our Anyscale HQ
Learn how Ray Data + Anyscale power pipelines across text, image, audio & video — from dev → prod.
📅 Sept 25, 5:30 PM | 📍 600 Harrison St
Seats are almost full → luma.com/hoy3vilo
Learn how Ray Data + Anyscale power pipelines across text, image, audio & video — from dev → prod.
📅 Sept 25, 5:30 PM | 📍 600 Harrison St
Seats are almost full → luma.com/hoy3vilo
0
0
2
It’s time you attended a conference led by teams running AI in production – not marketing teams masquerading as engineers.
If you think such a conference doesn’t exist, you haven’t been to Ray Summit 😎 It’s the place to be for developers who care about what actually ships. Are -> Use code ANYJOIN25 for 25% off
anyscale.com/ray-summit/202…
If you think such a conference doesn’t exist, you haven’t been to Ray Summit 😎 It’s the place to be for developers who care about what actually ships. Are -> Use code ANYJOIN25 for 25% off
anyscale.com/ray-summit/202…
0
0
1
Did you know you can add training to your Ray Summit 2025 conference pass? Ray Summit Training Day is a separate day of hands-on Ray learning, taught by our experts.
Save your seat before it’s too late →
anyscale.com/ray-summit/202…
#RaySummit
Save your seat before it’s too late →
anyscale.com/ray-summit/202…
#RaySummit
0
0
2
Scaling multimodal AI — across text, images, audio, and video — is complex.
At our next in-person Ray Meetup, you’ll see how Ray Data and Anyscale make it easier to take workloads from dev to prod.
Talks and Demos:
🔹 Ray Data: streaming + fault-tolerant pipelines
🔹 Anyscale ss dev → prod workflows
+ Pizza & Q&A with the Genius Bar 🙌
Bring your questions to: Balaji Veeramani, Simran Mhatre, @GokuMohandas, and Anyscale co-founder @robertnishihara
🗓️ Sept 25, PM
📍 Anyscale HQ, 600 Harrison St, SF
Save your spot → luma.com/hoy3vilo
At our next in-person Ray Meetup, you’ll see how Ray Data and Anyscale make it easier to take workloads from dev to prod.
Talks and Demos:
🔹 Ray Data: streaming + fault-tolerant pipelines
🔹 Anyscale ss dev → prod workflows
+ Pizza & Q&A with the Genius Bar 🙌
Bring your questions to: Balaji Veeramani, Simran Mhatre, @GokuMohandas, and Anyscale co-founder @robertnishihara
🗓️ Sept 25, PM
📍 Anyscale HQ, 600 Harrison St, SF
Save your spot → luma.com/hoy3vilo
0
0
1
🚨Attention India Ray Community – Ray Meetup in Bangalore, Sept 26🚨
Ray isn’t just powering research - it’s running large-scale AI systems in production.
At the upcoming Ray Meetup with InMobi, practitioners will go deep on:
The internals of tasks, actors, and objects in Ray
g at scale with Ray in production
Come for hands-on technical sessions, stay for practical insights and conversations with peers building the future of distributed AI.
Seats are limited. Register here: luma.com/4yzuz16a
Ray isn’t just powering research - it’s running large-scale AI systems in production.
At the upcoming Ray Meetup with InMobi, practitioners will go deep on:
The internals of tasks, actors, and objects in Ray
g at scale with Ray in production
Come for hands-on technical sessions, stay for practical insights and conversations with peers building the future of distributed AI.
Seats are limited. Register here: luma.com/4yzuz16a
0
0
3
🚨Webinar Alert🚨
Batch inference bottlenecks = idle GPUs + wasted resources.
Join us live tomorrow (Sept 17) to see how Ray syncs CPU & GPU for faster, smoother distributed Python workloads.
Save your spot 👉 linkedin.com/events/7366213…
Batch inference bottlenecks = idle GPUs + wasted resources.
Join us live tomorrow (Sept 17) to see how Ray syncs CPU & GPU for faster, smoother distributed Python workloads.
Save your spot 👉 linkedin.com/events/7366213…
0
0
1
It’s time you attended a conference led by teams running AI in production – not marketing teams masquerading as engineers.
If you think such a conference doesn’t exist, you haven’t been to Ray Summit 😎 It’s the place to be for developers who care about what actually ships.
Are PfANB6dF
If you think such a conference doesn’t exist, you haven’t been to Ray Summit 😎 It’s the place to be for developers who care about what actually ships.
Are PfANB6dF
0
0
0
Have you signed up for Ray Summit Training Day?
It’s a full day of hands-on training taught by Ray experts. Training fills up first every year, and last year, we had a waiting list.
Sign up today before training sells out → anyscale.com/ray-summit/202…
It’s a full day of hands-on training taught by Ray experts. Training fills up first every year, and last year, we had a waiting list.
Sign up today before training sells out → anyscale.com/ray-summit/202…
0
0
2
Excited to host our next in-person Ray Meetup: Multimodal Data + AI at Anyscale HQ in SF!
We’ll discuss how to scale multimodal workloads—text, images, audio, video – with Ray Data for high-throughput, GPU-efficient processing (with streaming execution + fault tolerance) and obs for an easy path from dev to prod.
Come for the talks + demos, stay for the Q&A, pizza, Genius Bar, and networking! 🍕
📅 Sept 25 | 5:30 PM
📍 600 Harrison St, San Francisco
👉 Register here: luma.com/hoy3vilo
We’ll discuss how to scale multimodal workloads—text, images, audio, video – with Ray Data for high-throughput, GPU-efficient processing (with streaming execution + fault tolerance) and obs for an easy path from dev to prod.
Come for the talks + demos, stay for the Q&A, pizza, Genius Bar, and networking! 🍕
📅 Sept 25 | 5:30 PM
📍 600 Harrison St, San Francisco
👉 Register here: luma.com/hoy3vilo
0
1
6
Scaling batch inference is tricky – especially when CPU preprocessing and GPU model execution fall out of sync.
The result? Bottlenecks, idle GPUs, and wasted compute.
On September 17, join us live to see how Ray’s open-source framework streamlines CPU–GPU coordination for loads like image processing, batch embeddings, and beyond.
Save you seat! linkedin.com/events/scaling…
The result? Bottlenecks, idle GPUs, and wasted compute.
On September 17, join us live to see how Ray’s open-source framework streamlines CPU–GPU coordination for loads like image processing, batch embeddings, and beyond.
Save you seat! linkedin.com/events/scaling…
1
2
7
Ray Summit is back. Nov 3-5 SF. 1,700+ developers who care about what actually ships.
Registration open now. Same venue, bigger ideas.
See you there 🚀
anyscale.com/ray-summit/202…
#RaySummit
Registration open now. Same venue, bigger ideas.
See you there 🚀
anyscale.com/ray-summit/202…
#RaySummit
0
0
1
Ready to see how Ray scales AI – and try it yourself?
We’re hosting a live, interactive hands-on lab where you’ll code alongside our lead instructor and learn how to:
💠Design distributed data pipelines with Ray Data
💠Execute high-throughput batch inference on GPUs
💠Embed LLM on workflows
Seats are limited to keep it hands-on → anyscale.com/events/2025/09…
Scale and build with Ray 🚀
We’re hosting a live, interactive hands-on lab where you’ll code alongside our lead instructor and learn how to:
💠Design distributed data pipelines with Ray Data
💠Execute high-throughput batch inference on GPUs
💠Embed LLM on workflows
Seats are limited to keep it hands-on → anyscale.com/events/2025/09…
Scale and build with Ray 🚀
0
0
3
Join us on September 24th for our live, virtual lab to code alongside our instructor and see Ray in action.
What you’ll do:
-Build distributed data pipelines with Ray Data
-Run GPU batch inference at scale
-Orchestrate LLM inference inside real-world workflows
Limited seats to ign up today: anyscale.com/events/2025/09…
Don’t just see Ray — build with it.
What you’ll do:
-Build distributed data pipelines with Ray Data
-Run GPU batch inference at scale
-Orchestrate LLM inference inside real-world workflows
Limited seats to ign up today: anyscale.com/events/2025/09…
Don’t just see Ray — build with it.
0
0
1
Have you signed up for Ray Summit Training Day?
It’s a full day of hands-on training taught by Ray experts.
Training fills up first every year, and last year, we had a waiting list.
Sign up today before training sells out → anyscale.com/ray-summit/202…
It’s a full day of hands-on training taught by Ray experts.
Training fills up first every year, and last year, we had a waiting list.
Sign up today before training sells out → anyscale.com/ray-summit/202…
0
1
4