MAROKO133 Breaking ai: Anthropic launches Cowork, a Claude Desktop agent that works in you

📌 MAROKO133 Hot ai: Anthropic launches Cowork, a Claude Desktop agent that works i

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 Update ai: Spotify adds artist Verified badge, tightens rules as AI mu

Spotify is rolling out a new verification system aimed at strengthening trust in the age of AI-generated music. The company announced a “Verified by Spotify” badge alongside new artist transparency features designed to give listeners more context about who they are hearing.

The move comes as artificial intelligence reshapes music creation and distribution. Spotify says the update will help users better understand artist authenticity and activity across the platform.

Verified badge explained

Spotify’s new badge will appear on artist profiles and in search results. It signals that an artist has passed the platform’s authenticity checks.

The company said the badge confirms a profile has been reviewed and meets its standards for trust. It also introduces Artist Profile Protection, currently in beta, which gives musicians more control over their profiles.

Spotify outlined the criteria for verification. Artists must show consistent listener engagement over time, not just viral spikes. They must also follow platform policies and demonstrate a real-world presence, such as concerts, merchandise, or linked social accounts.

The company stated: “At launch, profiles that appear to primarily represent AI-generated or AI-persona artists are not eligible for verification.” It added that authenticity standards will continue to evolve with the music landscape.

Human review plays a key role in the process. Spotify says it combines automated signals with manual checks to identify genuine artists acting in good faith.

Rolling out gradually

Spotify will introduce the badge over the coming weeks. The rollout will happen in phases due to the scale of its artist base.

The company noted: “Because Spotify is home to millions of uploaders and artist profiles, reviews and verification will happen on an ongoing basis to ensure accuracy and consistency.”

At launch, Spotify claims more than 99% of frequently searched artists will carry the badge. That includes hundreds of thousands of creators, most of them independent.

The platform emphasized its focus on artists with active fan engagement or cultural significance. It deprioritizes “functional music creators and content farms” designed for passive listening.

Spotify clarified that missing a badge does not mean an artist is ineligible. Profiles may still receive verification later as reviews continue.

Alongside verification, Spotify is testing a new artist information panel. This section will appear across all profiles, regardless of verification status.

It will highlight career milestones, release patterns, and touring activity. The company aims to provide a quick snapshot of an artist’s presence and evolution.

Spotify compared the feature to food labeling. It said: “Much like nutrition facts offer a quick, reliable snapshot on what’s inside packaged food, these details—based on Spotify’s platform data—give meaningful signals of an artist’s authentic activity on Spotify, even for those who haven’t yet met our Verified by Spotify criteria.”

The feature will appear in the About section on mobile. Users can also access it by tapping the verification banner.

Together, the badge and new data tools reflect Spotify’s broader push toward transparency. As AI-generated music grows, the platform is trying to draw clearer lines between human artists and synthetic content.

🔗 Sumber: interestingengineering.com