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# Agent S2: An Open,   Modular, and Scalable Framework for Computer Use Agents

March 12, 2025

[Code](https://github.com/simular-ai/Agent-S) [Product](/content/sai/index.html) [Agent S2 Technical Review](/content/articles/agent-s2-technical-review/index.html)

**Computer-use agents** are autonomous AI agents that observe, reason, and perform tasks on behalf of human users, by directly interacting with graphical user interfaces (GUI), including desktops, mobile devices, browsers, and various softwares. They function as intelligent intermediaries between human users and their digital tools in the most intuitive way—mouse and keyboard control, just like a human. This human-like ability to navigate and control software marks a foundational leap in AI, setting the stage for the next era of technological progress powered by autonomous computer-use agents.

Today, we're excited to announce our next leap forward in computer-use agents: **Agent S2**, the second generation of our agentic framework. Building on our initial successes, **Agent S2** offers even greater performance and modularity by leveraging both frontier foundation models and specialized models. **Agent S2** achieves new state-of-the-art results, scales well with more steps, and most importantly, it is fully open!

Agent S2 - An Open, Modular, and Scalable Framework for Computer Use Agents - YouTube

Tap to unmute

[Agent S2 - An Open, Modular, and Scalable Framework for Computer Use Agents](https://www.youtube.com/watch?v=7iG-jLjX3po) [Simular](https://www.youtube-nocookie.com/channel/UCxxH-pXGDR03XWF-PH7aHyQ)

Simular185 subscribers

More videos

[Watch on YouTube](https://www.youtube.com/watch?v=7iG-jLjX3po)

\\
\\
0:44](https://www.youtube.com/watch?v=xpdXFGoRWCI&feature=endscreen)

[**Bigfoot Explains Agent-S3: The Computer-Use Agent Nearing Human-Level Performance** \\
6 months ago](https://www.youtube.com/watch?v=xpdXFGoRWCI&feature=endscreen)

## State-of-the-Art Performance

Agent S2 w. Claude 3.7 + UI-Tars on the OSWorld Benchmark

(Agent S2 w. Claude 3.7 + UI-Tars on the OSWorld Benchmark)

Agent S2 demonstrates superior computer and phone use, seen by significant advancements across key benchmark challenges.

‍

For computer use, Agent S2 delivers State-of-the-art results on OSWorld on both 15-step and 50-step evaluations (two most practical settings for real-world usage), proving that our agentic framework takes more precise actions and generates the best plan for a task, while being able to correct itself and improve over a long horizon. Notably, Agent S2 achieves 34.5% accuracy on 50-step evaluation, surpassing the previous SOTA (OpenAI CUA/Operator at 32.6%), demonstrating how agentic frameworks can scale beyond a single trained model.

For smartphone use, Agent S2 achieves 50% accuracy on AndroidWorld, surpassing previous SOTA (UI-TARS at 46.8%), demonstrating the generalization of agentic frameworks across different visual UI environments.

_Subsequent to this blog post, we achieved stronger results on AndroidWorld while preparing our paper. We have updated this table to reflect the latest performance. Please refer to the paper for comprehensive details._

## Why Modular Frameworks Matter: Inspiration from Human Brain

The human brain is a remarkable example of modular design—a network of specialized components working in unison. Different regions excel at distinct tasks: the left hemisphere drives analytical thinking, the right fuels creativity, while motor and sensory areas manage physical coordination. This modular structure, optimized for collaboration, inspires how we approach AI agent design for computer use.

At Simular, we believe the most effective AI agents should follow a similar principle—modular frameworks that seamlessly orchestrate diverse models, rather than relying on a single monolithic system. Our initial agent framework, [Agent S](/content/agent-s/index.html), launched on October 11, 2024, embodies this vision. With experience-augmented hierarchical planning as the core, Agent S achieved better overall performance than any models and frameworks at the time.

‍

Our latest research further shows that a well-designed modular framework, even with suboptimal individual models, can outperform the best standalone model. Why? Because different models excel in different areas, each possessing unique strengths and weaknesses. A robust **framework optimizes the orchestration** among these modules, ensuring that each model contributes where it performs best, leading to superior overall outcomes. In the rapidly evolving landscape of foundation models, **modularity is key.** Our next generation agentic framework, **Agent S2**, achieves significantly better perception, planning and fine-grained control by virtue of its improved modularity and flexibility.

## Agent S2: How it works

Agent S2 is built to handle complex digital tasks through a modular and scalable approach. Its framework emphasizes four key design principles:

**Proactive Hierarchical Planning**

**‍**

Agent S2 follows a natural task hierarchy, combining **specialized models for low-level execution** with **generalized models for high-level planning**. Low-level tasks, such as UI element selection or text highlighting, demand high precision and domain-specific expertise, while high-level tasks require broader adaptability and strategic oversight. In addition, a key advancement in Agent S2 is its shift **from reactive to proactive planning**. Instead of replanning only after encountering errors, which would require more steps to backtrack and may accrue more error, Agent S2 dynamically updates its plans after each subtask. This proactive approach improves adaptability to real-time changes, continuity from one subtask to the next, and optimality of future steps.

**Visual Grounding for Precise Interaction**

**‍** ​​

​​Agent S2 achieves high-precision interaction with graphical user interfaces (GUIs) through specialized visual grounding models. Unlike its predecessor, which relied on accessibility trees for UI understanding, **Agent S2 operates solely on raw screenshots as input**, eliminating the need for structured accessibility data. By delegating visual understanding to dedicated models, Agent S2 can accurately locate and manipulate UI elements like buttons, text, images, and cells—enabling fine-grained control that was previously limited by accessibility constraints.

**Agent-Computer Interface with Expert Modules**

**‍**

Agent S2 improves its Agent-Computer Interface (ACI) by offloading complex, low-level tasks such as text highlighting to **specialized expert modules**. This **reduces the cognitive load** on the foundation models, allowing them to focus solely on high-level planning and strategic decision-making.

**Agentic Memory Mechanism**

**‍**

Agent S2 uses a continual learning memory mechanism that allows it to evolve with experience, improving efficiency over time. The experience from previously completed tasks are retained, allowing Agent S2 to recall prior actions and refine future strategies based on historical successes and failures. This adaptive learning capability enables Agent S2 to become more proficient with each application, creating a foundation for long-term adaptive intelligence and personalized automation.

This modular architecture also makes scaling and adaptation effortless. New modules powered by foundation or expert models can be easily integrated, removed, or swapped, allowing Agent S2 to rapidly adapt to new task domains with ease.

## Agent S2 in Action

## Computer Use

Download an image from Google Drive and use GIMP to compress it

[Subtask 1: Launch GIMP\\
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01\. Click the "Activities" button.](/content/articles/agent-s2#w-tabs-0-data-w-pane-0/index.html) [02\. Click the "Cancel" button.](/content/articles/agent-s2#w-tabs-0-data-w-pane-1/index.html) [03\. Click the "X" button to close.](/content/articles/agent-s2#w-tabs-0-data-w-pane-2/index.html) [04\. Click the "Activities" button.](/content/articles/agent-s2#w-tabs-0-data-w-pane-3/index.html) [05\. Type "GIMP" in the search bar.](/content/articles/agent-s2#w-tabs-0-data-w-pane-4/index.html) [06\. Click the GIMP application icon](/content/articles/agent-s2#w-tabs-0-data-w-pane-5/index.html) [Subtask 2: Download image\\
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07\. Press **Ctrl + Alt + T**.](/content/articles/agent-s2#w-tabs-0-data-w-pane-6/index.html) [08\. Type wget in the terminal](/content/articles/agent-s2#w-tabs-0-data-w-pane-7/index.html) [Subtask 3: Open image in GIMP\\
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09\. Press **Ctrl + O** to open a file.](/content/articles/agent-s2#w-tabs-0-data-w-pane-8/index.html) [10\. Click the **File** menu in GIMP.](/content/articles/agent-s2#w-tabs-0-data-w-pane-9/index.html) [11\. Click the main GIMP window.](/content/articles/agent-s2#w-tabs-0-data-w-pane-10/index.html) [12\. Click the **File** menu](/content/articles/agent-s2#w-tabs-0-data-w-pane-11/index.html) [13\. Click **Open...**](/content/articles/agent-s2#w-tabs-0-data-w-pane-12/index.html) [14\. Click the **Downloads** folder](/content/articles/agent-s2#w-tabs-0-data-w-pane-13/index.html) [15\. Click the **user** folder](/content/articles/agent-s2#w-tabs-0-data-w-pane-14/index.html) [16\. Click the file named **'uc?exp...**](/content/articles/agent-s2#w-tabs-0-data-w-pane-15/index.html) [17\. Click the **Open** button.](/content/articles/agent-s2#w-tabs-0-data-w-pane-16/index.html) [Subtask 4: Resize image\\
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18\. Click the **Image** menu](/content/articles/agent-s2#w-tabs-0-data-w-pane-17/index.html) [19\. Click **Scale Image...**](/content/articles/agent-s2#w-tabs-0-data-w-pane-18/index.html) [20\. Type **2000** in the width input](/content/articles/agent-s2#w-tabs-0-data-w-pane-19/index.html) [21\. Click the **Scale** button.](/content/articles/agent-s2#w-tabs-0-data-w-pane-20/index.html) [Subtask 5: Export compressed image\\
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22\. Press **Alt + F, then E** to open...](/content/articles/agent-s2#w-tabs-0-data-w-pane-21/index.html) [23\. Click **Export As...**](/content/articles/agent-s2#w-tabs-0-data-w-pane-22/index.html) [24\. Click the **Desktop** folder](/content/articles/agent-s2#w-tabs-0-data-w-pane-23/index.html) [25\. Type **compressed.jpeg**](/content/articles/agent-s2#w-tabs-0-data-w-pane-24/index.html) [26\. Click the **Export** button.](/content/articles/agent-s2#w-tabs-0-data-w-pane-25/index.html) [27\. Type **60** in the Quality field.](/content/articles/agent-s2#w-tabs-0-data-w-pane-26/index.html) [28\. Click the **Export** button](/content/articles/agent-s2#w-tabs-0-data-w-pane-27/index.html) [29\. Done.](/content/articles/agent-s2#w-tabs-0-data-w-pane-28/index.html)

### **Copy Image Into Doc**  **‍**

Copy an image from GIMP to a LibreOffice Writer doc, and then export the doc

[Subtask 1: Open GIMP\\
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01\. Open **GIMP**.](/content/articles/agent-s2#w-tabs-1-data-w-pane-0/index.html) [Subtask 2: Open XCF file\\
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02\. Click the **File** menu in GIMP.](/content/articles/agent-s2#w-tabs-1-data-w-pane-1/index.html) [03\. Press **Ctrl + O** to open a file.](/content/articles/agent-s2#w-tabs-1-data-w-pane-2/index.html) [04\. Click **Open...** in the File menu.](/content/articles/agent-s2#w-tabs-1-data-w-pane-3/index.html) [05\. Click the **Desktop** folder.](/content/articles/agent-s2#w-tabs-1-data-w-pane-4/index.html) [06\. Click the **Open** button.](/content/articles/agent-s2#w-tabs-1-data-w-pane-5/index.html) [Subtask 3: Open LibreOffice Writer\\
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07\. Open **LibreOffice Writer**.](/content/articles/agent-s2#w-tabs-1-data-w-pane-6/index.html) [Subtask 4: Copy image in GIMP\\
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08\. Switch to **GIMP**.](/content/articles/agent-s2#w-tabs-1-data-w-pane-7/index.html) [09\. Press **Ctrl + A** to select all.](/content/articles/agent-s2#w-tabs-1-data-w-pane-8/index.html) [10\. Press **Ctrl + C** to copy the image.](/content/articles/agent-s2#w-tabs-1-data-w-pane-9/index.html) [Subtask 5: Paste image in Writer\\
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11\. Switch to **LibreOffice Writer**.](/content/articles/agent-s2#w-tabs-1-data-w-pane-10/index.html) [12\. Click the empty document area.](/content/articles/agent-s2#w-tabs-1-data-w-pane-11/index.html) [13\. Press **Ctrl + V** to paste the image.](/content/articles/agent-s2#w-tabs-1-data-w-pane-12/index.html) [Subtask 6: Save document as DOCX\\
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14\. Press **Ctrl + Shift + S** to open Save As.](/content/articles/agent-s2#w-tabs-1-data-w-pane-13/index.html) [15\. Click the **Desktop** option in the sidebar.](/content/articles/agent-s2#w-tabs-1-data-w-pane-14/index.html) [16\. Type **image.docx** in the Name field.](/content/articles/agent-s2#w-tabs-1-data-w-pane-15/index.html) [17\. Click the file type dropdown menu.](/content/articles/agent-s2#w-tabs-1-data-w-pane-16/index.html) [18\. Click **Word 2007-365 (.docx)**](/content/articles/agent-s2#w-tabs-1-data-w-pane-17/index.html) [19\. Type **Word 2007-365 (.docx)** in the file type field.](/content/articles/agent-s2#w-tabs-1-data-w-pane-18/index.html) [20\. Click the dropdown arrow](/content/articles/agent-s2#w-tabs-1-data-w-pane-19/index.html) [21\. Scroll the file format list up.](/content/articles/agent-s2#w-tabs-1-data-w-pane-20/index.html) [22\. Click **Word 2007-365 (.docx)** in the list.](/content/articles/agent-s2#w-tabs-1-data-w-pane-21/index.html) [23\. Click the **Save** button.](/content/articles/agent-s2#w-tabs-1-data-w-pane-22/index.html) [24\. Done.](/content/articles/agent-s2#w-tabs-1-data-w-pane-23/index.html)

### **Setup Web Extension**  **‍**

Set up a web extension

[**Subtask 1: Click Create Button**\\
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01\. Click the **"Let's create"** button](/content/articles/agent-s2#w-tabs-2-data-w-pane-0/index.html) [Subtask 2: Configure Extension Settings\\
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02\. Type **"happy-extension"** in the and press **Enter**.](/content/articles/agent-s2#w-tabs-2-data-w-pane-1/index.html) [03\. Type nothing in the input field and press **Enter**.](/content/articles/agent-s2#w-tabs-2-data-w-pane-2/index.html) [04\. Type **"v0.0.1"** in the version input field and press **Enter**.](/content/articles/agent-s2#w-tabs-2-data-w-pane-3/index.html) [05\. Type **"0.0.1"** in the version with the incorrect format and press **Enter**.](/content/articles/agent-s2#w-tabs-2-data-w-pane-4/index.html) [06\. Click the **"Yes"** button to enable the background script.](/content/articles/agent-s2#w-tabs-2-data-w-pane-5/index.html) [07\. Click the **"No"** button to disable the content script.](/content/articles/agent-s2#w-tabs-2-data-w-pane-6/index.html) [08\. Click the **"Yes"** button to enable the browser action.](/content/articles/agent-s2#w-tabs-2-data-w-pane-7/index.html) [09\. Click the **"No"** button to disable the page action.](/content/articles/agent-s2#w-tabs-2-data-w-pane-8/index.html) [10\. Click the **"No"** button to disable extension options.](/content/articles/agent-s2#w-tabs-2-data-w-pane-9/index.html) [Subtask 3: Navigate to Projects Directory\\
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11\. Click the **Projects** folder](/content/articles/agent-s2#w-tabs-2-data-w-pane-10/index.html) [Subtask 4: Extract Extension Files\\
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12\. Click the **Downloads** folder.](/content/articles/agent-s2#w-tabs-2-data-w-pane-11/index.html) [13\. Wait **2 seconds**.](/content/articles/agent-s2#w-tabs-2-data-w-pane-12/index.html) [14\. Switch to **Chromium**.](/content/articles/agent-s2#w-tabs-2-data-w-pane-13/index.html) [15\. Click the **download button** in the browser’s toolbar.](/content/articles/agent-s2#w-tabs-2-data-w-pane-14/index.html) [16\. Press **F5** to refresh the page.](/content/articles/agent-s2#w-tabs-2-data-w-pane-15/index.html) [17\. Switch back to **Nautilus file manager**.](/content/articles/agent-s2#w-tabs-2-data-w-pane-16/index.html) [18\. Press **Ctrl + L** to focus on the address bar.](/content/articles/agent-s2#w-tabs-2-data-w-pane-17/index.html) [19\. Type **"/home/user/Downloads"** and press **Enter**.](/content/articles/agent-s2#w-tabs-2-data-w-pane-18/index.html) [20\. Click the **happy-extension.zip** file in the Downloads folder.](/content/articles/agent-s2#w-tabs-2-data-w-pane-19/index.html) [21\. Press **Ctrl + C** to copy the file.](/content/articles/agent-s2#w-tabs-2-data-w-pane-20/index.html) [22\. Click the **Projects** folder.](/content/articles/agent-s2#w-tabs-2-data-w-pane-21/index.html) [23\. Click the **Home** button in the navigation bar.](/content/articles/agent-s2#w-tabs-2-data-w-pane-22/index.html) [24\. Double-click the **Projects** folder in the main window.](/content/articles/agent-s2#w-tabs-2-data-w-pane-23/index.html) [25\. Press **Ctrl + V** to paste the file.](/content/articles/agent-s2#w-tabs-2-data-w-pane-24/index.html) [26\. Right-click the **happy-extension.zip** file](/content/articles/agent-s2#w-tabs-2-data-w-pane-25/index.html) [27\. Click the **"Extract Here"** option.](/content/articles/agent-s2#w-tabs-2-data-w-pane-26/index.html) [28\. Done.](/content/articles/agent-s2#w-tabs-2-data-w-pane-27/index.html)

### **Remove Video Subtitles**

Remove subtitles from a video and export the new video

[Subtask 1: Disable Subtitles\\
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01\. Click the **Subtitle** menu option in VLC's top menu bar.](/content/articles/agent-s2#w-tabs-3-data-w-pane-0/index.html) [02\. Click **Sub Track** from the Subtitle dropdown menu.](/content/articles/agent-s2#w-tabs-3-data-w-pane-1/index.html) [03\. Click **Disable** in the Sub Track submenu to turn off subtitles.](/content/articles/agent-s2#w-tabs-3-data-w-pane-2/index.html) [Subtask 2: Open Codec Information\\
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04\. Click the **Tools** menu in VLC's top menu bar.](/content/articles/agent-s2#w-tabs-3-data-w-pane-3/index.html) [05\. Press **Ctrl + J** to open Codec Information.](/content/articles/agent-s2#w-tabs-3-data-w-pane-4/index.html) [06\. Click **Codec Information** from the Tools dropdown menu.](/content/articles/agent-s2#w-tabs-3-data-w-pane-5/index.html) [07\. Click the **Codec** tab in the Current Media Information window.](/content/articles/agent-s2#w-tabs-3-data-w-pane-6/index.html) [Subtask 3: Access Codec Tab\\
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08\. Click the **Codec** tab in the Current Media Information window.](/content/articles/agent-s2#w-tabs-3-data-w-pane-7/index.html) [09.Click the **Codec** tab](/content/articles/agent-s2#w-tabs-3-data-w-pane-8/index.html) [10\. Press **Tab** three times, then **Enter** to navigate the tab.](/content/articles/agent-s2#w-tabs-3-data-w-pane-9/index.html) [11\. Click **Cancel** on the Software Updater dialog.](/content/articles/agent-s2#w-tabs-3-data-w-pane-10/index.html) [12\. Open the **Tools** menu in VLC.](/content/articles/agent-s2#w-tabs-3-data-w-pane-11/index.html) [13\. Press **Ctrl + J** again to return to Codec Information.](/content/articles/agent-s2#w-tabs-3-data-w-pane-12/index.html) [Subtask 4: Open Media Information\\
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14\. Press **Ctrl + I** to open the Media Information window.](/content/articles/agent-s2#w-tabs-3-data-w-pane-13/index.html) [15\. Click **Media Information** in the Tools menu.](/content/articles/agent-s2#w-tabs-3-data-w-pane-14/index.html) [Subtask 5: Access Metadata Tab\\
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16\. Click the **Metadata** tab at the top of the Current window.](/content/articles/agent-s2#w-tabs-3-data-w-pane-15/index.html) [Subtask 6: Access Codec Tab\\
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17\. Click the **Codec** tab again in the Current window.](/content/articles/agent-s2#w-tabs-3-data-w-pane-16/index.html) [Subtask 7: Close Media Info Window\\
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18.Click the **Close** button at the bottom right](/content/articles/agent-s2#w-tabs-3-data-w-pane-17/index.html) [Subtask 8: Open Terminal\\
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19\. Press **Ctrl + Alt + T** to open the terminal.](/content/articles/agent-s2#w-tabs-3-data-w-pane-18/index.html) [Subtask 9: Extract subtitles using FFmpeg\\
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20\. Type the command **ffmpeg -i video.mp4 -map 0:s:0 subtitles.srt** in the terminal and press **Enter**.](/content/articles/agent-s2#w-tabs-3-data-w-pane-19/index.html) [21\. Done.](/content/articles/agent-s2#w-tabs-3-data-w-pane-20/index.html)

### **Calculate Profit**

Calculate the profit in a LibreOffice Calc sheet

[**Subtask 1: Insert New Column**\\
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01\. Click the **column header D**](/content/articles/agent-s2#w-tabs-4-data-w-pane-0/index.html) [02\. Click **"Insert Columns Before"**](/content/articles/agent-s2#w-tabs-4-data-w-pane-1/index.html) [**Subtask 2: Add Profit Column Header**\\
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03\. Set **cell D1** to **"Profit"**.](/content/articles/agent-s2#w-tabs-4-data-w-pane-2/index.html) [**Subtask 3: Enter Profit Formula**\\
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04\. Set **cell D2** to **"=B2-C2"**](/content/articles/agent-s2#w-tabs-4-data-w-pane-3/index.html) [**Subtask 4: Copy Profit Formula to All Rows**\\
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05\. Drag the **fill handle** from **cell D2** down to **D11**.](/content/articles/agent-s2#w-tabs-4-data-w-pane-4/index.html) [06\. Drag the **fill handle** from the bottom right of **D2** to **D11**](/content/articles/agent-s2#w-tabs-4-data-w-pane-5/index.html) [07\. Click **cell D2**](/content/articles/agent-s2#w-tabs-4-data-w-pane-6/index.html) [08\. Drag the **small fill handle** to **D11**](/content/articles/agent-s2#w-tabs-4-data-w-pane-7/index.html) [09\. Copy the **profit formula** in **D2** to **D11**.](/content/articles/agent-s2#w-tabs-4-data-w-pane-8/index.html) [10\. Click **cell D2** to confirm](/content/articles/agent-s2#w-tabs-4-data-w-pane-9/index.html) [11\. Press **Ctrl + C** to copy](/content/articles/agent-s2#w-tabs-4-data-w-pane-10/index.html) [12\. Set cell values from **D2 through D11**](/content/articles/agent-s2#w-tabs-4-data-w-pane-11/index.html) [13\. Done.](/content/articles/agent-s2#w-tabs-4-data-w-pane-12/index.html)

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### **Strikethrough Paragraph**  **‍**

Strikethrough the last paragraph in a LibreOffice Writer doc

[**Subtask 1: Select Last Paragraph**\\
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01\. Highlight text from **"Each student will be responsible"** to **"comprises 30% of final grade"**.](/content/articles/agent-s2#w-tabs-5-data-w-pane-0/index.html) [**Subtask 2: Apply Strikethrough Formatting**\\
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02\. Click the **strikethrough button** in the formatting toolbar.](/content/articles/agent-s2#w-tabs-5-data-w-pane-1/index.html) [03\. Done.](/content/articles/agent-s2#w-tabs-5-data-w-pane-2/index.html)

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## Agent S2 on your Smartphone

### **Fill forms**

**Task: Go to the new contact screen and enter the following details: First Name: Grace, Last Name: Taylor, Phone: 799-802-1530, Phone Label:**

**Work. Do NOT hit save.**

[01\. Click the Phone app icon in the bottom dock.](/content/articles/agent-s2#w-tabs-6-data-w-pane-0/index.html) [02\. Click the Contacts tab at the bottom right of the screen.](/content/articles/agent-s2#w-tabs-6-data-w-pane-1/index.html) [03\. Click Create new contact at the top of the contacts list.](/content/articles/agent-s2#w-tabs-6-data-w-pane-2/index.html) [04\. Type “Grace” in the First Name field.](/content/articles/agent-s2#w-tabs-6-data-w-pane-3/index.html) [05\. Type “Taylor” in the Last Name field.](/content/articles/agent-s2#w-tabs-6-data-w-pane-4/index.html) [06\. Click the Phone field below the Company field.](/content/articles/agent-s2#w-tabs-6-data-w-pane-5/index.html) [07\. Type “799-802-1530” in the Phone field.](/content/articles/agent-s2#w-tabs-6-data-w-pane-6/index.html) [08\. Click the Label field showing “Mobile” with a dropdown indicator.](/content/articles/agent-s2#w-tabs-6-data-w-pane-7/index.html) [09\. Click “Work” in the dropdown menu to change the phone label.](/content/articles/agent-s2#w-tabs-6-data-w-pane-8/index.html) [10\. Mark the task as done (without clicking Save).](/content/articles/agent-s2#w-tabs-6-data-w-pane-9/index.html)

### **Organize files**

Task: Move the file holiday\_photos.jpg from Podcasts within the sdk\_gphone\_x86\_64 storage area to the DCIM within the same sdk\_gphone\_x86\_64 storage area in the Android filesystem.

[01\. Swipe **up** in the middle of the screen to open the app drawer.](/content/articles/agent-s2#w-tabs-7-data-w-pane-0/index.html) [02\. Click the **Files app** (blue folder icon in the fifth row).](/content/articles/agent-s2#w-tabs-7-data-w-pane-1/index.html) [03\. Click the **hamburger menu icon** in the top left corner.](/content/articles/agent-s2#w-tabs-7-data-w-pane-2/index.html) [04\. Click **sdk\_gphone64\_arm64** to open main storage.](/content/articles/agent-s2#w-tabs-7-data-w-pane-3/index.html) [05\. Click the **Podcasts folder** to access its contents.](/content/articles/agent-s2#w-tabs-7-data-w-pane-4/index.html) [06\. Click the **Images filter** at the top of the screen.](/content/articles/agent-s2#w-tabs-7-data-w-pane-5/index.html) [07\. Long-press on **holiday\_photos.jpg** to select it.](/content/articles/agent-s2#w-tabs-7-data-w-pane-6/index.html) [08\. Click the **three-dot menu icon** in the top right corner.](/content/articles/agent-s2#w-tabs-7-data-w-pane-7/index.html) [09\. Click **Move to…** from the dropdown menu.](/content/articles/agent-s2#w-tabs-7-data-w-pane-8/index.html) [10\. Click the **hamburger menu icon** in the top left corner.](/content/articles/agent-s2#w-tabs-7-data-w-pane-9/index.html) [11\. Click **sdk\_gphone64\_arm64** to access main storage.](/content/articles/agent-s2#w-tabs-7-data-w-pane-10/index.html) [12\. Click the **DCIM folder** to set it as the destination.](/content/articles/agent-s2#w-tabs-7-data-w-pane-11/index.html) [13\. Click the **MOVE** button to move the file.](/content/articles/agent-s2#w-tabs-7-data-w-pane-12/index.html) [14\. Click **sdk\_gphone64\_arm64** to return to main storage.](/content/articles/agent-s2#w-tabs-7-data-w-pane-13/index.html) [15\. Click **DCIM folder** to verify the file is moved.](/content/articles/agent-s2#w-tabs-7-data-w-pane-14/index.html) [16\. Confirm that **holiday\_photos.jpg** is present in DCIM.](/content/articles/agent-s2#w-tabs-7-data-w-pane-15/index.html) [17\. Mark the task as **done**.](/content/articles/agent-s2#w-tabs-7-data-w-pane-16/index.html)

## What are the Key Features of a Computer Use Agent?

### What functionalities does a computer use agent offer beyond basic automation?

A computer use agent goes beyond just automating tasks. It uses artificial intelligence to handle complex jobs and boost productivity. By integrating processes smoothly, users can automate workflows efficiently. AI capabilities help these agents analyze data, predict results, and adjust strategies, enhancing productivity.

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## How Does a Computer Use Agent Learn and Improve?

## What learning mechanisms enable a computer use agent to adapt to user needs?

Computer use agents use machine learning and artificial intelligence to learn and adjust to user needs. They process large data sets to find patterns and make predictions. This helps them provide tailored solutions based on user behavior and preferences. By using feedback loops, they refine their operations for better accuracy over time. These systems effectively meet changing user demands with these methods.

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Computer use agents, powered by artificial intelligence and automation, have a significant role in managing complex workflows. These advanced systems do more than just automate simple tasks. With their sophisticated reasoning abilities, they can handle intricate processes. [Autonomous AI agents](/content/site-root.html) can organize multiple tasks, use resources efficiently, and keep workflows running smoothly. This technology is changing industries, helping businesses operate more efficiently and foster innovation with [browser automation](/content/ai-browser-automation/index.html) and [AI workplace assistant](/content/simular-for-business/index.html).

### Beyond automating simple tasks, what complex workflows can a computer use agent manage?

Computer use agents are deployed to handle complex workflows that need coordination and decision-making. These agents use artificial intelligence and automation to improve operations. Their advanced reasoning lets them assess situations, predict outcomes, and make decisions. This is useful in fields like logistics, finance, and healthcare that require quick adaptation to changing conditions.

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Using computer use agents in daily operations can greatly increase productivity and efficiency. In professional areas like project management or customer service, these agents automate regular tasks. This allows employees to focus on more strategic work. The innovative use of computer technology improves workflow and speeds up innovation, giving organizations a competitive edge.

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The development of computer use agents is linked with advances in emerging technologies. Machine learning and foundation models, such as those from OpenAI, are crucial for these agents. These technologies allow agents to learn from data, adapt to new information, and improve over time. Continuous integration of new technology ensures that computer use agents remain highly effective across different domains.

Simular AI excels in this field by providing advanced solutions that use these technological developments. By keeping up with emerging technologies, Simular AI ensures its computer use agents are optimized for varied applications, offering great value to clients.

## What are the Potential Limitations of Computer Use Agents?

### What are the challenges in building truly reliable and trustworthy computer use agents?

Building reliable and trustworthy computer use agents involves several challenges. Integrating AI into these systems can create unexpected issues. This makes solid development protocols essential. It's important to ensure that automation aligns with human values and safety standards. To build trustworthy AI, we need to address biases, improve transparency, and perform thorough tests. Ongoing development and learning from real-world applications help enhance reliability.

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Minimizing errors and malfunctions in computer use agents requires careful engineering practices and protocols. Advanced computing techniques should be used to detect and correct errors. Rigorous testing and simulation before deployment can help identify potential risks. Continuous monitoring after deployment allows for quick fixes. Effective risk management includes having fallback systems and regular software updates to fix vulnerabilities and boost operational stability.

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When developing and deploying computer use agents, ethics are a major consideration. Protecting user data privacy and security is crucial. Developers must promote responsible AI use by setting transparent guidelines to prevent misuse or bias. Ethical considerations include assessing AI's impact on society and addressing job displacement concerns. Continuous dialogue among stakeholders is important for responsible development that aligns with societal values and legal standards.

## How Can I Get Started with a Computer Use Agent?

### What are the available options for accessing and utilizing computer use agent technology?

You have several options for accessing and using a computer use agent. Some popular software platforms include open-source solutions, which offer customization, and products from companies like Microsoft and Google. These platforms provide APIs, allowing seamless integration into your existing systems. Choosing the right one depends on your needs and how well it fits into your current technology setup.

### What factors should be considered when choosing a computer use agent solution?

When picking a computer use agent, consider the following:

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To learn more about using computer use agents, consider these resources:

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These resources will help you fully utilize your chosen computer use agent technology.

## What are the benefits of using an autonomous agent for computer use?

Autonomous agents can automate and optimize computer use, improving efficiency. They help manage complex tasks, reduce human errors, and increase productivity by adapting to specific user needs.

## How can a computer agent improve cyberattack management?

A computer agent analyzes suspicious behavior in real time to reinforce security against cyberattacks. It monitors networks, detects anomalies, and initiates quick responses to minimize risks.

## What is the role of artificial intelligence in computer foundation models?

Artificial intelligence enhances foundation models by improving natural language understanding, which facilitates processing and analyzing complex data. It supports the development of innovative and user-friendly solutions.

## Why is it important to consider user interfaces when implementing computer agents?

User interfaces ensure smooth interaction between computer agents and users. They make functionalities accessible and understandable, thereby improving user experience and operational efficiency.

## How do navigation agents affect computer software usage?

Navigation agents simplify software interaction by guiding users through complex processes. They facilitate task customization and automation, optimizing software use.

## What role do usage agents play in improving organizational workflows?

Usage agents automate redundant tasks and integrate various tools to create efficient workflows. They enable smooth operation management, reduce response times, and boost productivity in organizations.

## How can computer agent usage strategies adapt to current work environments?

Computer agent strategies adapt by integrating emerging technologies like federated learning and multimodal models. These approaches make systems more flexible and responsive to changing work environment dynamics.

## What are advanced language models, and how do they influence interaction with computer agents?

Advanced language models, such as large language models, enhance computer agents' ability to understand and generate human text. This leads to more natural and effective interactions, enriching the overall user experience.

## Key Insights

- We offer advanced solutions for **computer use agents** in regions such as **California, Canada, Florida, New York, Texas, the United Kingdom**, and **Washington**.
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## Ready to use your   computer in a Simular way?

Shares and organize your memory, and personalize your tasks.

[Try Sai](/content/sai/index.html)