Author: openx_editor

In a move that fundamentally redefines what an AI assistant can do, Anthropic has launched a major update that gives its Claude chatbot the ability to directly control a user’s Mac — clicking buttons, opening applications, typing into fields, and navigating software on the user’s behalf while they step away from their desk.

The update, available immediately as a research preview for paying subscribers, transforms Claude from a conversational assistant into something closer to a remote digital operator. It arrives inside both Claude Cowork, the company’s agentic productivity tool, and Claude Code, its developer-focused command-line agent.

Anthropic is also extending Dispatch — a feature introduced last week that lets users assign Claude tasks from a mobile phone — into Claude Code for the first time, creating an end-to-end pipeline where a user can issue instructions from anywhere and return to a finished deliverable.

How Computer Use Works

The computer use feature works through a layered priority system. When a user assigns Claude a task, it first checks whether a direct connector exists — integrations with services like Gmail, Google Drive, Slack, or Google Calendar. These connectors are the fastest and most reliable path. If no connector is available, Claude falls back to navigating the Chrome browser. Only as a last resort does Claude interact directly with the user’s screen — clicking, typing, scrolling, and opening applications the way a human operator would.

This hierarchy matters. As Anthropic’s documentation explains, “pulling messages through your Slack connection takes seconds, but navigating Slack through your screen takes much longer and is more error-prone.”

Dispatch: Your iPhone as a Remote Control

The real strategic play may not be computer use itself but how Anthropic is pairing it with Dispatch. Dispatch creates a persistent, continuous conversation between Claude on your phone and Claude on your desktop. A user pairs their mobile device with their Mac by scanning a QR code, and from that point forward, they can text Claude instructions from anywhere.

The use cases Anthropic envisions range from mundane to ambitious: having Claude check your email every morning, pull weekly metrics into a report template, organize a cluttered Downloads folder, or even compile a competitive analysis from local files into a formatted document.

The Competitive Landscape

Anthropic’s timing is not accidental. The company is shipping computer use capabilities into a market that has been rapidly reshaped by the viral rise of OpenClaw, the open-source framework that enables AI models to autonomously control computers. OpenClaw exploded earlier this year and proved that users wanted AI agents capable of taking real actions on their computers.

Anthropic is now entering a market that the open-source community essentially created, betting that its advantages — tighter integration, a consumer-friendly interface, and an existing subscriber base — can compete with free.

Security Considerations

The announcement has naturally raised security concerns. When Claude interacts with the screen, it takes screenshots of the user’s desktop to understand what it’s looking at. That means Claude can see anything visible on the screen, including personal data, sensitive documents, or private information.

Anthropic has built several layers of defense. Claude requests permission before accessing each application. Some sensitive apps — investment platforms, cryptocurrency tools — are blocked by default. Users can maintain a blocklist of applications Claude is never allowed to touch. The system scans for signs of prompt injection during computer use sessions. And users can stop Claude at any point.

But the company is remarkably forthright about the limits of these protections. “Computer use is still early compared to Claude’s ability to code or interact with text,” Anthropic’s blog post states. “Claude can make mistakes, and while we continue to improve our safeguards, threats are constantly evolving.”

The Bottom Line

The new features are available to Claude Pro subscribers (starting at $17 per month) and Max subscribers ($100 or $200 per month), but only on macOS for now. Early hands-on testing suggests the feature works well for information retrieval and summarization but struggles with more complex, multi-step workflows.

As one early user on social media captured the broader ambition: “combine this with /schedule and you’ve basically got a background worker that can interact with any app on a cron job. that’s not an AI assistant anymore, that’s infrastructure.”

Whether consumers are ready to hand their computers over to an AI remains to be seen. But with this launch, Anthropic has made it clear: the era of AI agents that can actually do work is no longer a distant promise. It’s a present reality, available for download today.

Web infrastructure giant Cloudflare has unveiled Dynamic Workers, a new lightweight, isolate-based sandboxing system that starts in milliseconds, uses only a few megabytes of memory, and can run on the same machine — even the same thread — as the request that created it.

Compared with traditional Linux containers, the company says that makes Dynamic Workers roughly 100x faster to start and between 10x and 100x more memory efficient.

The Problem with Containers

Cloudflare’s argument is blunt: for “consumer-scale” agents, containers are too slow and too expensive. In the company’s framing, a container is fine when a workload persists, but it is a bad fit when an agent needs to run one small computation, return a result and disappear. Developers either keep containers warm, which costs money, or tolerate cold-start delay, which hurts responsiveness.

Dynamic Worker Loader is Cloudflare’s answer. The API allows one Worker to instantiate another Worker at runtime with code provided on the fly, usually by a language model. Because these dynamic Workers are built on isolates, Cloudflare says they can be created on demand, run one snippet of code, and then be thrown away immediately afterward.

Code Mode: From Tool Orchestration to Generated Logic

The release makes the most sense in the context of Cloudflare’s larger Code Mode strategy. The idea is simple: instead of giving an agent a long list of tools and asking it to call them one by one, give it a programming surface and let it write a short TypeScript function that performs the logic itself.

That means the model can chain calls together, filter data, manipulate files and return only the final result, rather than filling the context window with every intermediate step. Cloudflare says that cuts both latency and token usage, and improves outcomes especially when the tool surface is large.

The company points to its own Cloudflare MCP server as proof of concept. Rather than exposing the full Cloudflare API as hundreds of individual tools, it says the server exposes the entire API through two tools — search and execute — in under 1,000 tokens because the model writes code against a typed API instead of navigating a long tool catalog.

Security Remains the Hardest Part

Cloudflare does not pretend this is easy to secure. In fact, the company explicitly says hardening an isolate-based sandbox is trickier than relying on hardware virtual machines, and notes that security bugs in V8 are more common than those in typical hypervisors.

Cloudflare’s response is that it has nearly a decade of experience doing exactly that. The company points to automatic rollout of V8 security patches within hours, a custom second-layer sandbox, dynamic cordoning of tenants based on risk, and research into defenses against Spectre-style side-channel attacks.

Isolates vs. MicroVMs: Two Different Homes for Agents

Cloudflare’s launch highlights a growing split in the AI-agent market. One side emphasizes fast, disposable, web-scale execution. The other emphasizes deeper, more persistent environments with stronger machine-like boundaries.

Docker Sandboxes offers a useful contrast. Rather than using standard containers alone, it uses lightweight microVMs to give each agent its own private Docker daemon. Cloudflare is optimizing for something different: short-lived, high-volume execution on the global web.

Early Use Cases

Cloudflare is pitching Dynamic Workers for much more than quick code snippets. One example is Zite, which is building an app platform where users interact through chat while the model writes TypeScript behind the scenes to build CRUD apps, connect to services like Stripe, Airtable and Google Calendar, and run backend logic. Cloudflare says Zite now handles “millions of execution requests daily” using the system.

Pricing and Availability

Dynamic Worker Loader is now in open beta and available to all users on the Workers Paid plan. Cloudflare says dynamically loaded Workers are priced at $0.002 per unique Worker loaded per day, in addition to standard CPU and invocation charges, though that per-Worker fee is waived during the beta period.

Cloudflare’s launch lands at a moment when AI infrastructure is becoming more opinionated. Some vendors are leaning toward long-lived agent environments. Cloudflare is taking the opposite angle: for many workloads, the right agent runtime is not a persistent container or a tiny VM, but a fast, disposable isolate that appears instantly, executes one generated program, and vanishes.

In a move that fundamentally redefines what an AI assistant can do, Anthropic has launched a major update that gives its Claude chatbot the ability to directly control a user’s Mac — clicking buttons, opening applications, typing into fields, and navigating software on the user’s behalf while they step away from their desk.

The update, available immediately as a research preview for paying subscribers, transforms Claude from a conversational assistant into something closer to a remote digital operator. It arrives inside both Claude Cowork, the company’s agentic productivity tool, and Claude Code, its developer-focused command-line agent.

Anthropic is also extending Dispatch — a feature introduced last week that lets users assign Claude tasks from a mobile phone — into Claude Code for the first time, creating an end-to-end pipeline where a user can issue instructions from anywhere and return to a finished deliverable.

How Computer Use Works

The computer use feature works through a layered priority system. When a user assigns Claude a task, it first checks whether a direct connector exists — integrations with services like Gmail, Google Drive, Slack, or Google Calendar. These connectors are the fastest and most reliable path. If no connector is available, Claude falls back to navigating the Chrome browser. Only as a last resort does Claude interact directly with the user’s screen — clicking, typing, scrolling, and opening applications the way a human operator would.

This hierarchy matters. As Anthropic’s documentation explains, “pulling messages through your Slack connection takes seconds, but navigating Slack through your screen takes much longer and is more error-prone.”

Dispatch: Your iPhone as a Remote Control

The real strategic play may not be computer use itself but how Anthropic is pairing it with Dispatch. Dispatch creates a persistent, continuous conversation between Claude on your phone and Claude on your desktop. A user pairs their mobile device with their Mac by scanning a QR code, and from that point forward, they can text Claude instructions from anywhere.

The use cases Anthropic envisions range from mundane to ambitious: having Claude check your email every morning, pull weekly metrics into a report template, organize a cluttered Downloads folder, or even compile a competitive analysis from local files into a formatted document.

The Competitive Landscape

Anthropic’s timing is not accidental. The company is shipping computer use capabilities into a market that has been rapidly reshaped by the viral rise of OpenClaw, the open-source framework that enables AI models to autonomously control computers. OpenClaw exploded earlier this year and proved that users wanted AI agents capable of taking real actions on their computers.

Anthropic is now entering a market that the open-source community essentially created, betting that its advantages — tighter integration, a consumer-friendly interface, and an existing subscriber base — can compete with free.

Security Considerations

The announcement has naturally raised security concerns. When Claude interacts with the screen, it takes screenshots of the user’s desktop to understand what it’s looking at. That means Claude can see anything visible on the screen, including personal data, sensitive documents, or private information.

Anthropic has built several layers of defense. Claude requests permission before accessing each application. Some sensitive apps — investment platforms, cryptocurrency tools — are blocked by default. Users can maintain a blocklist of applications Claude is never allowed to touch. The system scans for signs of prompt injection during computer use sessions. And users can stop Claude at any point.

But the company is remarkably forthright about the limits of these protections. “Computer use is still early compared to Claude’s ability to code or interact with text,” Anthropic’s blog post states. “Claude can make mistakes, and while we continue to improve our safeguards, threats are constantly evolving.”

The Bottom Line

The new features are available to Claude Pro subscribers (starting at $17 per month) and Max subscribers ($100 or $200 per month), but only on macOS for now. Early hands-on testing suggests the feature works well for information retrieval and summarization but struggles with more complex, multi-step workflows.

As one early user on social media captured the broader ambition: “combine this with /schedule and you’ve basically got a background worker that can interact with any app on a cron job. that’s not an AI assistant anymore, that’s infrastructure.”

Whether consumers are ready to hand their computers over to an AI remains to be seen. But with this launch, Anthropic has made it clear: the era of AI agents that can actually do work is no longer a distant promise. It’s a present reality, available for download today.

In a move that fundamentally redefines what an AI assistant can do, Anthropic has launched a major update that gives its Claude chatbot the ability to directly control a user’s Mac — clicking buttons, opening applications, typing into fields, and navigating software on the user’s behalf while they step away from their desk.

The update, available immediately as a research preview for paying subscribers, transforms Claude from a conversational assistant into something closer to a remote digital operator. It arrives inside both Claude Cowork, the company’s agentic productivity tool, and Claude Code, its developer-focused command-line agent.

Anthropic is also extending Dispatch — a feature introduced last week that lets users assign Claude tasks from a mobile phone — into Claude Code for the first time, creating an end-to-end pipeline where a user can issue instructions from anywhere and return to a finished deliverable.

How Computer Use Works

The computer use feature works through a layered priority system. When a user assigns Claude a task, it first checks whether a direct connector exists — integrations with services like Gmail, Google Drive, Slack, or Google Calendar. These connectors are the fastest and most reliable path. If no connector is available, Claude falls back to navigating the Chrome browser. Only as a last resort does Claude interact directly with the user’s screen — clicking, typing, scrolling, and opening applications the way a human operator would.

This hierarchy matters. As Anthropic’s documentation explains, “pulling messages through your Slack connection takes seconds, but navigating Slack through your screen takes much longer and is more error-prone.”

Dispatch: Your iPhone as a Remote Control

The real strategic play may not be computer use itself but how Anthropic is pairing it with Dispatch. Dispatch creates a persistent, continuous conversation between Claude on your phone and Claude on your desktop. A user pairs their mobile device with their Mac by scanning a QR code, and from that point forward, they can text Claude instructions from anywhere.

The use cases Anthropic envisions range from mundane to ambitious: having Claude check your email every morning, pull weekly metrics into a report template, organize a cluttered Downloads folder, or even compile a competitive analysis from local files into a formatted document.

The Competitive Landscape

Anthropic’s timing is not accidental. The company is shipping computer use capabilities into a market that has been rapidly reshaped by the viral rise of OpenClaw, the open-source framework that enables AI models to autonomously control computers. OpenClaw exploded earlier this year and proved that users wanted AI agents capable of taking real actions on their computers.

Anthropic is now entering a market that the open-source community essentially created, betting that its advantages — tighter integration, a consumer-friendly interface, and an existing subscriber base — can compete with free.

Security Considerations

The announcement has naturally raised security concerns. When Claude interacts with the screen, it takes screenshots of the user’s desktop to understand what it’s looking at. That means Claude can see anything visible on the screen, including personal data, sensitive documents, or private information.

Anthropic has built several layers of defense. Claude requests permission before accessing each application. Some sensitive apps — investment platforms, cryptocurrency tools — are blocked by default. Users can maintain a blocklist of applications Claude is never allowed to touch. The system scans for signs of prompt injection during computer use sessions. And users can stop Claude at any point.

But the company is remarkably forthright about the limits of these protections. “Computer use is still early compared to Claude’s ability to code or interact with text,” Anthropic’s blog post states. “Claude can make mistakes, and while we continue to improve our safeguards, threats are constantly evolving.”

The Bottom Line

The new features are available to Claude Pro subscribers (starting at $17 per month) and Max subscribers ($100 or $200 per month), but only on macOS for now. Early hands-on testing suggests the feature works well for information retrieval and summarization but struggles with more complex, multi-step workflows.

As one early user on social media captured the broader ambition: “combine this with /schedule and you’ve basically got a background worker that can interact with any app on a cron job. that’s not an AI assistant anymore, that’s infrastructure.”

Whether consumers are ready to hand their computers over to an AI remains to be seen. But with this launch, Anthropic has made it clear: the era of AI agents that can actually do work is no longer a distant promise. It’s a present reality, available for download today.