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we’re still in the early days. What are the main challenges we need to overcome to make computer use agents truly mainstream? The first is reliability. When a computer use agent performs a task, you expect it to succeed 10 out of 10 times. Even 9 out of 10 can be disastrous in some settings. It’s not as dangerous as autonomous driving, but you still expect the model to reliably understand what’s happening on a website and correct itself when it makes mistakes. That’s the first critical factor. The second challenge is that computer use agents should be considered a superset of what people are building inside ChatGPT or Gemini today. A strong computer use agent that collaborates with you needs to understand your content, be an excellent chatbot, and have enough world knowledge to understand its goals. Making these agents truly powerful requires balancing their capabilities as language models with their efficiency as actor models that can operate a computer.
 The third challenge is data. Computer use data isn’t like YouTube videos or web content you can crawl. Companies building foundation computer-use models must set up efficient annotation workflows, know how to leverage synthetic data, and build large datasets so models can understand what’s happening on a screen. It feels like the early days of embodied intelligence: people have to return to the hard work of collecting data instead of assuming there’s already a gold mine on the internet.","absoluteBoundingBox":{"x":16241.0,"y":2388.33325195312,"width":327.0,"height":1280.0},"isolatedAbsoluteRenderBounds":{"x":16241.251953125,"y":2398.48120117188,"width":325.732421875,"height":1264.61401367188},"relativeTransform":[[1.0,0.0,0.0],[0.0,1.0,64.0]],"size":{"x":327.0,"y":1280.0},"fills":[{"opacity":0.850000023841858,"blendMode":"NORMAL","type":"SOLID","color":{"r":0.200000002980232,"g":0.200000002980232,"b":0.200000002980232,"a":1.0},"visible":true}],"strokeAlign":"OUTSIDE","layoutAlign":"STRETCH","strokes":[],"effects":[],"accessibleHTMLTag":"AUTO","isDecorativeImage":false,"ariaAttributes":{},"interactions":[],"characterStyleOverrides":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],"characters":"However, we’re still in the early days. What are the main challenges we need to overcome to make computer use agents truly mainstream?\n\nThe first is reliability. When a computer use agent performs a task, you expect it to succeed 10 out of 10 times. Even 9 out of 10 can be disastrous in some settings. It’s not as dangerous as autonomous driving, but you still expect the model to reliably understand what’s happening on a website and correct itself when it makes mistakes. That’s the first critical factor.\n\nThe second challenge is that computer use agents should be considered a superset of what people are building inside ChatGPT or Gemini today. A strong computer use agent that collaborates with you needs to understand your content, be an excellent chatbot, and have enough world knowledge to understand its goals. Making these agents truly powerful requires balancing their capabilities as language models with their efficiency as actor models that can operate a computer.
\nThe third challenge is data. Computer use data isn’t like YouTube videos or web content you can crawl. Companies building foundation computer-use models must set up efficient annotation workflows, know how to leverage synthetic data, and build large datasets so models can understand what’s happening on a screen. It feels like the early days of embodied intelligence: people have to return to the hard work of collecting data instead of assuming there’s already a gold mine on the internet.","lineIndentations":[0,0,0,0,0,0],"lineTypes":["NONE","NONE","NONE","NONE","NONE","NONE"],"listStartOffsets":[],"lineStyleOverrides":[0,0,0,0,0,0],"lineTextDirections":null,"textAutoResize":"HEIGHT","textAlignVertical":"CENTER","style":{"fontFamily":"Outfit","fontPostScriptName":"Outfit-Regular","fontStyle":"Regular","textAutoResize":"HEIGHT","fontVariantPosition":"NORMAL","fontSize":18.0,"textAlignHorizontal":"LEFT","textAlignVertical":"CENTER","letterSpacing":-0.36,"letterSpacingValue":-2.0,"letterSpacingUnit":"PERCENT","lineHeightPx":32.3999977111816,"lineHeightPercent":142.857147216797,"lineHeightPercentFontSize":180.0,"lineHeightUnit":"FONT_SIZE_%","paragraphSpacing":0,"paragraphIndent":0,"listSpacing":0,"italic":false,"textCase":"ORIGINAL","textDecoration":"NONE","textDecorationSkipInk":false,"textDecorationStyle":"solid","textTruncation":"DISABLED"},"styleOverrideTable":{"1":{"fontFamily":"Outfit","fontPostScriptName":"Outfit-Bold","fontStyle":"Bold","paragraphSpacing":0,"paragraphIndent":0,"listSpacing":0,"italic":false,"textCase":"ORIGINAL","textDecoration":"NONE","textDecorationSkipInk":false,"textDecorationStyle":"solid","textAutoResize":"NONE","textTruncation":"DISABLED","lineHeightPercent":100,"lineHeightPercentFontSize":100}}},"156:441":{"type":"FRAME","id":"156:441","name":"Bottom","absoluteBoundingBox":{"x":16217.0,"y":5521.33349609375,"width":375.0,"height":84.0},"isolatedAbsoluteRenderBounds":{"x":16217.0,"y":5521.33349609375,"width":375.0,"height":84.0},"relativeTransform":[[1.0,0.0,0.0],[0.0,1.0,0.0]],"size":{"x":375.0,"y":84.0},"fills":[],"strokeAlign":"INSIDE","layoutAlign":"STRETCH","strokes":[],"effects":[],"accessibleHTMLTag":"AUTO","isDecorativeImage":false,"ariaAttributes":{},"interactions":[],"layoutMode":"VERTICAL","counterAxisSizingMode":"FIXED","children":["156:442"]},"156:341":{"type":"TEXT","id":"156:341","name":"We’ve evolved from the era of the chatbot — where you ask a question and the model reacts — to something more multimodal. Instead of requiring guidance at every step, the model can now observe what’s happening in the world and begin taking action on its own.

The gap today is that while people are training some very good multimodal models — models that can look at an image  and generate answers or descriptions — they’re still not good at two critical things.

First, they struggle with planning their actions. They don’t fully understand how they can affect the world.

Second, they have to learn how to act once they receive feedback. This feedback forms a causal relationship between their actions and the internal dynamics of the environment.

Even in web or computer-use settings, this relationship can be more complicated than the physical world. The physical world roughly follows Newton’s three laws, but webpages and software — take Adobe, for example — are designed in ways that aren’t always convenient for humans. The model has to understand this feedback and adapt accordingly.

We have strong multimodal models that can understand images. We also have LLMs trained to use tools and interact with the world to finish tasks.

Computer use agents combine multimodal intelligence with agentic intelligence.

This approach offers a general interface for actually utilizing agents. Whenever you encounter a long-tail, infrequent workflow, you can simply describe it and let the agent handle it, rather than relying on specialized tools like MCP or writing custom tools for the agent ahead of time. 

Now is a very good moment to be working on agentic computer use.","absoluteBoundingBox":{"x":16241.0,"y":842.333312988281,"width":327.0,"height":1450.0},"isolatedAbsoluteRenderBounds":{"x":16241.2236328125,"y":850.749328613281,"width":325.2626953125,"height":1406.92797851562},"relativeTransform":[[1.0,0.0,0.0],[0.0,1.0,0.0]],"size":{"x":327.0,"y":1450.0},"fills":[{"opacity":0.850000023841858,"blendMode":"NORMAL","type":"SOLID","color":{"r":0.200000002980232,"g":0.200000002980232,"b":0.200000002980232,"a":1.0},"visible":true}],"strokeAlign":"OUTSIDE","layoutAlign":"STRETCH","strokes":[],"effects":[],"accessibleHTMLTag":"AUTO","isDecorativeImage":false,"ariaAttributes":{},"interactions":[],"characterStyleOverrides":[],"characters":"We’ve evolved from the era of the chatbot — where you ask a question and the model reacts — to something more multimodal. Instead of requiring guidance at every step, the model can now observe what’s happening in the world and begin taking action on its own.

The gap today is that while people are training some very good multimodal models — models that can look at an image\n and generate answers or descriptions — they’re still not good at two critical things.

First, they struggle with planning their actions. They don’t fully understand how they can affect the world.

Second, they have to learn how to act once they receive feedback. This feedback forms a causal relationship between their actions and the internal dynamics of the environment.

Even in web or computer-use settings, this relationship can be more complicated than the physical world. The physical world roughly follows Newton’s three laws, but webpages and software — take Adobe, for example — are designed in ways that aren’t always convenient for humans. The model has to understand this feedback and adapt accordingly.

We have strong multimodal models that can understand images. We also have LLMs trained to use tools and interact with the world to finish tasks.

Computer use agents combine multimodal intelligence with agentic intelligence.

This approach offers a general interface for actually utilizing agents. Whenever you encounter a long-tail, infrequent workflow, you can simply describe it and let the agent handle it, rather than relying on specialized tools like MCP or writing custom tools for the agent ahead of time. 

Now is a very good moment to be working on agentic computer 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Instead of requiring guidance at every step, the model can now observe what’s happening in the world and begin taking action on its own.

The gap today is that while people are training some very good multimodal models — models that can look at an image  and generate answers or descriptions — they’re still not good at two critical things.

First, they struggle with planning their actions. They don’t fully understand how they can affect the world.

Second, they have to learn how to act once they receive feedback. This feedback forms a causal relationship between their actions and the internal dynamics of the environment.

Even in web or computer-use settings, this relationship can be more complicated than the physical world. The physical world roughly follows Newton’s three laws, but webpages and software — take Adobe, for example — are designed in ways that aren’t always convenient for humans. The model has to understand this feedback and adapt accordingly.

We have strong multimodal models that can understand images. We also have LLMs trained to use tools and interact with the world to finish tasks.

Computer use agents combine multimodal intelligence with agentic intelligence.

This approach offers a general interface for actually utilizing agents. Whenever you encounter a long-tail, infrequent workflow, you can simply describe it and let the agent handle it, rather than relying on specialized tools like MCP or writing custom tools for the agent ahead of time. 

Now is a very good moment to be working on agentic computer use.","absoluteBoundingBox":{"x":15433.0,"y":1183.66662597656,"width":640.0,"height":1088.0},"isolatedAbsoluteRenderBounds":{"x":15433.251953125,"y":1193.63464355469,"width":636.55859375,"height":1040.79382324219},"relativeTransform":[[1.0,0.0,0.0],[0.0,1.0,0.0]],"size":{"x":640.0,"y":1088.0},"fills":[{"opacity":0.850000023841858,"blendMode":"NORMAL","type":"SOLID","color":{"r":0.200000002980232,"g":0.200000002980232,"b":0.200000002980232,"a":1.0},"visible":true}],"strokeAlign":"OUTSIDE","layoutAlign":"STRETCH","strokes":[],"effects":[],"accessibleHTMLTag":"AUTO","isDecorativeImage":false,"ariaAttributes":{},"interactions":[],"characterStyleOverrides":[],"characters":"We’ve evolved from the era of the chatbot — where you ask a question and the model reacts — to something more multimodal. Instead of requiring guidance at every step, the model can now observe what’s happening in the world and begin taking action on its own.

The gap today is that while people are training some very good multimodal models — models that can look at an image\n and generate answers or descriptions — they’re still not good at two critical things.

First, they struggle with planning their actions. They don’t fully understand how they can affect the world.

Second, they have to learn how to act once they receive feedback. This feedback forms a causal relationship between their actions and the internal dynamics of the environment.

Even in web or computer-use settings, this relationship can be more complicated than the physical world. The physical world roughly follows Newton’s three laws, but webpages and software — take Adobe, for example — are designed in ways that aren’t always convenient for humans. The model has to understand this feedback and adapt accordingly.

We have strong multimodal models that can understand images. We also have LLMs trained to use tools and interact with the world to finish tasks.

Computer use agents combine multimodal intelligence with agentic intelligence.

This approach offers a general interface for actually utilizing agents. Whenever you encounter a long-tail, infrequent workflow, you can simply describe it and let the agent handle it, rather than relying on specialized tools like MCP or writing custom tools for the agent ahead of time. 

Now is a very good moment to be working on agentic computer use.\n","lineIndentations":[0,0,0],"lineTypes":["NONE","NONE","NONE"],"listStartOffsets":[],"lineStyleOverrides":[0,0,0],"lineTextDirections":null,"textAutoResize":"HEIGHT","textAlignVertical":"CENTER","style":{"fontFamily":"Outfit","fontPostScriptName":"Outfit-Regular","fontStyle":"Regular","textAutoResize":"HEIGHT","fontVariantPosition":"NORMAL","fontSize":18.0,"textAlignHorizontal":"LEFT","textAlignVertical":"CENTER","letterSpacing":-0.36,"letterSpacingValue":-2.0,"letterSpacingUnit":"PERCENT","lineHeightPx":32.3999977111816,"lineHeightPercent":142.857147216797,"lineHeightPercentFontSize":180.0,"lineHeightUnit":"FONT_SIZE_%","paragraphSpacing":0,"paragraphIndent":0,"listSpacing":0,"italic":false,"textCase":"ORIGINAL","textDecoration":"NONE","textDecorationSkipInk":false,"textDecorationStyle":"solid","textTruncation":"DISABLED"},"styleOverrideTable":{}},"156:446":{"type":"SVG","id":"156:446","name":"X","absoluteBoundingBox":{"x":16324.5,"y":5541.33349609375,"width":72.0,"height":44.0},"isolatedAbsoluteRenderBounds":{"x":16324.5,"y":5541.33349609375,"width":72.0,"height":44.0},"relativeTransform":[[1.0,0.0,107.5],[0.0,1.0,20.0]],"size":{"x":72.0,"y":44.0},"fills":[{"blendMode":"NORMAL","type":"SOLID","color":{"r":1.0,"g":1.0,"b":1.0,"a":1.0},"visible":true,"opacity":1.0}],"constraints":{"vertical":"SCALE","horizontal":"SCALE"},"strokeAlign":"INSIDE","strokes":[{"opacity":0.119999997317791,"blendMode":"NORMAL","type":"SOLID","color":{"r":0.200000002980232,"g":0.200000002980232,"b":0.200000002980232,"a":1.0},"visible":true}],"strokeWeight":0.5,"accessibleHTMLTag":"AUTO","isDecorativeImage":false,"ariaAttributes":{},"interactions":[{"id":{"sessionID":46,"localID":19881},"event":{"interactionType":"ON_CLICK"},"actions":[{"connectionType":"URL","connectionURL":"https://x.com/agiopen_org","openUrlInNewTab":false}],"isDeleted":false,"stateManagementVersion":1}],"hash":"4f9c9b5b0109e75e3f9ea475eeaa8082994134a9"},"158:1630":{"type":"TEXT","id":"158:1630","name":"However, we’re still in the early days. What are the main challenges we need to overcome to make computer use agents truly mainstream? The first is reliability. When a computer use agent performs a task, you expect it to succeed 10 out of 10 times. Even 9 out of 10 can be disastrous in some settings. It’s not as dangerous as autonomous driving, but you still expect the model to reliably understand what’s happening on a website and correct itself when it makes mistakes. That’s the first critical factor. The second challenge is that computer use agents should be considered a superset of what people are building inside ChatGPT or Gemini today. A strong computer use agent that collaborates with you needs to understand your content, be an excellent chatbot, and have enough world knowledge to understand its goals. Making these agents truly powerful requires balancing their capabilities as language models with their efficiency as actor models that can operate a computer.
 The third challenge is data. Computer use data isn’t like YouTube videos or web content you can crawl. Companies building foundation computer-use models must set up efficient annotation workflows, know how to leverage synthetic data, and build large datasets so models can understand what’s happening on a screen. It feels like the early days of embodied intelligence: people have to return to the hard work of collecting data instead of assuming there’s already a gold mine on the internet.","absoluteBoundingBox":{"x":15433.0,"y":2351.66650390625,"width":640.0,"height":704.0},"isolatedAbsoluteRenderBounds":{"x":15433.3603515625,"y":2361.814453125,"width":635.9248046875,"height":688.614013671875},"relativeTransform":[[1.0,0.0,0.0],[0.0,1.0,40.0]],"size":{"x":640.0,"y":704.0},"fills":[{"opacity":0.850000023841858,"blendMode":"NORMAL","type":"SOLID","color":{"r":0.200000002980232,"g":0.200000002980232,"b":0.200000002980232,"a":1.0},"visible":true}],"strokeAlign":"OUTSIDE","layoutAlign":"STRETCH","strokes":[],"effects":[],"accessibleHTMLTag":"AUTO","isDecorativeImage":false,"ariaAttributes":{},"interactions":[],"characterStyleOverrides":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],"characters":"However, we’re still in the early days. What are the main challenges we need to overcome to make computer use agents truly mainstream?\n\nThe first is reliability. When a computer use agent performs a task, you expect it to succeed 10 out of 10 times. Even 9 out of 10 can be disastrous in some settings. It’s not as dangerous as autonomous driving, but you still expect the model to reliably understand what’s happening on a website and correct itself when it makes mistakes. That’s the first critical factor.\n\nThe second challenge is that computer use agents should be considered a superset of what people are building inside ChatGPT or Gemini today. A strong computer use agent that collaborates with you needs to understand your content, be an excellent chatbot, and have enough world knowledge to understand its goals. Making these agents truly powerful requires balancing their capabilities as language models with their efficiency as actor models that can operate a computer.
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Instead of requiring guidance at every step, the model can now observe what’s happening in the world and begin taking action on its own.

The gap today is that while people are training some very good multimodal models — models that can look at an image  and generate answers or descriptions — they’re still not good at two critical things.

First, they struggle with planning their actions. They don’t fully understand how they can affect the world.

Second, they have to learn how to act once they receive feedback. This feedback forms a causal relationship between their actions and the internal dynamics of the environment.

Even in web or computer-use settings, this relationship can be more complicated than the physical world. The physical world roughly follows Newton’s three laws, but webpages and software — take Adobe, for example — are designed in ways that aren’t always convenient for humans. The model has to understand this feedback and adapt accordingly.

We have strong multimodal models that can understand images. We also have LLMs trained to use tools and interact with the world to finish tasks.

Computer use agents combine multimodal intelligence with agentic intelligence.

This approach offers a general interface for actually utilizing agents. Whenever you encounter a long-tail, infrequent workflow, you can simply describe it and let the agent handle it, rather than relying on specialized tools like MCP or writing custom tools for the agent ahead of time. 

Now is a very good moment to be working on agentic computer use.","absoluteBoundingBox":{"x":14249.0,"y":1193.0,"width":800.0,"height":928.0},"isolatedAbsoluteRenderBounds":{"x":14249.251953125,"y":1202.96801757812,"width":795.3984375,"height":880.7939453125},"relativeTransform":[[1.0,0.0,0.0],[0.0,1.0,0.0]],"size":{"x":800.0,"y":928.0},"fills":[{"opacity":0.850000023841858,"blendMode":"NORMAL","type":"SOLID","color":{"r":0.200000002980232,"g":0.200000002980232,"b":0.200000002980232,"a":1.0},"visible":true}],"strokeAlign":"OUTSIDE","layoutAlign":"STRETCH","strokes":[],"effects":[],"accessibleHTMLTag":"AUTO","isDecorativeImage":false,"ariaAttributes":{},"interactions":[],"characterStyleOverrides":[],"characters":"We’ve evolved from the era of the chatbot — where you ask a question and the model reacts — to something more multimodal. Instead of requiring guidance at every step, the model can now observe what’s happening in the world and begin taking action on its own.

The gap today is that while people are training some very good multimodal models — models that can look at an image\n and generate answers or descriptions — they’re still not good at two critical things.

First, they struggle with planning their actions. They don’t fully understand how they can affect the world.

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Even in web or computer-use settings, this relationship can be more complicated than the physical world. The physical world roughly follows Newton’s three laws, but webpages and software — take Adobe, for example — are designed in ways that aren’t always convenient for humans. The model has to understand this feedback and adapt accordingly.

We have strong multimodal models that can understand images. We also have LLMs trained to use tools and interact with the world to finish tasks.

Computer use agents combine multimodal intelligence with agentic intelligence.

This approach offers a general interface for actually utilizing agents. Whenever you encounter a long-tail, infrequent workflow, you can simply describe it and let the agent handle it, rather than relying on specialized tools like MCP or writing custom tools for the agent ahead of time. 

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Built by researchers from MIT, CMU, and UIUC, Lux executes computer-use actions in about 1 second per step and is roughly 10× cheaper than competing models. 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