# ⚡ Automation

| Research | Links |
|----------|-----------|
| 🧠⏰ Do Proactive Agents Really Need an LLM to Decide When to Wake and What to Anchor? ⏰🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-share-7467167193823195137-soEo/?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2605.30152) |
| Synthetic Computers at Scale for Long-Horizon Productivity Simulation | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7456056945469296640-g7PX) · [Paper](https://arxiv.org/pdf/2604.28181) |
| 🧠💻 Terminal Agents Suffice for Enterprise Automation 💻🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7445587640256598016-iV8G) · [Paper](https://arxiv.org/pdf/2604.00073) |
| ProAgent: Harnessing On-Demand Sensory Contexts for Proactive LLM Agent Systems | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7406755535431168000-dsNG) · [Paper](https://arxiv.org/pdf/2512.06721) |
| Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7381038371873259521-RWb_) · [Paper](https://arxiv.org/abs/2509.26539) |
| ScaleCUA: Scaling Open-Source Computer Use Agents with Cross-Platform Data | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7375059745885458432-TFFL) · [Paper](https://arxiv.org/abs/2509.15221) |
| 🤖🏭 Agentic AI for Intent-Based Industrial Automation 🏭🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7337783546377388034-dFU4) · [Paper](https://arxiv.org/abs/2506.04980) |
| 🤖🔧⚙ Application of a Simulation-Based Digital Twin for Predicting Distributed Manufacturing Control System Performance | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7314336098002911232-hQQ6) · [Paper](https://www.researchgate.net/journal/Applied-Sciences-2076-3417/publication/349736634_Application_of_a_Simulation-Based_Digital_Twin_for_Predicting_Distributed_Manufacturing_Control_System_Performance/links/67eec6a476d4923a1af30866/Application-of-a-Simulation-Based-Digital-Twin-for-Predicting-Distributed-Manufacturing-Control-System-Performance.pdf) |
| 🤖📱 UI-R1: Enhancing GUI Agent Action Prediction via Reinforcement Learning | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7311822749717438464-7hi5) · [Paper](https://arxiv.org/pdf/2503.21620) |
| 🤖💻 PC-Agent: Hierarchical Multi-Agent Collaboration for Complex Task Automation | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7299832383447470080-keTb) · [Paper](https://arxiv.org/pdf/2502.14282) |
| ⚡🤖 OpenAI Operator: A Computer-Using Agent | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7288416503861768193-K2j6) · [Paper](https://openai.com/index/introducing-operator/) |
| ⚡🤖 Google Chain-of-Agents: Collaborating on Long-Context Tasks | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7288399646110945280-2R2f) · [Paper](https://arxiv.org/abs/2406.02818) |
| 🤖 PC Agent: While You Sleep, AI Works | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7283581375553658881-NJUF) · [Paper](https://arxiv.org/pdf/2412.17589) |
