MAROKO133 Hot ai: Anthropic launches Cowork, a Claude Desktop agent that works in your fil

📌 MAROKO133 Update ai: Anthropic launches Cowork, a Claude Desktop agent that work

Anthropic released Cowork on Monday, a new AI agent capability that extends the power of its wildly successful Claude Code tool to non-technical users — and according to company insiders, the team built the entire feature in approximately a week and a half, largely using Claude Code itself.

The launch marks a major inflection point in the race to deliver practical AI agents to mainstream users, positioning Anthropic to compete not just with OpenAI and Google in conversational AI, but with Microsoft's Copilot in the burgeoning market for AI-powered productivity tools.

"Cowork lets you complete non-technical tasks much like how developers use Claude Code," the company announced via its official Claude account on X. The feature arrives as a research preview available exclusively to Claude Max subscribers — Anthropic's power-user tier priced between $100 and $200 per month — through the macOS desktop application.

For the past year, the industry narrative has focused on large language models that can write poetry or debug code. With Cowork, Anthropic is betting that the real enterprise value lies in an AI that can open a folder, read a messy pile of receipts, and generate a structured expense report without human hand-holding.

How developers using a coding tool for vacation research inspired Anthropic's latest product

The genesis of Cowork lies in Anthropic's recent success with the developer community. In late 2024, the company released Claude Code, a terminal-based tool that allowed software engineers to automate rote programming tasks. The tool was a hit, but Anthropic noticed a peculiar trend: users were forcing the coding tool to perform non-coding labor.

According to Boris Cherny, an engineer at Anthropic, the company observed users deploying the developer tool for an unexpectedly diverse array of tasks.

"Since we launched Claude Code, we saw people using it for all sorts of non-coding work: doing vacation research, building slide decks, cleaning up your email, cancelling subscriptions, recovering wedding photos from a hard drive, monitoring plant growth, controlling your oven," Cherny wrote on X. "These use cases are diverse and surprising — the reason is that the underlying Claude Agent is the best agent, and Opus 4.5 is the best model."

Recognizing this shadow usage, Anthropic effectively stripped the command-line complexity from their developer tool to create a consumer-friendly interface. In its blog post announcing the feature, Anthropic explained that developers "quickly began using it for almost everything else," which "prompted us to build Cowork: a simpler way for anyone — not just developers — to work with Claude in the very same way."

Inside the folder-based architecture that lets Claude read, edit, and create files on your computer

Unlike a standard chat interface where a user pastes text for analysis, Cowork requires a different level of trust and access. Users designate a specific folder on their local machine that Claude can access. Within that sandbox, the AI agent can read existing files, modify them, or create entirely new ones.

Anthropic offers several illustrative examples: reorganizing a cluttered downloads folder by sorting and intelligently renaming each file, generating a spreadsheet of expenses from a collection of receipt screenshots, or drafting a report from scattered notes across multiple documents.

"In Cowork, you give Claude access to a folder on your computer. Claude can then read, edit, or create files in that folder," the company explained on X. "Try it to create a spreadsheet from a pile of screenshots, or produce a first draft from scattered notes."

The architecture relies on what is known as an "agentic loop." When a user assigns a task, the AI does not merely generate a text response. Instead, it formulates a plan, executes steps in parallel, checks its own work, and asks for clarification if it hits a roadblock. Users can queue multiple tasks and let Claude process them simultaneously — a workflow Anthropic describes as feeling "much less like a back-and-forth and much more like leaving messages for a coworker."

The system is built on Anthropic's Claude Agent SDK, meaning it shares the same underlying architecture as Claude Code. Anthropic notes that Cowork "can take on many of the same tasks that Claude Code can handle, but in a more approachable form for non-coding tasks."

The recursive loop where AI builds AI: Claude Code reportedly wrote much of Claude Cowork

Perhaps the most remarkable detail surrounding Cowork's launch is the speed at which the tool was reportedly built — highlighting a recursive feedback loop where AI tools are being used to build better AI tools.

During a livestream hosted by Dan Shipper, Felix Rieseberg, an Anthropic employee, confirmed that the team built Cowork in approximately a week and a half.

Alex Volkov, who covers AI developments, expressed surprise at the timeline: "Holy shit Anthropic built 'Cowork' in the last… week and a half?!"

This prompted immediate speculation about how much of Cowork was itself built by Claude Code. Simon Smith, EVP of Generative AI at Klick Health, put it bluntly on X: "Claude Code wrote all of Claude Cowork. Can we all agree that we're in at least somewhat of a recursive improvement loop here?"

The implication is profound: Anthropic's AI coding agent may have substantially contributed to building its own non-technical sibling product. If true, this is one of the most visible examples yet of AI systems being used to accelerate their own development and expansion — a strategy that could widen the gap between AI labs that successfully deploy their own agents internally and those that do not.

Connectors, browser automation, and skills extend Cowork's reach beyond the local file system

Cowork doesn't operate in isolation. The feature integrates with Anthropic's existing ecosystem of connectors — tools that link Claude to external information sources and services such as Asana, Notion, PayPal, and other supported partners. Users who have configured these connections in the standard Claude interface can leverage them within Cowork sessions.

Additionally, Cowork can pair with Claude in Chrome, Anthropic's browser…

Konten dipersingkat otomatis.

🔗 Sumber: venturebeat.com

📌 MAROKO133 Eksklusif ai: Rolls-Royce turns to aseismic bearings to de-risk small

Rolls-Royce SMR, the company tasked with building the next generation of nuclear reactors in the UK, has decided to incorporate aseismic bearings into its small modular reactor design to enhance safety. To this effect, it has signed a contract with Skanska to deliver a demonstrator for its SMR design, a press release said. 

As the world seeks carbon-free ways to meet its energy needs, nuclear energy is making a major comeback. Instead of spending time and effort on large-scale nuclear power plants that are plagued by construction and cost overruns, companies are working on building small modular reactors (SMRs) that can be built at scale at a single location and then shipped to the point of operation. 

While the reactor is much smaller, it still carries the same risks as a larger nuclear plant. The SMR design includes safety provisions to prevent a meltdown, but earthquake risks remain a major concern. This is why Rolls-Royce SMR is turning to aseismic bearings to increase the safety of its design. 

What do aseismic bearings do? 

Aseismic bearings are specialized bearings made out of layers of rubber pads or other sliding surfaces that can decouple a building from ground motion during an earthquake. This layer, located between the building foundation and the superstructure, absorbs the high seismic energy generated during a quake. 

When the building’s foundation and superstructure are connected, the building becomes rigid and begins resisting seismic movements during an earthquake. With aseismic bearings installed, the building begins to absorb these movements, reducing accelerations within the structure and preventing collapse. 

This technology has proven useful in protecting critical structures such as schools, hospitals, and large nuclear plants during earthquakes, and Rolls-Royce SMR intends to use it for its reactor as well. 

Earthquake-proof SMR

For its SMR design, Rolls-Royce has partnered with the Swedish firm Skanska’s fabrication facility in Doncaster, UK, to build a prototype aseismic bearing pedestal. This is aimed at helping Rolls Royce SMR team standardize the design across a wide range of geotechnical and seismic conditions. 

Skanska, a project development and construction company, is renowned for delivering complex building and infrastructure projects. 

“Working with Skanska is a significant step forward in proving the capability of our aseismic bearing technology and demonstrating our modular approach to construction,” said Ruth Todd, Rolls-Royce SMR Operations and Supply Chain Director. 

“By working with a trusted delivery partner, we are de-risking our ‘fleet-based’ approach and creating opportunities for more British and Czech suppliers to play a key role in the Rolls-Royce SMR mission.”

Rolls-Royce SMR is the preferred bidder in the Great British Energy – Nuclear (GBE-N) SMR competition and will build 3 GW of nuclear power facilities in the Czech Republic. GBE-N also plans to build the UK’s first SMR at Anglesey, Wales. 

“We’ll be bringing our civil engineering, design, and fabrication expertise to build and test a first-of-its-kind pre-cast bearing pedestal – a critical component for Rolls-Royce SMR in building new nuclear power generation,” added Adam McDonald, Executive Vice President at Skanska UK, in a press release. 

“Over the coming months, we’ll develop the prototype and run various technical trials at our Bentley Works facility in Doncaster. We are looking forward to playing our part in developing the next generation of nuclear energy.”

🔗 Sumber: interestingengineering.com