Agent TARS lets AI see and control your desktop
Agent TARS lets AI see and control your desktop
Agent TARS is an open source multimodal AI agent stack that sees your screen and interacts with your desktop. It ships two projects, Agent TARS and UI TARS desktop, for anyone exploring AI computer use.
bytedance/UI-TARS-desktop
#AI #Opensource #AgentTARS #MultimodalAI
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[ar] Agent TARS يتيح للذكاء الاصطناعي رؤية والتحكم في سطح مكتبك
يُمكّن Agent TARS الذكاء الاصطناعي من رؤية سطح مكتبك والتحكم به.
Agent TARS عبارة عن حزمة برمجية مفتوحة المصدر ومتعددة الوسائط تعتمد على الذكاء الاصطناعي، حيث ترى شاشتك وتتفاعل مع سطح مكتبك. تتضمن الحزمة مشروعين: Agent TARS وUI TARS desktop، لكل من يرغب في استكشاف استخدام الذكاء الاصطناعي في الحواسيب.
bytedance/UI-TARS-desktop
#الذكاء_الاصطناعي #مفتوح_المصدر #AgentTARS #الذكاء_الاصطناعي_متعدد_الوسائط
تابعنا للحصول على تحديثات يومية مفتوحة المصدر 👇
[bn] Agent TARS-এর মাধ্যমে AI এখন আপনার ডেস্কটপ দেখতে এবং নিয়ন্ত্রণ করতে পারবে
এজেন্ট টার্স এআই-কে আপনার ডেস্কটপ দেখতে ও নিয়ন্ত্রণ করতে দেয়
এজেন্ট টার্স একটি ওপেন সোর্স মাল্টিমোডাল এআই এজেন্ট স্ট্যাক যা আপনার স্ক্রিন দেখতে পায় এবং আপনার ডেস্কটপের সাথে ইন্টারঅ্যাক্ট করে। যারা এআই কম্পিউটার ব্যবহার নিয়ে কাজ করতে আগ্রহী, তাদের জন্য এটি এজেন্ট টার্স এবং ইউআই টার্স ডেস্কটপ—এই দুটি প্রজেক্ট সরবরাহ করে।
bytedance/UI-TARS-desktop
#এআই #ওপেনসোর্স #এজেন্টটার্স #মাল্টিমোডালএআই
প্রতিদিন নতুন ওপেন সোর্স পেতে ফলো করুন 👇
[de-DE] Agent TARS lässt die KI deinen Desktop sehen und steuern
Agent TARS ermöglicht es KI, Ihren Desktop zu sehen und zu steuern.
Agent TARS ist ein Open-Source-Stack für multimodale KI-Agenten, der Ihren Bildschirm erkennt und mit Ihrem Desktop interagiert. Er umfasst zwei Projekte: Agent TARS und UI TARS Desktop. Diese eignen sich für alle, die sich mit der Nutzung von KI am Computer beschäftigen.
bytedance/UI-TARS-desktop
#KI #OpenSource #AgentTARS #MultimodaleKI
Folgen Sie uns für tägliche Open-Source-Neuheiten 👇
[es-US] Agent TARS permite que la IA vea y controle tu escritorio
Agent TARS permite que la IA vea y controle tu escritorio.
Agent TARS es una plataforma de IA multimodal de código abierto que ve tu pantalla e interactúa con tu escritorio. Incluye dos proyectos: Agent TARS y UI TARS Desktop, para quienes exploran el uso de la IA en la computadora.
bytedance/UI-TARS-desktop
#IA #CódigoAbierto #AgentTARS #IAMultimodal
Síguenos para recibir novedades diarias de código abierto 👇
[fr-FR] Agent TARS permet à l'IA de voir et de contrôler votre bureau
Agent TARS permet à l'IA de voir et de contrôler votre bureau.
Agent TARS est une suite logicielle d'IA multimodale open source qui analyse votre écran et interagit avec votre bureau. Elle comprend deux projets : Agent TARS et UI TARS Desktop, destinés à tous ceux qui explorent l'utilisation de l'IA sur ordinateur.
bytedance/UI-TARS-desktop
#IA #OpenSource #AgentTARS #IAMultimodale
Suivez-nous pour découvrir chaque jour de nouveaux projets open source 👇
[hi] Agent TARS की मदद से AI आपके डेस्कटॉप को देख और नियंत्रित कर सकता है
एजेंट TARS की मदद से AI आपके डेस्कटॉप को देख और नियंत्रित कर सकता है।
एजेंट TARS एक ओपन सोर्स मल्टीमॉडल AI एजेंट स्टैक है जो आपकी स्क्रीन को देखता है और आपके डेस्कटॉप के साथ इंटरैक्ट करता है। यह AI कंप्यूटर के उपयोग को समझने के इच्छुक लोगों के लिए दो प्रोजेक्ट, एजेंट TARS और UI TARS डेस्कटॉप, उपलब्ध कराता है।
bytedance/UI-TARS-desktop
#AI #ओपनसोर्स #एजेंटTARS #मल्टीमॉडलAI
रोजाना ओपन सोर्स अपडेट के लिए फॉलो करें 👇
[id] Agent TARS membuat AI bisa melihat dan mengendalikan desktop Anda
Agent TARS memungkinkan AI untuk melihat dan mengontrol desktop Anda
Agent TARS adalah tumpukan agen AI multimodal sumber terbuka yang melihat layar Anda dan berinteraksi dengan desktop Anda. Ia menyediakan dua proyek, Agent TARS dan UI TARS desktop, untuk siapa pun yang ingin menjelajahi penggunaan komputer berbasis AI.
bytedance/UI-TARS-desktop
#AI #Opensource #AgentTARS #MultimodalAI
Ikuti untuk rilis sumber terbuka harian 👇
[it] Agent TARS permette all'IA di vedere e controllare il tuo desktop
Agent TARS permette all'IA di vedere e controllare il tuo desktop
Agent TARS è uno stack di agenti IA multimodali open source che vede il tuo schermo e interagisce con il tuo desktop. Include due progetti, Agent TARS e UI TARS desktop, per chiunque voglia esplorare l'utilizzo dell'IA nei computer.
bytedance/UI-TARS-desktop
#IA #Opensource #AgentTARS #IAMultimodale
Seguici per aggiornamenti quotidiani sui progetti open source 👇
[iw] Agent TARS מאפשר ל-AI לראות ולשלוט בשולחן העבודה שלך
Agent TARS מאפשר לבינה מלאכותית לראות ולשלוט בשולחן העבודה שלכם
Agent TARS הוא חבילת סוכני בינה מלאכותית רב-מודאלית בקוד פתוח שרואה את המסך שלכם ומקיים אינטראקציה עם שולחן העבודה שלכם. הוא מציע שני פרויקטים, Agent TARS ו-UI TARS לשולחן העבודה, לכל מי שחוקר את השימוש במחשבים מבוססי בינה מלאכותית.
bytedance/UI-TARS-desktop
#AI #OpenSource #AgentTARS #MultimodalAI
עקבו אחר פרסומים יומיים של קוד פתוח 👇
[ja] Agent TARS：PC画面を認識し操作するAIエージェント
Agent TARSは、AIがデスクトップを認識し、制御することを可能にします。
Agent TARSは、画面を認識し、デスクトップと対話するオープンソースのマルチモーダルAIエージェントスタックです。AIを活用したコンピュータ利用を探求するすべての人向けに、Agent TARSとUI TARSデスクトップという2つのプロジェクトを提供しています。
bytedance/UI-TARS-desktop
#AI #オープンソース #AgentTARS #マルチモーダルAI
毎日更新されるオープンソース情報をお見逃しなく👇
[ko] 내 데스크톱을 보고 제어하는 AI, Agent TARS
Agent TARS는 AI가 사용자의 데스크톱을 인식하고 제어할 수 있도록 해주는 오픈 소스 멀티모달 AI 에이전트 스택입니다.
Agent TARS는 사용자의 화면을 인식하고 데스크톱과 상호 작용하는 오픈 소스 멀티모달 AI 에이전트 스택입니다. AI 컴퓨터 활용에 관심 있는 모든 사용자를 위해 Agent TARS와 UI TARS 데스크톱 두 가지 프로젝트를 제공합니다.
bytedance/UI-TARS-desktop
#AI #오픈소스 #AgentTARS #멀티모달AI
매일 새로운 오픈 소스 소식을 받으려면 팔로우하세요 👇
[ml] Agent TARS ഉപയോഗിച്ച് AI-ക്ക് നിങ്ങളുടെ ഡെസ്ക്ടോപ്പ് കാണാനും നിയന്ത്രിക്കാനും സാധിക്കും
ഏജന്റ് TARS നിങ്ങളുടെ ഡെസ്ക്ടോപ്പ് കാണാനും നിയന്ത്രിക്കാനും AI-യെ അനുവദിക്കുന്നു
ഏജന്റ് TARS എന്നത് നിങ്ങളുടെ സ്ക്രീൻ കാണുകയും നിങ്ങളുടെ ഡെസ്ക്ടോപ്പുമായി സംവദിക്കുകയും ചെയ്യുന്ന ഒരു ഓപ്പൺ സോഴ്സ് മൾട്ടിമോഡൽ AI ഏജന്റ് സ്റ്റാക്കാണ്. AI കമ്പ്യൂട്ടർ ഉപയോഗം പര്യവേക്ഷണം ചെയ്യുന്ന ഏതൊരാൾക്കും ഏജന്റ് TARS, UI TARS ഡെസ്ക്ടോപ്പ് എന്നീ രണ്ട് പ്രോജക്ടുകൾ ഇത് അയയ്ക്കുന്നു.
bytedance/UI-TARS-desktop
#AI #Opensource #AgentTARS #MultimodalAI
ദിവസേനയുള്ള ഓപ്പൺ സോഴ്സ് ഡ്രോപ്പുകൾക്കായി പിന്തുടരുക 👇
[nl-NL] Agent TARS laat AI je desktop zien en besturen
Agent TARS laat AI je bureaublad zien en besturen
Agent TARS is een open source multimodale AI-agentstack die je scherm ziet en met je bureaublad interacteert. Het bevat twee projecten, Agent TARS en UI TARS desktop, voor iedereen die AI-toepassingen op computers wil onderzoeken.
bytedance/UI-TARS-desktop
#AI #Opensource #AgentTARS #MultimodalAI
Volg voor dagelijkse open source-updates 👇
[pa] Agent TARS AI ਨੂੰ ਤੁਹਾਡੇ ਡੈਸਕਟੌਪ ਨੂੰ ਦੇਖਣ ਅਤੇ ਕੰਟਰੋਲ ਕਰਨ ਦਿੰਦਾ ਹੈ
ਏਜੰਟ TARS AI ਨੂੰ ਤੁਹਾਡੇ ਡੈਸਕਟਾਪ ਨੂੰ ਦੇਖਣ ਅਤੇ ਕੰਟਰੋਲ ਕਰਨ ਦਿੰਦਾ ਹੈ
ਏਜੰਟ TARS ਇੱਕ ਓਪਨ ਸੋਰਸ ਮਲਟੀਮੋਡਲ AI ਏਜੰਟ ਸਟੈਕ ਹੈ ਜੋ ਤੁਹਾਡੀ ਸਕ੍ਰੀਨ ਨੂੰ ਦੇਖਦਾ ਹੈ ਅਤੇ ਤੁਹਾਡੇ ਡੈਸਕਟਾਪ ਨਾਲ ਇੰਟਰੈਕਟ ਕਰਦਾ ਹੈ। ਇਹ AI ਕੰਪਿਊਟਰ ਵਰਤੋਂ ਦੀ ਪੜਚੋਲ ਕਰਨ ਵਾਲੇ ਕਿਸੇ ਵੀ ਵਿਅਕਤੀ ਲਈ ਦੋ ਪ੍ਰੋਜੈਕਟ, ਏਜੰਟ TARS ਅਤੇ UI TARS ਡੈਸਕਟਾਪ ਭੇਜਦਾ ਹੈ।
bytedance/UI-TARS-desktop
#AI #Opensource #AgentTARS #MultimodalAI
ਰੋਜ਼ਾਨਾ ਓਪਨ ਸੋਰਸ ਡ੍ਰੌਪਸ ਲਈ ਫਾਲੋ ਕਰੋ 👇
[pl] Agent TARS pozwala AI widzieć i obsługiwać Twój pulpit
Agent TARS pozwala sztucznej inteligencji widzieć i kontrolować Twój pulpit
Agent TARS to multimodalny pakiet agentów AI o otwartym kodzie źródłowym, który widzi Twój ekran i wchodzi w interakcję z Twoim pulpitem. Zawiera dwa projekty: Agent TARS i UI TARS desktop, przeznaczone dla każdego, kto interesuje się wykorzystaniem sztucznej inteligencji na komputerze.
bytedance/UI-TARS-desktop
#AI #Opensource #AgentTARS #MultimodalAI
Obserwuj, aby otrzymywać codzienne informacje o nowych materiałach open source 👇
[pt-BR] Agent TARS permite que a IA veja e controle sua área de trabalho
O Agent TARS permite que a IA veja e controle sua área de trabalho.
O Agent TARS é um conjunto de agentes de IA multimodal de código aberto que vê sua tela e interage com sua área de trabalho. Ele inclui dois projetos, o Agent TARS e o UI TARS desktop, para qualquer pessoa que explore o uso de IA em computadores.
bytedance/UI-TARS-desktop
#IA #CódigoAberto #AgentTARS #IAMultimodal
Siga para receber novidades diárias sobre código aberto 👇
[ru] Agent TARS позволяет ИИ видеть ваш рабочий стол и управлять им
Agent TARS позволяет ИИ видеть и управлять вашим рабочим столом
Agent TARS — это открытый многофункциональный стек агентов ИИ, который видит ваш экран и взаимодействует с вашим рабочим столом. Он включает в себя два проекта: Agent TARS и UI TARS desktop, для всех, кто изучает использование ИИ в компьютерах.
bytedance/UI-TARS-desktop
#AI #Opensource #AgentTARS #MultimodalAI
Подписывайтесь на ежедневные обновления открытого исходного кода 👇
[ta] உங்கள் கணினியைப் பார்க்கவும் கட்டுப்படுத்தவும் உதவும் Agent TARS AI
ஏஜென்ட் டார்ஸ் உங்கள் டெஸ்க்டாப்பைப் பார்க்கவும் கட்டுப்படுத்தவும் செயற்கை நுண்ணறிவை (AI) அனுமதிக்கிறது
ஏஜென்ட் டார்ஸ் என்பது ஒரு திறந்த மூல பன்முக செயற்கை நுண்ணறிவு முகவர் தொகுப்பாகும். இது உங்கள் திரையைப் பார்த்து, உங்கள் டெஸ்க்டாப்புடன் ஊடாடுகிறது. செயற்கை நுண்ணறிவு கணினிப் பயன்பாட்டை ஆராயும் எவருக்காகவும், இது ஏஜென்ட் டார்ஸ் மற்றும் UI டார்ஸ் டெஸ்க்டாப் ஆகிய இரண்டு திட்டங்களை வழங்குகிறது.
bytedance/UI-TARS-desktop
#AI #Opensource #AgentTARS #MultimodalAI
தினசரி திறந்த மூல வெளியீடுகளுக்குப் பின்தொடரவும் 👇
[te] Agent TARSతో మీ డెస్క్టాప్ను చూసి నియంత్రించగల AI
ఏజెంట్ TARS, AI మీ డెస్క్టాప్ను చూడటానికి మరియు నియంత్రించడానికి అనుమతిస్తుంది
ఏజెంట్ TARS అనేది ఒక ఓపెన్ సోర్స్ మల్టీమోడల్ AI ఏజెంట్ స్టాక్, ఇది మీ స్క్రీన్ను చూస్తుంది మరియు మీ డెస్క్టాప్తో ఇంటరాక్ట్ అవుతుంది. AI కంప్యూటర్ వినియోగాన్ని అన్వేషించే వారి కోసం ఇది ఏజెంట్ TARS మరియు UI TARS డెస్క్టాప్ అనే రెండు ప్రాజెక్ట్లను అందిస్తుంది.
bytedance/UI-TARS-desktop
#AI #Opensource #AgentTARS #MultimodalAI
రోజువారీ ఓపెన్ సోర్స్ అప్డేట్ల కోసం ఫాలో అవ్వండి 👇
[uk] Agent TARS дозволяє ШІ бачити ваш робочий стіл та керувати ним
Agent TARS дозволяє ШІ бачити та керувати вашим робочим столом
Agent TARS — це стек агентів ШІ з відкритим кодом, який бачить ваш екран та взаємодіє з ним. Він постачається з двома проектами: Agent TARS та UI TARS desktop, для тих, хто досліджує використання ШІ на комп’ютері.
bytandance/UI-TARS-desktop
#ШІ #ВідкритийКод #AgentTARS #МультимодальнийШІ
Підпишіться на щоденні оновлення з відкритим кодом 👇
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nanoMuse Is a System, Not a Model: Building a Personal Agent Across Your Devices
Persistent Agents Are a Systems Problem
A persistent personal agent must retain context, operate across devices, reach applications, continue working when its interface is closed, and remain accountable for consequential actions.
That is the context for nanoMuse’s October 6, 2026 paper, written by Guangyi Liu, Yong Liu, and Jiangning Zhang. nanoMuse is presented not as another language model, but as an end-to-end software system in which the model is replaceable.
Unlike model-centered projects such as Meta Muse Glimmer-30B, nanoMuse supplies surrounding machinery: persistent identity, execution environments, routing, memory, interfaces, schedules, and approval boundaries.
The complete implementation is published in the official nanoMuse repository.
Architecture: One Account, Multiple Agents
nanoMuse describes one personal agent from the user’s perspective, but each device runs its own agent runtime. After sign-in, those runtimes meet through a relay and share a conversation.
That design avoids treating every phone or computer as a thin terminal for one remote virtual machine. A task can be entered on a phone and executed on a computer. Prefixing a message with a target such as @Mac routes it to that device, while approval requests can return to the device currently in the user’s hand.
The relay carries conversation text and coordinates devices, while files and screenshots remain where they were created. It can use the project’s community infrastructure or a user-controlled server.
This boundary is not an automatic privacy guarantee. Self-hosting controls message routing, but an externally hosted model provider may still receive model requests. Relay location, model location, and device execution are separate decisions.
Device-Local Execution
Phone and Desktop Runtimes
On Android, nanoMuse places an Alpine Linux environment under proot inside the APK, with a shell, browser, MCP support, and skills. The project credits OpenMinis as the foundation for this on-device agent.
On desktop, nanoMuse uses DeepSeek Harness with a Python runtime for screen-operation capabilities. The desktop application targets Windows, macOS, and Linux. The wider project also includes iPhone, iPad, and browser clients, although the repository’s comparison table says screen-based “hands” are not available on iOS.
These runtimes give the system more than a chat interface. The agent can use a Linux shell, browser, MCP servers, and application-specific skills. It can also schedule routines, check goals, and produce a feed while the visible application is closed.
The Relay Is Coordination, Not Execution
The relay joins devices and lets them request work from one another, but execution remains associated with a device runtime or configured server environment.
A disconnected device may be unable to receive a routed task, and a local shell is not remotely reachable without the relay path. Moving coordination to a personal server also does not make every dependency local.
Memory You Can Inspect
nanoMuse stores its identity, user knowledge, and wake schedule in Markdown files. Users can inspect and correct those files directly rather than relying entirely on an opaque memory store.
The paper nevertheless treats stronger memory provenance as roadmap work. Editable Markdown is not a completed system explaining when, why, and from where every remembered statement originated.
The repository contains a working system, but the paper identifies evaluation, provenance, and open screen-operation models as continuing work.
Giving the Agent “Hands”
Many applications do not expose a suitable API. nanoMuse addresses that gap with “hands”: screen-based operation for Android applications and desktop windows.
The desktop implementation builds on UI-TARS-desktop, while other acknowledged projects contribute phone-operation components and traces. Screen interaction lets the agent work through visible interfaces when no dedicated integration is available.
It also introduces uncertainty. Graphical interfaces change, and the project’s paper lists an evaluation suite for the hands as roadmap work. The available material does not establish that screen operation is uniformly reliable across applications or workflows. Developers should treat it as an execution mechanism requiring observation and recovery, not as equivalent to a stable API contract.
Sentinel and Consequential Actions
Every action is described as passing through a Sentinel. The repository says nanoMuse pauses before deleting, sending, or paying, with approvals scoped for one occurrence, the current chat, or always.
Passwords and verification codes remain for the user to type. Logins and CAPTCHAs can be handed back to the user, after which selecting “Done” resumes the task.
This approval model places a human checkpoint before actions the project classifies as difficult to undo. It does not eliminate risk. Broad “always” approvals trade repeated interruptions for a larger standing authorization, while shell access, browser control, and screen operation create a wider potential impact than chat alone.
These are project-described controls, not evidence of independent security verification. Anyone deploying the system should evaluate relay exposure, provider selection, device permissions, approval scope, and the consequences of an agent operating personal interfaces.
What Is Actually Open and Self-Hostable?
The repository says the phone app, desktop app, web console, and relay are included under GPL-3.0-or-later. Users can run their own relay, use their own model-provider keys, or configure a custom runtime for the web application.
That is substantial system-level openness, but it does not mean every possible deployment is fully local. The community relay is a hosted service with a model-use allowance, and many supported model choices are external providers. The model itself is deliberately interchangeable rather than supplied as one mandatory open component.
The paper also places an open model for screen operation, provenance-aware memory, and a hands evaluation suite on the roadmap. Those items should not be reported as finished merely because the surrounding applications and relay are available.
Why Developers Should Care
nanoMuse offers a concrete architecture for a problem often reduced to model selection. Persistent agents also require routing, device identity, local execution, memory formats, approvals, scheduling, and fallbacks for interfaces without APIs.
Developers can inspect where conversation text travels, where files remain, which device executes a task, what users can edit, and when approval is required.
nanoMuse does not settle the reliability or security questions raised by access to personal devices. It provides an open, self-hostable system in which those questions can be examined beyond the model layer.
Mentions
Huge props to @ByteDanceOSS for dropping such a rock-solid multimodal agent architecture. The way it seamlessly bridges cutting-edge AI models with desktop infra for end-to-end workflows is seriously slick. 🚀 🔗 项目地址：bytedance/UI-TARS-desktop
Agent TARS lets AI see and control your desktop Agent TARS lets AI see and control your desktop Agent TARS is an open source multimodal AI agent stack that sees your screen and interacts with your desktop. It ships two projects, Agent TARS and UI TARS desktop, for anyone exploring AI computer use. bytedance/UI-TARS-desktop #AI #Opensource #AgentTARS #MultimodalAI Follow for daily open source drops 👇 [ar] Agent TARS يتيح للذكاء الاصطناعي رؤية والتحكم في سطح مكتبك يُمكّن Agent TARS الذكاء الاصطناعي من رؤية سطح مكتبك والتحكم به. Agent TARS عبارة عن حزمة برمجية مفتوحة المصدر ومتعددة الوسائط تعتمد على الذكاء الاصطناعي، حيث ترى شاشتك وتتفاعل مع سطح مكتبك. تتضمن الحزمة مشروعين: Agent TARS وUI TARS desktop، لكل من يرغب في استكشاف استخدام الذكاء الاصطناعي في الحواسيب. bytedance/UI-TARS-desktop #الذكاء_الاصطناعي #مفتوح_المصدر #AgentTARS #الذكاء_الاصطناعي_متعدد_الوسائط تابعنا للحصول على تحديثات يومية مفتوحة المصدر 👇 [bn] Agent TARS-এর মাধ্যমে AI এখন আপনার ডেস্কটপ দেখতে এবং নিয়ন্ত্রণ করতে পারবে এজেন্ট টার্স এআই-কে আপনার ডেস্কটপ দেখতে ও নিয়ন্ত্রণ করতে দেয় এজেন্ট টার্স একটি ওপেন সোর্স মাল্টিমোডাল এআই এজেন্ট স্ট্যাক যা আপনার স্ক্রিন দেখতে পায় এবং আপনার ডেস্কটপের সাথে ইন্টারঅ্যাক্ট করে। যারা এআই কম্পিউটার ব্যবহার নিয়ে কাজ করতে আগ্রহী, তাদের জন্য এটি এজেন্ট টার্স এবং ইউআই টার্স ডেস্কটপ—এই দুটি প্রজেক্ট সরবরাহ করে। bytedance/UI-TARS-desktop #এআই #ওপেনসোর্স #এজেন্টটার্স #মাল্টিমোডালএআই প্রতিদিন নতুন ওপেন সোর্স পেতে ফলো করুন 👇 [de-DE] Agent TARS lässt die KI deinen Desktop sehen und steuern Agent TARS ermöglicht es KI, Ihren Desktop zu sehen und zu steuern. Agent TARS ist ein Open-Source-Stack für multimodale KI-Agenten, der Ihren Bildschirm erkennt und mit Ihrem Desktop interagiert. Er umfasst zwei Projekte: Agent TARS und UI TARS Desktop. Diese eignen sich für alle, die sich mit der Nutzung von KI am Computer beschäftigen. bytedance/UI-TARS-desktop #KI #OpenSource #AgentTARS #MultimodaleKI Folgen Sie uns für tägliche Open-Source-Neuheiten 👇 [es-US] Agent TARS permite que la IA vea y controle tu escritorio Agent TARS permite que la IA vea y controle tu escritorio. Agent TARS es una plataforma de IA multimodal de código abierto que ve tu pantalla e interactúa con tu escritorio. Incluye dos proyectos: Agent TARS y UI TARS Desktop, para quienes exploran el uso de la IA en la computadora. bytedance/UI-TARS-desktop #IA #CódigoAbierto #AgentTARS #IAMultimodal Síguenos para recibir novedades diarias de código abierto 👇 [fr-FR] Agent TARS permet à l'IA de voir et de contrôler votre bureau Agent TARS permet à l'IA de voir et de contrôler votre bureau. Agent TARS est une suite logicielle d'IA multimodale open source qui analyse votre écran et interagit avec votre bureau. Elle comprend deux projets : Agent TARS et UI TARS Desktop, destinés à tous ceux qui explorent l'utilisation de l'IA sur ordinateur. bytedance/UI-TARS-desktop #IA #OpenSource #AgentTARS #IAMultimodale Suivez-nous pour découvrir chaque jour de nouveaux projets open source 👇 [hi] Agent TARS की मदद से AI आपके डेस्कटॉप को देख और नियंत्रित कर सकता है एजेंट TARS की मदद से AI आपके डेस्कटॉप को देख और नियंत्रित कर सकता है। एजेंट TARS एक ओपन सोर्स मल्टीमॉडल AI एजेंट स्टैक है जो आपकी स्क्रीन को देखता है और आपके डेस्कटॉप के साथ इंटरैक्ट करता है। यह AI कंप्यूटर के उपयोग को समझने के इच्छुक लोगों के लिए दो प्रोजेक्ट, एजेंट TARS और UI TARS डेस्कटॉप, उपलब्ध कराता है। bytedance/UI-TARS-desktop #AI #ओपनसोर्स #एजेंटTARS #मल्टीमॉडलAI रोजाना ओपन सोर्स अपडेट के लिए फॉलो करें 👇 [id] Agent TARS membuat AI bisa melihat dan mengendalikan desktop Anda Agent TARS memungkinkan AI untuk melihat dan mengontrol desktop Anda Agent TARS adalah tumpukan agen AI multimodal sumber terbuka yang melihat layar Anda dan berinteraksi dengan desktop Anda. Ia menyediakan dua proyek, Agent TARS dan UI TARS desktop, untuk siapa pun yang ingin menjelajahi penggunaan komputer berbasis AI. bytedance/UI-TARS-desktop #AI #Opensource #AgentTARS #MultimodalAI Ikuti untuk rilis sumber terbuka harian 👇 [it] Agent TARS permette all'IA di vedere e controllare il tuo desktop Agent TARS permette all'IA di vedere e controllare il tuo desktop Agent TARS è uno stack di agenti IA multimodali open source che vede il tuo schermo e interagisce con il tuo desktop. Include due progetti, Agent TARS e UI TARS desktop, per chiunque voglia esplorare l'utilizzo dell'IA nei computer. bytedance/UI-TARS-desktop #IA #Opensource #AgentTARS #IAMultimodale Seguici per aggiornamenti quotidiani sui progetti open source 👇 [iw] Agent TARS מאפשר ל-AI לראות ולשלוט בשולחן העבודה שלך Agent TARS מאפשר לבינה מלאכותית לראות ולשלוט בשולחן העבודה שלכם Agent TARS הוא חבילת סוכני בינה מלאכותית רב-מודאלית בקוד פתוח שרואה את המסך שלכם ומקיים אינטראקציה עם שולחן העבודה שלכם. הוא מציע שני פרויקטים, Agent TARS ו-UI TARS לשולחן העבודה, לכל מי שחוקר את השימוש במחשבים מבוססי בינה מלאכותית. bytedance/UI-TARS-desktop #AI #OpenSource #AgentTARS #MultimodalAI עקבו אחר פרסומים יומיים של קוד פתוח 👇 [ja] Agent TARS：PC画面を認識し操作するAIエージェント Agent TARSは、AIがデスクトップを認識し、制御することを可能にします。 Agent TARSは、画面を認識し、デスクトップと対話するオープンソースのマルチモーダルAIエージェントスタックです。AIを活用したコンピュータ利用を探求するすべての人向けに、Agent TARSとUI TARSデスクトップという2つのプロジェクトを提供しています。 bytedance/UI-TARS-desktop #AI #オープンソース #AgentTARS #マルチモーダルAI 毎日更新されるオープンソース情報をお見逃しなく👇 [ko] 내 데스크톱을 보고 제어하는 AI, Agent TARS Agent TARS는 AI가 사용자의 데스크톱을 인식하고 제어할 수 있도록 해주는 오픈 소스 멀티모달 AI 에이전트 스택입니다. Agent TARS는 사용자의 화면을 인식하고 데스크톱과 상호 작용하는 오픈 소스 멀티모달 AI 에이전트 스택입니다. AI 컴퓨터 활용에 관심 있는 모든 사용자를 위해 Agent TARS와 UI TARS 데스크톱 두 가지 프로젝트를 제공합니다. bytedance/UI-TARS-desktop #AI #오픈소스 #AgentTARS #멀티모달AI 매일 새로운 오픈 소스 소식을 받으려면 팔로우하세요 👇 [ml] Agent TARS ഉപയോഗിച്ച് AI-ക്ക് നിങ്ങളുടെ ഡെസ്ക്ടോപ്പ് കാണാനും നിയന്ത്രിക്കാനും സാധിക്കും ഏജന്റ് TARS നിങ്ങളുടെ ഡെസ്ക്ടോപ്പ് കാണാനും നിയന്ത്രിക്കാനും AI-യെ അനുവദിക്കുന്നു ഏജന്റ് TARS എന്നത് നിങ്ങളുടെ സ്ക്രീൻ കാണുകയും നിങ്ങളുടെ ഡെസ്ക്ടോപ്പുമായി സംവദിക്കുകയും ചെയ്യുന്ന ഒരു ഓപ്പൺ സോഴ്സ് മൾട്ടിമോഡൽ AI ഏജന്റ് സ്റ്റാക്കാണ്. AI കമ്പ്യൂട്ടർ ഉപയോഗം പര്യവേക്ഷണം ചെയ്യുന്ന ഏതൊരാൾക്കും ഏജന്റ് TARS, UI TARS ഡെസ്ക്ടോപ്പ് എന്നീ രണ്ട് പ്രോജക്ടുകൾ ഇത് അയയ്ക്കുന്നു. bytedance/UI-TARS-desktop #AI #Opensource #AgentTARS #MultimodalAI ദിവസേനയുള്ള ഓപ്പൺ സോഴ്സ് ഡ്രോപ്പുകൾക്കായി പിന്തുടരുക 👇 [nl-NL] Agent TARS laat AI je desktop zien en besturen Agent TARS laat AI je bureaublad zien en besturen Agent TARS is een open source multimodale AI-agentstack die je scherm ziet en met je bureaublad interacteert. Het bevat twee projecten, Agent TARS en UI TARS desktop, voor iedereen die AI-toepassingen op computers wil onderzoeken. bytedance/UI-TARS-desktop #AI #Opensource #AgentTARS #MultimodalAI Volg voor dagelijkse open source-updates 👇 [pa] Agent TARS AI ਨੂੰ ਤੁਹਾਡੇ ਡੈਸਕਟੌਪ ਨੂੰ ਦੇਖਣ ਅਤੇ ਕੰਟਰੋਲ ਕਰਨ ਦਿੰਦਾ ਹੈ ਏਜੰਟ TARS AI ਨੂੰ ਤੁਹਾਡੇ ਡੈਸਕਟਾਪ ਨੂੰ ਦੇਖਣ ਅਤੇ ਕੰਟਰੋਲ ਕਰਨ ਦਿੰਦਾ ਹੈ ਏਜੰਟ TARS ਇੱਕ ਓਪਨ ਸੋਰਸ ਮਲਟੀਮੋਡਲ AI ਏਜੰਟ ਸਟੈਕ ਹੈ ਜੋ ਤੁਹਾਡੀ ਸਕ੍ਰੀਨ ਨੂੰ ਦੇਖਦਾ ਹੈ ਅਤੇ ਤੁਹਾਡੇ ਡੈਸਕਟਾਪ ਨਾਲ ਇੰਟਰੈਕਟ ਕਰਦਾ ਹੈ। ਇਹ AI ਕੰਪਿਊਟਰ ਵਰਤੋਂ ਦੀ ਪੜਚੋਲ ਕਰਨ ਵਾਲੇ ਕਿਸੇ ਵੀ ਵਿਅਕਤੀ ਲਈ ਦੋ ਪ੍ਰੋਜੈਕਟ, ਏਜੰਟ TARS ਅਤੇ UI TARS ਡੈਸਕਟਾਪ ਭੇਜਦਾ ਹੈ। bytedance/UI-TARS-desktop #AI #Opensource #AgentTARS #MultimodalAI ਰੋਜ਼ਾਨਾ ਓਪਨ ਸੋਰਸ ਡ੍ਰੌਪਸ ਲਈ ਫਾਲੋ ਕਰੋ 👇 [pl] Agent TARS pozwala AI widzieć i obsługiwać Twój pulpit Agent TARS pozwala sztucznej inteligencji widzieć i kontrolować Twój pulpit Agent TARS to multimodalny pakiet agentów AI o otwartym kodzie źródłowym, który widzi Twój ekran i wchodzi w interakcję z Twoim pulpitem. Zawiera dwa projekty: Agent TARS i UI TARS desktop, przeznaczone dla każdego, kto interesuje się wykorzystaniem sztucznej inteligencji na komputerze. bytedance/UI-TARS-desktop #AI #Opensource #AgentTARS #MultimodalAI Obserwuj, aby otrzymywać codzienne informacje o nowych materiałach open source 👇 [pt-BR] Agent TARS permite que a IA veja e controle sua área de trabalho O Agent TARS permite que a IA veja e controle sua área de trabalho. O Agent TARS é um conjunto de agentes de IA multimodal de código aberto que vê sua tela e interage com sua área de trabalho. Ele inclui dois projetos, o Agent TARS e o UI TARS desktop, para qualquer pessoa que explore o uso de IA em computadores. bytedance/UI-TARS-desktop #IA #CódigoAberto #AgentTARS #IAMultimodal Siga para receber novidades diárias sobre código aberto 👇 [ru] Agent TARS позволяет ИИ видеть ваш рабочий стол и управлять им Agent TARS позволяет ИИ видеть и управлять вашим рабочим столом Agent TARS — это открытый многофункциональный стек агентов ИИ, который видит ваш экран и взаимодействует с вашим рабочим столом. Он включает в себя два проекта: Agent TARS и UI TARS desktop, для всех, кто изучает использование ИИ в компьютерах. bytedance/UI-TARS-desktop #AI #Opensource #AgentTARS #MultimodalAI Подписывайтесь на ежедневные обновления открытого исходного кода 👇 [ta] உங்கள் கணினியைப் பார்க்கவும் கட்டுப்படுத்தவும் உதவும் Agent TARS AI ஏஜென்ட் டார்ஸ் உங்கள் டெஸ்க்டாப்பைப் பார்க்கவும் கட்டுப்படுத்தவும் செயற்கை நுண்ணறிவை (AI) அனுமதிக்கிறது ஏஜென்ட் டார்ஸ் என்பது ஒரு திறந்த மூல பன்முக செயற்கை நுண்ணறிவு முகவர் தொகுப்பாகும். இது உங்கள் திரையைப் பார்த்து, உங்கள் டெஸ்க்டாப்புடன் ஊடாடுகிறது. செயற்கை நுண்ணறிவு கணினிப் பயன்பாட்டை ஆராயும் எவருக்காகவும், இது ஏஜென்ட் டார்ஸ் மற்றும் UI டார்ஸ் டெஸ்க்டாப் ஆகிய இரண்டு திட்டங்களை வழங்குகிறது. bytedance/UI-TARS-desktop #AI #Opensource #AgentTARS #MultimodalAI தினசரி திறந்த மூல வெளியீடுகளுக்குப் பின்தொடரவும் 👇 [te] Agent TARSతో మీ డెస్క్టాప్ను చూసి నియంత్రించగల AI ఏజెంట్ TARS, AI మీ డెస్క్టాప్ను చూడటానికి మరియు నియంత్రించడానికి అనుమతిస్తుంది ఏజెంట్ TARS అనేది ఒక ఓపెన్ సోర్స్ మల్టీమోడల్ AI ఏజెంట్ స్టాక్, ఇది మీ స్క్రీన్ను చూస్తుంది మరియు మీ డెస్క్టాప్తో ఇంటరాక్ట్ అవుతుంది. AI కంప్యూటర్ వినియోగాన్ని అన్వేషించే వారి కోసం ఇది ఏజెంట్ TARS మరియు UI TARS డెస్క్టాప్ అనే రెండు ప్రాజెక్ట్లను అందిస్తుంది. bytedance/UI-TARS-desktop #AI #Opensource #AgentTARS #MultimodalAI రోజువారీ ఓపెన్ సోర్స్ అప్డేట్ల కోసం ఫాలో అవ్వండి 👇 [uk] Agent TARS дозволяє ШІ бачити ваш робочий стіл та керувати ним Agent TARS дозволяє ШІ бачити та керувати вашим робочим столом Agent TARS — це стек агентів ШІ з відкритим кодом, який бачить ваш екран та взаємодіє з ним. Він постачається з двома проектами: Agent TARS та UI TARS desktop, для тих, хто досліджує використання ШІ на комп’ютері. bytandance/UI-TARS-desktop #ШІ #ВідкритийКод #AgentTARS #МультимодальнийШІ Підпишіться на щоденні оновлення з відкритим кодом 👇
字节开源的 GUI Agent 全栈：𝐔𝐈-𝐓𝐀𝐑𝐒 视觉模型看截图、定位控件，操控电脑和浏览器，本地远程都行。 卖点是"开箱即用的电脑操控"，𝐌𝐂𝐏 挂载接外部工具，和昨天发的 OSWorld 评测基准互补。 局限是长链任务成功率看模型脸色，高密度界面偶尔点偏。 bytedance/UI-TARS-desktop t.co
nanoMuse Is a System, Not a Model: Building a Personal Agent Across Your Devices Persistent Agents Are a Systems Problem A persistent personal agent must retain context, operate across devices, reach applications, continue working when its interface is closed, and remain accountable for consequential actions. That is the context for nanoMuse’s October 6, 2026 paper, written by Guangyi Liu, Yong Liu, and Jiangning Zhang. nanoMuse is presented not as another language model, but as an end-to-end software system in which the model is replaceable. Unlike model-centered projects such as Meta Muse Glimmer-30B, nanoMuse supplies surrounding machinery: persistent identity, execution environments, routing, memory, interfaces, schedules, and approval boundaries. The complete implementation is published in the official nanoMuse repository. Architecture: One Account, Multiple Agents nanoMuse describes one personal agent from the user’s perspective, but each device runs its own agent runtime. After sign-in, those runtimes meet through a relay and share a conversation. That design avoids treating every phone or computer as a thin terminal for one remote virtual machine. A task can be entered on a phone and executed on a computer. Prefixing a message with a target such as @Mac routes it to that device, while approval requests can return to the device currently in the user’s hand. The relay carries conversation text and coordinates devices, while files and screenshots remain where they were created. It can use the project’s community infrastructure or a user-controlled server. This boundary is not an automatic privacy guarantee. Self-hosting controls message routing, but an externally hosted model provider may still receive model requests. Relay location, model location, and device execution are separate decisions. Device-Local Execution Phone and Desktop Runtimes On Android, nanoMuse places an Alpine Linux environment under proot inside the APK, with a shell, browser, MCP support, and skills. The project credits OpenMinis as the foundation for this on-device agent. On desktop, nanoMuse uses DeepSeek Harness with a Python runtime for screen-operation capabilities. The desktop application targets Windows, macOS, and Linux. The wider project also includes iPhone, iPad, and browser clients, although the repository’s comparison table says screen-based “hands” are not available on iOS. These runtimes give the system more than a chat interface. The agent can use a Linux shell, browser, MCP servers, and application-specific skills. It can also schedule routines, check goals, and produce a feed while the visible application is closed. The Relay Is Coordination, Not Execution The relay joins devices and lets them request work from one another, but execution remains associated with a device runtime or configured server environment. A disconnected device may be unable to receive a routed task, and a local shell is not remotely reachable without the relay path. Moving coordination to a personal server also does not make every dependency local. Memory You Can Inspect nanoMuse stores its identity, user knowledge, and wake schedule in Markdown files. Users can inspect and correct those files directly rather than relying entirely on an opaque memory store. The paper nevertheless treats stronger memory provenance as roadmap work. Editable Markdown is not a completed system explaining when, why, and from where every remembered statement originated. The repository contains a working system, but the paper identifies evaluation, provenance, and open screen-operation models as continuing work. Giving the Agent “Hands” Many applications do not expose a suitable API. nanoMuse addresses that gap with “hands”: screen-based operation for Android applications and desktop windows. The desktop implementation builds on UI-TARS-desktop, while other acknowledged projects contribute phone-operation components and traces. Screen interaction lets the agent work through visible interfaces when no dedicated integration is available. It also introduces uncertainty. Graphical interfaces change, and the project’s paper lists an evaluation suite for the hands as roadmap work. The available material does not establish that screen operation is uniformly reliable across applications or workflows. Developers should treat it as an execution mechanism requiring observation and recovery, not as equivalent to a stable API contract. Sentinel and Consequential Actions Every action is described as passing through a Sentinel. The repository says nanoMuse pauses before deleting, sending, or paying, with approvals scoped for one occurrence, the current chat, or always. Passwords and verification codes remain for the user to type. Logins and CAPTCHAs can be handed back to the user, after which selecting “Done” resumes the task. This approval model places a human checkpoint before actions the project classifies as difficult to undo. It does not eliminate risk. Broad “always” approvals trade repeated interruptions for a larger standing authorization, while shell access, browser control, and screen operation create a wider potential impact than chat alone. These are project-described controls, not evidence of independent security verification. Anyone deploying the system should evaluate relay exposure, provider selection, device permissions, approval scope, and the consequences of an agent operating personal interfaces. What Is Actually Open and Self-Hostable? The repository says the phone app, desktop app, web console, and relay are included under GPL-3.0-or-later. Users can run their own relay, use their own model-provider keys, or configure a custom runtime for the web application. That is substantial system-level openness, but it does not mean every possible deployment is fully local. The community relay is a hosted service with a model-use allowance, and many supported model choices are external providers. The model itself is deliberately interchangeable rather than supplied as one mandatory open component. The paper also places an open model for screen operation, provenance-aware memory, and a hands evaluation suite on the roadmap. Those items should not be reported as finished merely because the surrounding applications and relay are available. Why Developers Should Care nanoMuse offers a concrete architecture for a problem often reduced to model selection. Persistent agents also require routing, device identity, local execution, memory formats, approvals, scheduling, and fallbacks for interfaces without APIs. Developers can inspect where conversation text travels, where files remain, which device executes a task, what users can edit, and when approval is required. nanoMuse does not settle the reliability or security questions raised by access to personal devices. It provides an open, self-hostable system in which those questions can be examined beyond the model layer.
3.9 万颗星。字节开源的 UI-TARS 直接看屏幕、认界面、动鼠标键盘，不依赖 API——没有接口的软件也能用。 桌面自动化这条线接下来会越来越热。 bytedance/UI-TARS-desktop