Anthropic’s Claude Computer Use Is A Game Changer | YC Decoded

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The rocks can talk, but they can also read, they can see, and now they can use a computer.

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Browsing the web, clicking buttons, typing text all by itself.

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The age of AI agents is here.

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One of the first out of the gates is Claude Computer Use, Anthropic's brand new AI agent.

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Let's dive into how it works, what it can do, and how it may change AI forever.

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In October, Anthropic made waves when it released a set of upgraded models, Claude 3. 5 Haiku and a new 3. 5 Sonnet.

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They also released something special, Computer Use.

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But they're not the only ones in this space.

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We already know Sam Altman is working to recreate Samantha from the movie Her.

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And OpenAI is said to be releasing its own agent, Operator, in the new year.

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Google is working on something similar, too.

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The landscape for AI agents is growing fast and so far, Anthropic is the first of the big AI labs to get into the game.

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Right now, Claude Computer Use is still in public beta as developers put it to the test.

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But already, it's looking like a complete game changer. So, how does it work?

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Claude had the ability to understand images for a while, so the next step was to train it on how and when to perform specific actions, like clicking buttons or writing text, based on what's displayed on the screen.

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Claude has, has had for a long time, since Claude 3 back in March, the ability to analyze images and respond to them with text.

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The only new thing we added is, those images can be screenshots of a computer.

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And in response, we train the model to give a location on the screen where you can click and or buttons on the keyboard, you can press in order to take action.

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And it turns out that with actually not all that much additional training, the models can get quite good at that task.

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It's a good example of generalization.

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For this, Anthropic needed to train Claude to recognize exact locations on the screen, down to the pixel.

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Anthropic was then able to train Claude to understand what's happening on screen, and to reason about how it should use its software tools to do tasks.

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For example, it might help you automate boring and repetitive tasks.

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Claude's going to start taking screenshots of my screen and quickly realizes that the Ant Equipment Company isn't actually in the spreadsheet.

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Luckily, we get a search match and Claude then starts scrolling through the page looking for all the information it needs to fill out this form.

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To get started with Computer Use, developers have to run it in a virtual machine or container like Docker.

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You'll also need an Anthropic API key.

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Once that's all set, you can then open a dedicated browser window which shows the user prompt on the left and Claude's activity on the right.

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Claude starts by analyzing the prompt and deciding which tool to use.

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As it works, it takes a screenshot at each step to check its progress, making sure the task is on track.

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If adjustments are needed, Claude loops back to try different actions or tools until it completes the task.

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This repeatable loop of deciding, evaluating, and acting is called the "agent loop" and it's how Claude handles complicated step-by-step tasks all on its own.

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So, what else can Computer Use make possible?

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In their own demos, Anthropic shows us a few different tasks.

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Like this one of Claude helping to plan a sunrise hike at the Golden Gate Bridge.

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It searches the web, figures out some important details, and then creates an event in Google Calendar.

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In another example, Wharton professor Ethan Mollick puts Claude Computer Use to the test by feeding it a video of a construction site and prompting Claude to monitor the site and look for issues with safety.

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You'll see Claude take screenshot after screenshot analyzing different parts of the site, making note of all the gear and materials, and trying to spot any potential issues.

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It even finishes up by putting everything together in a nice neat spreadsheet.

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Automated OSHA compliance? Check.

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By now, it should be clear that Computer Use is a step forward for AI.

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Up until now, developers have had to make tools to fit the model, coming up with custom environments where AIs use specially designed tools to do different various tasks.

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Now, we can make the model fit the tools.

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That's a powerful change.

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Computer Use opens up so many applications.

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Businesses can automate repetitive tasks and increase efficiency, while the average user can save time on routine things like booking flights or ordering food.

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It's easy to see a future where AI agents handle most of the drudge work for us.

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And for developers, Computer Use massively lowers the barriers to entry.

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LLMs have already made tasks like coding way more accessible to the average person, and Computer Use takes that a whole step further.

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Computer Use is still a work in progress, so it has some bugs and limitations.

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It's much slower than typical models and has a tendency to crash from time to time.

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So, reliability is still an early concern.

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Occasionally, Claude will misstep in its tool selection, get confused, or even sometimes veer off task.

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During one session that Anthropic shared on YouTube, Claude unexplainably started searching for pictures of Yellowstone National Park out of nowhere in the middle of its task.

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To be fair, humans get distracted and sometimes do that too.

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Claude does have guardrails.

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Since it could easily be used for abuse, it steers clear of things like account creation or content generation for social media.

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It's also vulnerable to prompt injection, a security risk where the model can be tricked to follow different information or prompts embedded in the online sources it visits, rather than sticking to the original prompt.

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Imagine a website prompt injecting Claude to upload the contents of your password manager. That'd be bad.

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Anthropic thought about this and tries to keep users safe by keeping actions contained to a secure virtual machine, limiting access to sensitive data, and strictly controlling approved sites.

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However, many of these limitations could be lifted soon, because this beta is just the beginning.

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Anthropic already said that Computer Use will rapidly improve to become faster, more reliable, and more useful for the tasks users want to complete.

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Plenty of startups are getting into the mix too.

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Just recently, a YC company, Kura, released their own browser agents that seem to outperform Claude Computer Use on the WebVoyager benchmark, achieving a new state of the art.

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In the near future, LLMs, with the full ability to use and control computers, will reshape everything.

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How developers write software, how CEOs run their companies, and even how we all live our daily lives.

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Each new groundbreaking application will transform how we work, connect, and live.

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This kind of AI won't just be an assistant, it'll take on entire tasks that once needed whole teams or companies.

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So, what will you build with Computer Use?