Alibaba's Qwen-UI-Agent combines GUI and CLI actions with large-scale online RL to set mobile-use records and score 79.5% on OSWorld-Verified. #guiagents
A GUI Agent Hits 79.5% on OSWorld by Training on Real-World Device Tasks
hackernoon.com
November 10, 2026 at 10:45 AM
Alibaba's Qwen-UI-Agent combines GUI and CLI actions with large-scale online RL to set mobile-use records and score 79.5% on OSWorld-Verified. #guiagents
A GUI Agent Hits 79.5% on OSWorld by Training on Real-World Device Tasks
Alibaba's Qwen-UI-Agent combines GUI and CLI actions with large-scale online RL to set mobile-use records and score 79.5% on OSWorld-Verified.
#hackernews #news
Alibaba's Qwen-UI-Agent combines GUI and CLI actions with large-scale online RL to set mobile-use records and score 79.5% on OSWorld-Verified.
#hackernews #news
A GUI Agent Hits 79.5% on OSWorld by Training on Real-World Device Tasks
Alibaba's Qwen-UI-Agent combines GUI and CLI actions with large-scale online RL to set mobile-use records and score 79.5% on OSWorld-Verified.
hackernoon.com
November 11, 2026 at 6:43 AM
A GUI Agent Hits 79.5% on OSWorld by Training on Real-World Device Tasks
Alibaba's Qwen-UI-Agent combines GUI and CLI actions with large-scale online RL to set mobile-use records and score 79.5% on OSWorld-Verified.
#hackernews #news
Alibaba's Qwen-UI-Agent combines GUI and CLI actions with large-scale online RL to set mobile-use records and score 79.5% on OSWorld-Verified.
#hackernews #news
This is all you need to know about Claude Fable 5.2 & Mythos 5.2 (tl;dr):
20% price cut ($8/1M in, $40 out) & up to 30% faster than 5.1
49.1% FrontierCode 2.0 & 69.9% FrontierSWE v2 (beats Opus 5.5 & Astra)
79.5% Terminal-Bench Science & 89.3% OSWorld 2.1
20% price cut ($8/1M in, $40 out) & up to 30% faster than 5.1
49.1% FrontierCode 2.0 & 69.9% FrontierSWE v2 (beats Opus 5.5 & Astra)
79.5% Terminal-Bench Science & 89.3% OSWorld 2.1
November 9, 2026 at 8:01 PM
This is all you need to know about Claude Fable 5.2 & Mythos 5.2 (tl;dr):
20% price cut ($8/1M in, $40 out) & up to 30% faster than 5.1
49.1% FrontierCode 2.0 & 69.9% FrontierSWE v2 (beats Opus 5.5 & Astra)
79.5% Terminal-Bench Science & 89.3% OSWorld 2.1
20% price cut ($8/1M in, $40 out) & up to 30% faster than 5.1
49.1% FrontierCode 2.0 & 69.9% FrontierSWE v2 (beats Opus 5.5 & Astra)
79.5% Terminal-Bench Science & 89.3% OSWorld 2.1
📊 Pro results: 93.3% #ScreenSpotPro, 91.0% OSWorld-G, 88.6% #OSWorld-Verified, 73.9% #WebArena-Verified. That beats trillion-parameter Qwen3.8-Max and Kimi-K3 on all four. Mini hits 85.3% on OSWorld-Verified with 3B active parameters
November 5, 2026 at 9:22 PM
📊 Pro results: 93.3% #ScreenSpotPro, 91.0% OSWorld-G, 88.6% #OSWorld-Verified, 73.9% #WebArena-Verified. That beats trillion-parameter Qwen3.8-Max and Kimi-K3 on all four. Mini hits 85.3% on OSWorld-Verified with 3B active parameters
AI agent leaderboards don’t equal production reliability: SWE-Bench tests unit-test-passing code fixes, GAIA focuses multi-tool reasoning, WebArena/OSWorld cover browser/desktop navigation. Costs, latency, safety, and recovery aren’t consistently scored. 🤖🧪🖥️ #AI #Agents #Benchmarks #DevOps
AI Agent Benchmarks Explained: SWE-Bench, GAIA, WebArena, and More - MachineLearningMastery.com
In this article, you will learn what the major AI agent benchmarks measure, how they differ from traditional model benchmarks, and how to use them as directional signals rather than performance guarantees.
machinelearningmastery.com
November 11, 2026 at 8:39 AM
AI agent leaderboards don’t equal production reliability: SWE-Bench tests unit-test-passing code fixes, GAIA focuses multi-tool reasoning, WebArena/OSWorld cover browser/desktop navigation. Costs, latency, safety, and recovery aren’t consistently scored. 🤖🧪🖥️ #AI #Agents #Benchmarks #DevOps
GPT-6.1 Terra from OpenAI: agent assembles a 3D model in OSWorld 2.1
https://ai-release.org/posts/gpt-6-1-terra-ot-openai-agent-sobiraet-3d-model-v-osworld-2-1-1262c164_en.html
https://ai-release.org/posts/gpt-6-1-terra-ot-openai-agent-sobiraet-3d-model-v-osworld-2-1-1262c164_en.html
GPT-6.1 Terra from OpenAI: agent assembles a 3D model in OSWorld 2.1
The gist in 5 seconds OpenAI announced GPT-6.1 Terra and put OSWorld 2.1 at the center of the announcement — a benchmark for AI agents in desktop applications .
ai-release.org
November 3, 2026 at 12:25 AM
GPT-6.1 Terra from OpenAI: agent assembles a 3D model in OSWorld 2.1
https://ai-release.org/posts/gpt-6-1-terra-ot-openai-agent-sobiraet-3d-model-v-osworld-2-1-1262c164_en.html
https://ai-release.org/posts/gpt-6-1-terra-ot-openai-agent-sobiraet-3d-model-v-osworld-2-1-1262c164_en.html
When an autonomous agent misclicks on step nine of a desktop workflow, throwing away the whole VM wastes the previous eight steps. CUA-Master-27B hit 80.2 on OSWorld Verified by using incremental snapshots to turn rollbacks into a branching search.
Why 80% on OSWorld Required VM Snapshot Rollbacks
Computer-use agents fail when corrupted OS state poisons training rollouts. CUA-Master hit 80.2 on OSWorld Verified by turning VM rollbacks into a branching search.
reidmarlow.com
November 3, 2026 at 4:32 PM
When an autonomous agent misclicks on step nine of a desktop workflow, throwing away the whole VM wastes the previous eight steps. CUA-Master-27B hit 80.2 on OSWorld Verified by using incremental snapshots to turn rollbacks into a branching search.
New open-weight models just landed for computer use: NorKa (Nov 6) scores 88 on OSWorld Verified — automating real desktop tasks.
The 9B Nano runs on modest local hardware, weights free on Hugging Face.
Open models keep taking over jobs paid APIs used to own. #AI
The 9B Nano runs on modest local hardware, weights free on Hugging Face.
Open models keep taking over jobs paid APIs used to own. #AI
November 8, 2026 at 4:56 PM
New open-weight models just landed for computer use: NorKa (Nov 6) scores 88 on OSWorld Verified — automating real desktop tasks.
The 9B Nano runs on modest local hardware, weights free on Hugging Face.
Open models keep taking over jobs paid APIs used to own. #AI
The 9B Nano runs on modest local hardware, weights free on Hugging Face.
Open models keep taking over jobs paid APIs used to own. #AI
The surprising yet boring reason your job’s still safe from AI, for now
Here is a statistic the AI labs would love you to focus on. On a benchmark called OSWorld, which drops an AI agent into a real computer desktop and asks it to get things done, success rates leapt from around 12 percent to…
Here is a statistic the AI labs would love you to focus on. On a benchmark called OSWorld, which drops an AI agent into a real computer desktop and asks it to get things done, success rates leapt from around 12 percent to…
The surprising yet boring reason your job’s still safe from AI, for now
Here is a statistic the AI labs would love you to focus on. On a benchmark called OSWorld, which drops an AI agent into a real computer desktop and asks it to get things done, success rates leapt from around 12 percent to roughly 66 percent over the past year, according to Stanford's 2026 AI Index. More than a fivefold jump in an agent's ability to operate a computer the way you do.
toptoolstack.com
November 11, 2026 at 8:55 AM
The surprising yet boring reason your job’s still safe from AI, for now
Here is a statistic the AI labs would love you to focus on. On a benchmark called OSWorld, which drops an AI agent into a real computer desktop and asks it to get things done, success rates leapt from around 12 percent to…
Here is a statistic the AI labs would love you to focus on. On a benchmark called OSWorld, which drops an AI agent into a real computer desktop and asks it to get things done, success rates leapt from around 12 percent to…
⚠️ Limits remain: on OSWorld 2.0 Pro reaches 30.6% full completion vs 41.7% for Claude Fable 5.1, and cross-site WebArena tasks drop to 35.4% vs 76.3% single-site
November 5, 2026 at 9:22 PM
⚠️ Limits remain: on OSWorld 2.0 Pro reaches 30.6% full completion vs 41.7% for Claude Fable 5.1, and cross-site WebArena tasks drop to 35.4% vs 76.3% single-site
Tencent Hy4 Beat GPT in OSWorld and Learned to Control a Computer
https://ai-release.org/posts/tencent-hy4-oboshla-gpt-v-osworld-i-nauchilas-upravlyat-kompyuterom-49511829_en.html
https://ai-release.org/posts/tencent-hy4-oboshla-gpt-v-osworld-i-nauchilas-upravlyat-kompyuterom-49511829_en.html
Tencent Hy4 Beat GPT in OSWorld and Learned to Control a Computer
The 5-Second Rundown Tencent has released Hy4 — the first model in the Hy lineup with visual input and computer control. It works two ways: terminal commands an
ai-release.org
November 4, 2026 at 6:27 PM
Tencent Hy4 Beat GPT in OSWorld and Learned to Control a Computer
https://ai-release.org/posts/tencent-hy4-oboshla-gpt-v-osworld-i-nauchilas-upravlyat-kompyuterom-49511829_en.html
https://ai-release.org/posts/tencent-hy4-oboshla-gpt-v-osworld-i-nauchilas-upravlyat-kompyuterom-49511829_en.html
→ AutomationBench-AA: 37.8 vs Haiku 13.9 and Luna 20.2
→ Terminal-Bench 4.0: 40.9 vs 39.2 and 16.4
→ OSWorld 2.1, binary: 33.8 vs 27.8 and 17.0
→ FrontierCode 2.0-AA is the loss: Haiku 34.9, Ember 27.2, Luna 25.2
research.meta.ai/blog/muse-e...
→ Terminal-Bench 4.0: 40.9 vs 39.2 and 16.4
→ OSWorld 2.1, binary: 33.8 vs 27.8 and 17.0
→ FrontierCode 2.0-AA is the loss: Haiku 34.9, Ember 27.2, Luna 25.2
research.meta.ai/blog/muse-e...
Introducing Our Smallest, Most Efficient Model: Muse Ember
Muse Ember is our smallest and most efficient model, designed for complex reasoning execution and the work agents repeat all day.
research.meta.ai
November 9, 2026 at 7:19 PM
→ AutomationBench-AA: 37.8 vs Haiku 13.9 and Luna 20.2
→ Terminal-Bench 4.0: 40.9 vs 39.2 and 16.4
→ OSWorld 2.1, binary: 33.8 vs 27.8 and 17.0
→ FrontierCode 2.0-AA is the loss: Haiku 34.9, Ember 27.2, Luna 25.2
research.meta.ai/blog/muse-e...
→ Terminal-Bench 4.0: 40.9 vs 39.2 and 16.4
→ OSWorld 2.1, binary: 33.8 vs 27.8 and 17.0
→ FrontierCode 2.0-AA is the loss: Haiku 34.9, Ember 27.2, Luna 25.2
research.meta.ai/blog/muse-e...
CUA-Master hit 80.2 on OSWorld Verified with a 27B model by treating desktop runs like database transactions. It takes lightweight VM snapshots at stable points, isolates the divergence step on failure, and rolls back to that exact checkpoint.
November 4, 2026 at 2:37 PM
CUA-Master hit 80.2 on OSWorld Verified with a 27B model by treating desktop runs like database transactions. It takes lightweight VM snapshots at stable points, isolates the divergence step on failure, and rolls back to that exact checkpoint.
Tencent, Bilgisayar Arayüzlerini Doğrudan Yönetebilen Yapay Zekâ Modeli Hy4'ü Tanıttı Tencent, bilgisayar arayüzlerini ve komut satırını doğrudan kontrol edebilen büyük dil modeli Hy4'ü tanıttı. OSWorld 2.1 testinde 78,9 puan alan model; CAD, Blender ve oyun motorlarıyla çalışabiliyor.
Tencent, Bilgisayar Arayüzlerini Doğrudan Yönetebilen Yapay Zekâ Modeli Hy4'ü Tanıttı
Tencent, bilgisayar arayüzlerini ve komut satırını doğrudan kontrol edebilen büyük dil modeli Hy4'ü tanıttı. OSWorld 2.1 testinde 78,9 puan alan model; CAD, Blender ve oyun motorlarıyla çalışabiliyor.
www.meedye.com
November 5, 2026 at 8:31 AM
Tencent, Bilgisayar Arayüzlerini Doğrudan Yönetebilen Yapay Zekâ Modeli Hy4'ü Tanıttı Tencent, bilgisayar arayüzlerini ve komut satırını doğrudan kontrol edebilen büyük dil modeli Hy4'ü tanıttı. OSWorld 2.1 testinde 78,9 puan alan model; CAD, Blender ve oyun motorlarıyla çalışabiliyor.
Long-horizon AI agents cannot treat execution as an uninterrupted line. Managing state boundaries and branching from clean checkpoints beats rebooting the world every time. Full breakdown of the architecture and benchmark numbers below.
Why 80% on OSWorld Required VM Snapshot Rollbacks
Computer-use agents fail when corrupted OS state poisons training rollouts. CUA-Master hit 80.2 on OSWorld Verified by turning VM rollbacks into a branching search.
reidmarlow.com
November 4, 2026 at 2:37 PM
Long-horizon AI agents cannot treat execution as an uninterrupted line. Managing state boundaries and branching from clean checkpoints beats rebooting the world every time. Full breakdown of the architecture and benchmark numbers below.
where it lands: #43 of 144 on the handy ai weigh-in (56.0 points). best spots are #3 on agents' last exam and #3 on osworld 2, #5 on automationbench
November 4, 2026 at 7:00 AM
where it lands: #43 of 144 on the handy ai weigh-in (56.0 points). best spots are #3 on agents' last exam and #3 on osworld 2, #5 on automationbench
Microsoft open-sourced Mage-VL-Cowork, a 4B computer-use model 🖥️ One policy both clicks through apps and runs terminal code, hitting 66.0% on OSWorld-Verified in the team's own tests. Apache 2.0.
huggingface.co/microsoft/Ma...
#OpenSource #AIAgents
huggingface.co/microsoft/Ma...
#OpenSource #AIAgents
October 31, 2026 at 9:28 PM
Microsoft open-sourced Mage-VL-Cowork, a 4B computer-use model 🖥️ One policy both clicks through apps and runs terminal code, hitting 66.0% on OSWorld-Verified in the team's own tests. Apache 2.0.
huggingface.co/microsoft/Ma...
#OpenSource #AIAgents
huggingface.co/microsoft/Ma...
#OpenSource #AIAgents
Microsoft's Mage-VL-Cowork, a 4B hybrid computer-use policy built from a Mage-VL checkpoint, reaches 66.0% on OSWorld-Verified under a 50-step budget, the best among 4B models.
https://agxsearch.ai/t/6wzrqv
https://agxsearch.ai/t/6wzrqv
November 1, 2026 at 2:57 AM
Microsoft's Mage-VL-Cowork, a 4B hybrid computer-use policy built from a Mage-VL checkpoint, reaches 66.0% on OSWorld-Verified under a 50-step budget, the best among 4B models.
https://agxsearch.ai/t/6wzrqv
https://agxsearch.ai/t/6wzrqv
에이전트의 손발은 함수 호출·MCP·화면 조작 셋뿐이다…도구는 20개 아래로, 화면 조작은 최고 모델도 1.6시간짜리 과제 5건 중 1건만 끝낸다
https://now.zeta4.net/a/2026-10-31-building-ai-agents-function-calling-mcp-computer-use
https://now.zeta4.net/a/2026-10-31-building-ai-agents-function-calling-mcp-computer-use
에이전트의 손발은 함수 호출·MCP·화면 조작 셋뿐이다…도구는 20개 아래로, 화면 조작은 최고 모델도 1.6시간짜리 과제 5건 중 1건만 끝낸다
AI 에이전트를 만드는 7회 연재의 세 번째 편. 모델에 손발을 다는 길은 함수 호출, MCP, 화면 조작 세 가지다. OpenAI와 Anthropic의 공식 문서가 말하는 도구 수의 한계, 7월에 상태 없는 구조로 바뀐 MCP 사양, OSWorld 2.0과 Agents' Last Exam이 보여 주는 화면 조작의 현재 성공률을 바탕으로 언제 무엇을 쓸지 판단 기준을 정리한다.
now.zeta4.net
November 3, 2026 at 1:11 PM
에이전트의 손발은 함수 호출·MCP·화면 조작 셋뿐이다…도구는 20개 아래로, 화면 조작은 최고 모델도 1.6시간짜리 과제 5건 중 1건만 끝낸다
https://now.zeta4.net/a/2026-10-31-building-ai-agents-function-calling-mcp-computer-use
https://now.zeta4.net/a/2026-10-31-building-ai-agents-function-calling-mcp-computer-use
Microsoft's Mage-VL-Cowork: a 4B model scoring 66.0% on OSWorld-Verified, with 13.0% fewer model calls and 25.4% fewer output tokens after online RL (u/pmttyji, r/LocalLLaMA).
A 4B model that can drive a desktop is small enough to run locally instead of paying per API call.
A 4B model that can drive a desktop is small enough to run locally instead of paying per API call.
https://www.reddit.com/r/LocalLLaMA/comments/1xk6blw/microsoftmagevlcowork_hugging_face/
www.reddit.com
November 1, 2026 at 1:07 PM
Microsoft's Mage-VL-Cowork: a 4B model scoring 66.0% on OSWorld-Verified, with 13.0% fewer model calls and 25.4% fewer output tokens after online RL (u/pmttyji, r/LocalLLaMA).
A 4B model that can drive a desktop is small enough to run locally instead of paying per API call.
A 4B model that can drive a desktop is small enough to run locally instead of paying per API call.
🦀 Mage-VL-Cowork : un modèle vision-langage de 4B pour piloter un ordinateur
Microsoft met en ligne sur Hugging Face Mage-VL-Cowork, un modèle vision-langage de 4B paramètres voué à l'usage hybride d'un ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure…
#IA #OpenClaw
Microsoft met en ligne sur Hugging Face Mage-VL-Cowork, un modèle vision-langage de 4B paramètres voué à l'usage hybride d'un ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure…
#IA #OpenClaw
Mage-VL-Cowork : un modèle vision-langage de 4B pour piloter un ordinateur
Microsoft met en ligne sur Hugging Face Mage-VL-Cowork, un modèle vision-langage de 4B paramètres voué à l'usage hybride d'un ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure performan
communaute-ia.fr
October 31, 2026 at 12:31 PM
🦀 Mage-VL-Cowork : un modèle vision-langage de 4B pour piloter un ordinateur
Microsoft met en ligne sur Hugging Face Mage-VL-Cowork, un modèle vision-langage de 4B paramètres voué à l'usage hybride d'un ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure…
#IA #OpenClaw
Microsoft met en ligne sur Hugging Face Mage-VL-Cowork, un modèle vision-langage de 4B paramètres voué à l'usage hybride d'un ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure…
#IA #OpenClaw
🦀 Mage-VL-Cowork : un modèle vision-langage de 4B pour piloter un ordinateur
Microsoft publie Mage-VL-Cowork, un modèle vision-langage de 4B paramètres pour l'usage hybride de l'ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure performance à cette échelle,…
#IA #OpenClaw
Microsoft publie Mage-VL-Cowork, un modèle vision-langage de 4B paramètres pour l'usage hybride de l'ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure performance à cette échelle,…
#IA #OpenClaw
Mage-VL-Cowork : un modèle vision-langage de 4B pour piloter un ordinateur
Microsoft publie Mage-VL-Cowork, un modèle vision-langage de 4B paramètres pour l'usage hybride de l'ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure performance à cette échelle, avec
communaute-ia.fr
October 31, 2026 at 11:49 AM
🦀 Mage-VL-Cowork : un modèle vision-langage de 4B pour piloter un ordinateur
Microsoft publie Mage-VL-Cowork, un modèle vision-langage de 4B paramètres pour l'usage hybride de l'ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure performance à cette échelle,…
#IA #OpenClaw
Microsoft publie Mage-VL-Cowork, un modèle vision-langage de 4B paramètres pour l'usage hybride de l'ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure performance à cette échelle,…
#IA #OpenClaw
🦀 Mage-VL-Cowork : un modèle de 4B pour piloter un PC, Claude Code compromis
Microsoft met en ligne Mage-VL-Cowork, un modèle vision-langage de 4B paramètres taillé pour piloter un ordinateur, avec 66,0 % sur OSWorld-Verified. La même semaine, l'extension Claude Code…
#IA #OpenClaw
Microsoft met en ligne Mage-VL-Cowork, un modèle vision-langage de 4B paramètres taillé pour piloter un ordinateur, avec 66,0 % sur OSWorld-Verified. La même semaine, l'extension Claude Code…
#IA #OpenClaw
Mage-VL-Cowork : un modèle de 4B pour piloter un PC, Claude Code compromis
Microsoft met en ligne Mage-VL-Cowork, un modèle vision-langage de 4B paramètres taillé pour piloter un ordinateur, avec 66,0 % sur OSWorld-Verified. La même semaine, l'extension Claude Code distribué
communaute-ia.fr
October 31, 2026 at 11:49 AM
🦀 Mage-VL-Cowork : un modèle de 4B pour piloter un PC, Claude Code compromis
Microsoft met en ligne Mage-VL-Cowork, un modèle vision-langage de 4B paramètres taillé pour piloter un ordinateur, avec 66,0 % sur OSWorld-Verified. La même semaine, l'extension Claude Code…
#IA #OpenClaw
Microsoft met en ligne Mage-VL-Cowork, un modèle vision-langage de 4B paramètres taillé pour piloter un ordinateur, avec 66,0 % sur OSWorld-Verified. La même semaine, l'extension Claude Code…
#IA #OpenClaw
🦀 Mage-VL-Cowork : un modèle vision-langage de 4B pour piloter un ordinateur
Microsoft publie Mage-VL-Cowork, un modèle vision-langage de 4B paramètres pour l'usage hybride de l'ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure performance à cette échelle,…
#IA #OpenClaw
Microsoft publie Mage-VL-Cowork, un modèle vision-langage de 4B paramètres pour l'usage hybride de l'ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure performance à cette échelle,…
#IA #OpenClaw
Mage-VL-Cowork : un modèle vision-langage de 4B pour piloter un ordinateur
Microsoft publie Mage-VL-Cowork, un modèle vision-langage de 4B paramètres pour l'usage hybride de l'ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure performance à cette échelle, avec
communaute-ia.fr
October 31, 2026 at 11:49 AM
🦀 Mage-VL-Cowork : un modèle vision-langage de 4B pour piloter un ordinateur
Microsoft publie Mage-VL-Cowork, un modèle vision-langage de 4B paramètres pour l'usage hybride de l'ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure performance à cette échelle,…
#IA #OpenClaw
Microsoft publie Mage-VL-Cowork, un modèle vision-langage de 4B paramètres pour l'usage hybride de l'ordinateur. Il atteint 66,0 % sur OSWorld-Verified, la meilleure performance à cette échelle,…
#IA #OpenClaw