SkyRL tx: An open source project to implement the Thinking Machines' Tinker API, a REST based API for neural network forward/backward passes that unifies inference and training into one common API
Blog: novasky-ai.notion.site/skyrl-tx
Repo: github.com/NovaSky-AI/S...
Blog: novasky-ai.notion.site/skyrl-tx
Repo: github.com/NovaSky-AI/S...
October 7, 2025 at 3:37 AM
SkyRL tx: An open source project to implement the Thinking Machines' Tinker API, a REST based API for neural network forward/backward passes that unifies inference and training into one common API
Blog: novasky-ai.notion.site/skyrl-tx
Repo: github.com/NovaSky-AI/S...
Blog: novasky-ai.notion.site/skyrl-tx
Repo: github.com/NovaSky-AI/S...
SkyRL-Agent, a framework for efficient RL agent training.
⚡ 1.55× faster async rollout dispatch
🛠 Lightweight tool + task integration
🔄 Backend-agnostic (SkyRL-train / VeRL / Tinker)
Repo: github.com/NovaSky-AI/S...
Paper: arxiv.org/abs/2511.16108
⚡ 1.55× faster async rollout dispatch
🛠 Lightweight tool + task integration
🔄 Backend-agnostic (SkyRL-train / VeRL / Tinker)
Repo: github.com/NovaSky-AI/S...
Paper: arxiv.org/abs/2511.16108
November 27, 2025 at 4:16 PM
SkyRL-Agent, a framework for efficient RL agent training.
⚡ 1.55× faster async rollout dispatch
🛠 Lightweight tool + task integration
🔄 Backend-agnostic (SkyRL-train / VeRL / Tinker)
Repo: github.com/NovaSky-AI/S...
Paper: arxiv.org/abs/2511.16108
⚡ 1.55× faster async rollout dispatch
🛠 Lightweight tool + task integration
🔄 Backend-agnostic (SkyRL-train / VeRL / Tinker)
Repo: github.com/NovaSky-AI/S...
Paper: arxiv.org/abs/2511.16108
August 15, 2026 at 6:15 AM
Vision-language RL training just got more accessible. SkyRL on SageMaker HyperPod boosted maze-solving accuracy from 43% to 97% with fault-tolerant multi-node GRPO training. https://aws.amazon.com/blogs/machine-learning/accelerate-multimodal-rl-training-with-skyrl-on-amazon-sagemaker-hyperpod
September 27, 2026 at 6:04 AM
Vision-language RL training just got more accessible. SkyRL on SageMaker HyperPod boosted maze-solving accuracy from 43% to 97% with fault-tolerant multi-node GRPO training. https://aws.amazon.com/blogs/machine-learning/accelerate-multimodal-rl-training-with-skyrl-on-amazon-sagemaker-hyperpod
SkyRLとAmazon SageMaker HyperPodの統合
SkyRLとAmazon SageMaker HyperPodを使用すると、マルチモーダル強化学習のトレーニングを高速化できます。Qwen3-VL-8Bの視覚言語モデルをGroup Relative Policy Optimization（GRPO）でポストトレーニングすることで、視覚迷路をナビゲートする能力を学習できます。SkyRLとSageMaker HyperPodの統合により、長時間のマルチノード…
📝 この記事に注釈を追加できます
https://ragtimez.com/articles/2026-09-26
SkyRLとAmazon SageMaker HyperPodを使用すると、マルチモーダル強化学習のトレーニングを高速化できます。Qwen3-VL-8Bの視覚言語モデルをGroup Relative Policy Optimization（GRPO）でポストトレーニングすることで、視覚迷路をナビゲートする能力を学習できます。SkyRLとSageMaker HyperPodの統合により、長時間のマルチノード…
📝 この記事に注釈を追加できます
https://ragtimez.com/articles/2026-09-26
SkyRLとAmazon SageMaker HyperPodの統合
SkyRLとAmazon SageMaker HyperPodを使用すると、マルチモーダル強化学習のトレーニングを高速化できます。Qwen3-VL-8Bの視覚言語モデルをGroup Relative Policy Optimization（GRPO）でポストトレーニングすることで、視覚迷路をナビゲートする能力を学習できます。SkyRLとSageMaker HyperPodの統合により、長時間のマルチノードトレーニングを安定して実行できます。
ragtimez.com
September 25, 2026 at 11:54 PM
SkyRLとAmazon SageMaker HyperPodの統合
SkyRLとAmazon SageMaker HyperPodを使用すると、マルチモーダル強化学習のトレーニングを高速化できます。Qwen3-VL-8Bの視覚言語モデルをGroup Relative Policy Optimization（GRPO）でポストトレーニングすることで、視覚迷路をナビゲートする能力を学習できます。SkyRLとSageMaker HyperPodの統合により、長時間のマルチノード…
📝 この記事に注釈を追加できます
https://ragtimez.com/articles/2026-09-26
SkyRLとAmazon SageMaker HyperPodを使用すると、マルチモーダル強化学習のトレーニングを高速化できます。Qwen3-VL-8Bの視覚言語モデルをGroup Relative Policy Optimization（GRPO）でポストトレーニングすることで、視覚迷路をナビゲートする能力を学習できます。SkyRLとSageMaker HyperPodの統合により、長時間のマルチノード…
📝 この記事に注釈を追加できます
https://ragtimez.com/articles/2026-09-26
El Berkeley Sky Computing Lab, en colaboración con Anyscale, lanzó SkyRL, una biblioteca de aprendizaje por refuerzo de pila completa orientada exclusivamente a entrenar modelos de lenguaje a gran escala.
Con 653 ejemplos, SkyRL vence a GPT-4o en SQL: el framework de RL para LLMs del Berkeley Sky Lab acumula 2.000 estrellas - Sinaptica
El Berkeley Sky Computing Lab, en colaboración con Anyscale, lanzó SkyRL, una biblioteca de aprendizaje por refuerzo de pila completa orientada exclusivamente a
sinapti.ca
June 15, 2026 at 6:13 PM
El Berkeley Sky Computing Lab, en colaboración con Anyscale, lanzó SkyRL, una biblioteca de aprendizaje por refuerzo de pila completa orientada exclusivamente a entrenar modelos de lenguaje a gran escala.
FP8 Reinforcement Learning in SkyRL: Preserving Policy Consistency Across Training and Rollout.
Source: Anyscale Blog
Source: Anyscale Blog
FP8 Reinforcement Learning in SkyRL: Preserving Policy Consistency Across Training and Rollout | Anyscale
SkyRL's FP8 reinforcement learning stack — training, rollout, and on-policy weight sync — matches BF16 convergence while cutting step time up to 23% on H100 and B200.
anyscale.com
August 25, 2026 at 7:36 PM
FP8 Reinforcement Learning in SkyRL: Preserving Policy Consistency Across Training and Rollout.
Source: Anyscale Blog
Source: Anyscale Blog
Anyscale and NovaSky Team Releases SkyRL tx v0.1.0: Bringing Tinker Compatible Reinforcement Learning RL Engine To Local GPU Clusters
How can AI teams run Tinker style reinforcement learning on large language models using their own infrastructure with a single unified engine? Anyscale and NovaSky…
How can AI teams run Tinker style reinforcement learning on large language models using their own infrastructure with a single unified engine? Anyscale and NovaSky…
Anyscale and NovaSky Team Releases SkyRL tx v0.1.0: Bringing Tinker Compatible Reinforcement Learning RL Engine To Local GPU Clusters
How can AI teams run Tinker style reinforcement learning on large language models using their own infrastructure with a single unified engine? Anyscale and NovaSky (UC Berkeley) Team releases SkyRL tx v0.1.0 that gives developers a way to run a Tinker compatible training and inference engine directly on their own hardware, while keeping the same minimal API that Tinker exposes in the managed service.
nexttech-news.com
November 3, 2025 at 11:45 PM
Anyscale and NovaSky Team Releases SkyRL tx v0.1.0: Bringing Tinker Compatible Reinforcement Learning RL Engine To Local GPU Clusters
How can AI teams run Tinker style reinforcement learning on large language models using their own infrastructure with a single unified engine? Anyscale and NovaSky…
How can AI teams run Tinker style reinforcement learning on large language models using their own infrastructure with a single unified engine? Anyscale and NovaSky…
Как мы обеспечили +33% к точности на сложных SQL-запросах Генератор SQL на базе LLM — понятный продукт с понятной ...
#chase-sql #grpo #gspo #reasoning #sql #RL #skyrl-sql #sql-генератор #sqlfuse #генерация #sql
Origin | Interest | Match
#chase-sql #grpo #gspo #reasoning #sql #RL #skyrl-sql #sql-генератор #sqlfuse #генерация #sql
Origin | Interest | Match
Как мы обеспечили +33% к точности на сложных SQL-запросах
www.pvsm.ru
October 8, 2025 at 1:34 PM
Как мы обеспечили +33% к точности на сложных SQL-запросах Генератор SQL на базе LLM — понятный продукт с понятной ...
#chase-sql #grpo #gspo #reasoning #sql #RL #skyrl-sql #sql-генератор #sqlfuse #генерация #sql
Origin | Interest | Match
#chase-sql #grpo #gspo #reasoning #sql #RL #skyrl-sql #sql-генератор #sqlfuse #генерация #sql
Origin | Interest | Match
Bigger LLMs aren’t the breakthrough. Better training environments are. 🏋️☁️
RL environments are becoming essential for turning LLMs into real, autonomous systems. We explore RLVR, UI gyms, & how companies train models inside their products—plus a hands-on SkyRL walkthrough. 🔗 https://do.co/4ck3pWe
RL environments are becoming essential for turning LLMs into real, autonomous systems. We explore RLVR, UI gyms, & how companies train models inside their products—plus a hands-on SkyRL walkthrough. 🔗 https://do.co/4ck3pWe
February 28, 2026 at 1:30 AM
Bigger LLMs aren’t the breakthrough. Better training environments are. 🏋️☁️
RL environments are becoming essential for turning LLMs into real, autonomous systems. We explore RLVR, UI gyms, & how companies train models inside their products—plus a hands-on SkyRL walkthrough. 🔗 https://do.co/4ck3pWe
RL environments are becoming essential for turning LLMs into real, autonomous systems. We explore RLVR, UI gyms, & how companies train models inside their products—plus a hands-on SkyRL walkthrough. 🔗 https://do.co/4ck3pWe
Learn how to run SkyRL, an open-source reinforcement learning framework, on Amazon SageMaker HyperPod to post-train a Qwen3-VL-8B vision-language model with GRPO. This...
🔗 https://aws.amazon.com/blogs/machine-learning/accelerate-multimodal-rl-training-with-skyrl-on-amazon-sagemaker-hyperpod
🔗 https://aws.amazon.com/blogs/machine-learning/accelerate-multimodal-rl-training-with-skyrl-on-amazon-sagemaker-hyperpod
September 27, 2026 at 7:21 PM
Learn how to run SkyRL, an open-source reinforcement learning framework, on Amazon SageMaker HyperPod to post-train a Qwen3-VL-8B vision-language model with GRPO. This...
🔗 https://aws.amazon.com/blogs/machine-learning/accelerate-multimodal-rl-training-with-skyrl-on-amazon-sagemaker-hyperpod
🔗 https://aws.amazon.com/blogs/machine-learning/accelerate-multimodal-rl-training-with-skyrl-on-amazon-sagemaker-hyperpod
SkyRL & HyperPod
SkyRL and Amazon SageMaker HyperPod accelerate multi-modal reinforcement learning training. By post-training Qwen3-VL-8B's visual language model with Group Relative Policy Optimization (GRPO), it lear…
Read the full article on RAGtimeZ
https://ragtimez.com/en/articles/2026-09-26en
SkyRL and Amazon SageMaker HyperPod accelerate multi-modal reinforcement learning training. By post-training Qwen3-VL-8B's visual language model with Group Relative Policy Optimization (GRPO), it lear…
Read the full article on RAGtimeZ
https://ragtimez.com/en/articles/2026-09-26en
SkyRL & HyperPod
SkyRL and Amazon SageMaker HyperPod accelerate multi-modal reinforcement learning training. By post-training Qwen3-VL-8B's visual language model with Group Relative Policy Optimization (GRPO), it learns to navigate visual mazes. The integration of SkyRL and SageMaker HyperPod enables stable long-term multi-node training.
ragtimez.com
September 25, 2026 at 11:54 PM
SkyRL & HyperPod
SkyRL and Amazon SageMaker HyperPod accelerate multi-modal reinforcement learning training. By post-training Qwen3-VL-8B's visual language model with Group Relative Policy Optimization (GRPO), it lear…
Read the full article on RAGtimeZ
https://ragtimez.com/en/articles/2026-09-26en
SkyRL and Amazon SageMaker HyperPod accelerate multi-modal reinforcement learning training. By post-training Qwen3-VL-8B's visual language model with Group Relative Policy Optimization (GRPO), it lear…
Read the full article on RAGtimeZ
https://ragtimez.com/en/articles/2026-09-26en
This sounds exciting! Can’t wait to see how SkyRL enhances multimodal RL training on SageMaker. The potential applications are intriguing!
September 25, 2026 at 5:50 PM
This sounds exciting! Can’t wait to see how SkyRL enhances multimodal RL training on SageMaker. The potential applications are intriguing!
This article demonstrates how to train a multimodal vision-language model using reinforcement learning on Amazon SageMaker HyperPod with SkyRL, improving maze navigation accuracy from 43.75% to over 95%.
Accelerate multimodal RL training with SkyRL on Amazon SageMaker HyperPod
This article demonstrates how to train a multimodal vision-language model using reinforcement learning on Amazon SageMaker HyperPod with SkyRL, improving maze navigation accuracy from 43.75% to over 95%.
aws-news.com
September 25, 2026 at 4:20 PM
This article demonstrates how to train a multimodal vision-language model using reinforcement learning on Amazon SageMaker HyperPod with SkyRL, improving maze navigation accuracy from 43.75% to over 95%.
🤖 **Accelerate multimodal RL training with SkyRL on Amazon SageMaker HyperPod**
Learn how to run SkyRL, an open-source reinforcement learning framework, on Amazon SageMaker HyperPod to post-train a Qwen3-VL-8B vision-language model with GRPO. This walkthrough covers building t...
📰 Source […]
Learn how to run SkyRL, an open-source reinforcement learning framework, on Amazon SageMaker HyperPod to post-train a Qwen3-VL-8B vision-language model with GRPO. This walkthrough covers building t...
📰 Source […]
Original post on igeek.gamer-geek-news.com
igeek.gamer-geek-news.com
September 25, 2026 at 4:20 PM
🤖 **Accelerate multimodal RL training with SkyRL on Amazon SageMaker HyperPod**
Learn how to run SkyRL, an open-source reinforcement learning framework, on Amazon SageMaker HyperPod to post-train a Qwen3-VL-8B vision-language model with GRPO. This walkthrough covers building t...
📰 Source […]
Learn how to run SkyRL, an open-source reinforcement learning framework, on Amazon SageMaker HyperPod to post-train a Qwen3-VL-8B vision-language model with GRPO. This walkthrough covers building t...
📰 Source […]
📰 New article by Nilesh PS, Dhawal Parkar, Pradeep Cruz, Vishal Shahane
Accelerate multimodal RL training with SkyRL on Amazon SageMaker HyperPod
#AWS #AI #MachineLearning
Accelerate multimodal RL training with SkyRL on Amazon SageMaker HyperPod
#AWS #AI #MachineLearning
Accelerate multimodal RL training with SkyRL on Amazon SageMaker HyperPod
Learn how to run SkyRL, an open-source reinforcement learning framework, on Amazon SageMaker HyperPod to post-train a Qwen3-VL-8B vision-language model with GRPO. This walkthrough covers building the container image, launching a Ray cluster from SageMaker Studio, submitting and monitoring the job, and hosting the trained LoRA adapter for inference.
aws.amazon.com
September 25, 2026 at 4:21 PM
📰 New article by Nilesh PS, Dhawal Parkar, Pradeep Cruz, Vishal Shahane
Accelerate multimodal RL training with SkyRL on Amazon SageMaker HyperPod
#AWS #AI #MachineLearning
Accelerate multimodal RL training with SkyRL on Amazon SageMaker HyperPod
#AWS #AI #MachineLearning
Твой любимый инструмент для RL устарел — узнай, почему SkyRL на шаг впереди!
SkyRL — полностековая библиотека для обучения с подкреплением с интеграцией Tinker API. Она предоставляет мощные инструменты для создания агентов и оптимизации пайплайнов. Не упусти новейшие возможности!
https://github.
SkyRL — полностековая библиотека для обучения с подкреплением с интеграцией Tinker API. Она предоставляет мощные инструменты для создания агентов и оптимизации пайплайнов. Не упусти новейшие возможности!
https://github.
August 5, 2026 at 3:09 PM
Твой любимый инструмент для RL устарел — узнай, почему SkyRL на шаг впереди!
SkyRL — полностековая библиотека для обучения с подкреплением с интеграцией Tinker API. Она предоставляет мощные инструменты для создания агентов и оптимизации пайплайнов. Не упусти новейшие возможности!
https://github.
SkyRL — полностековая библиотека для обучения с подкреплением с интеграцией Tinker API. Она предоставляет мощные инструменты для создания агентов и оптимизации пайплайнов. Не упусти новейшие возможности!
https://github.
- Works with Qwen2.5, Llama3, and multiple search engines (sparse, dense, online).
- Includes two papers, Hugging Face model/data collections, and full experiment logs on W&B.
- Integrated into veRL, SkyRL, and Thinking Machines Lab's Tinker cookbook.
Explore it here:
osp.fyi/search-r1
- Includes two papers, Hugging Face model/data collections, and full experiment logs on W&B.
- Integrated into veRL, SkyRL, and Thinking Machines Lab's Tinker cookbook.
Explore it here:
osp.fyi/search-r1
Search-R1 trains LLMs to reason and call a search engine using RL
Discover Search-R1 on Open Source Projects
osp.fyi
July 31, 2026 at 5:00 AM
- Works with Qwen2.5, Llama3, and multiple search engines (sparse, dense, online).
- Includes two papers, Hugging Face model/data collections, and full experiment logs on W&B.
- Integrated into veRL, SkyRL, and Thinking Machines Lab's Tinker cookbook.
Explore it here:
osp.fyi/search-r1
- Includes two papers, Hugging Face model/data collections, and full experiment logs on W&B.
- Integrated into veRL, SkyRL, and Thinking Machines Lab's Tinker cookbook.
Explore it here:
osp.fyi/search-r1
Anyscale and NovaSky Team Releases SkyRL tx v0.1.0: Bringing Tinker Compatible Reinforcement Learning RL Engine To Local GPU Clusters
How can AI teams run Tinker style reinforcement learning on large language models using their own infrastructure with a single unified engine? Anyscale and NovaSky…
How can AI teams run Tinker style reinforcement learning on large language models using their own infrastructure with a single unified engine? Anyscale and NovaSky…
Anyscale and NovaSky Team Releases SkyRL tx v0.1.0: Bringing Tinker Compatible Reinforcement Learning RL Engine To Local GPU Clusters
How can AI teams run Tinker style reinforcement learning on large language models using their own infrastructure with a single unified engine? Anyscale and NovaSky (UC Berkeley) Team releases SkyRL tx v0.1.0 that gives developers a way to run a Tinker compatible training and inference engine directly on their own hardware, while keeping the same minimal API that Tinker exposes in the managed service.
nexttech-news.com
November 3, 2025 at 11:44 PM
Anyscale and NovaSky Team Releases SkyRL tx v0.1.0: Bringing Tinker Compatible Reinforcement Learning RL Engine To Local GPU Clusters
How can AI teams run Tinker style reinforcement learning on large language models using their own infrastructure with a single unified engine? Anyscale and NovaSky…
How can AI teams run Tinker style reinforcement learning on large language models using their own infrastructure with a single unified engine? Anyscale and NovaSky…
February 15, 2025 at 5:03 PM
SkyRL brings Tinker to your GPUs (2025)
https://novasky-ai.notion.site/skyrl-tinker
[comments] [16 points]
https://novasky-ai.notion.site/skyrl-tinker
[comments] [16 points]
February 18, 2026 at 9:03 PM
SkyRL brings Tinker to your GPUs (2025)
https://novasky-ai.notion.site/skyrl-tinker
[comments] [16 points]
https://novasky-ai.notion.site/skyrl-tinker
[comments] [16 points]
Fully open source (MIT). 52k+ pre-built tasks on Hugging Face. Integrates with Docker, SWE-agent, SkyRL, and Qwen 2.5 Coder. Full dataset, model weights, and API docs on the listing. www.everydev.ai/tools/swe-s...
May 25, 2026 at 1:18 AM
Fully open source (MIT). 52k+ pre-built tasks on Hugging Face. Integrates with Docker, SWE-agent, SkyRL, and Qwen 2.5 Coder. Full dataset, model weights, and API docs on the listing. www.everydev.ai/tools/swe-s...
SkyRL brings Tinker to your GPUs (2025)
L: https://novasky-ai.notion.site/skyrl-tinker
C: https://news.ycombinator.com/item?id=47005945
posted on 2026.02.13 at 13:26:24 (c=0, p=4)
L: https://novasky-ai.notion.site/skyrl-tinker
C: https://news.ycombinator.com/item?id=47005945
posted on 2026.02.13 at 13:26:24 (c=0, p=4)
February 14, 2026 at 9:13 PM
SkyRL brings Tinker to your GPUs (2025)
L: https://novasky-ai.notion.site/skyrl-tinker
C: https://news.ycombinator.com/item?id=47005945
posted on 2026.02.13 at 13:26:24 (c=0, p=4)
L: https://novasky-ai.notion.site/skyrl-tinker
C: https://news.ycombinator.com/item?id=47005945
posted on 2026.02.13 at 13:26:24 (c=0, p=4)