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

📌 MAROKO133 Breaking ai: Anthropic launches Cowork, a Claude Desktop agent that wo

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: TikTok outages spark censorship fears, company blames st

TikTok users across the United States began reporting strange app behavior late Sunday, as feeds stalled and searches failed without warning.

Many quickly blamed censorship. Several posts claimed the platform blocked information related to recent ICE operations, fueling panic before any official explanation emerged.

The disruption unfolded during a major winter storm that knocked out power nationwide, but its timing raised eyebrows.

The outages followed closely after TikTok finalized its U.S. spin-off, a move mandated by federal authorities.

Reports flooded social media as comment sections refused to load and searches returned inconsistent results.

Some users said their For You pages refreshed endlessly. Others described missing hashtags and delayed video uploads.

The timing drove speculation. TikTok completed the formation of its new U.S. entity just days earlier, following years of scrutiny from Washington over national security concerns.

Lawmakers had focused on TikTok’s former ownership under ByteDance.

Under the new structure, ByteDance now owns less than 20 percent of the venture. Managing investors Oracle, Silver Lake, and MGX each control 15 percent.

As glitches spread, some users questioned whether the transition disrupted backend systems. Others suggested U.S. oversight now shaped content visibility.

Data center failure

TikTok pushed back on those claims. The TikTok USDS Joint Venture said a power outage at a U.S. data center caused the disruptions.

In a post on X, the company said the outage affected TikTok and other apps it operates. Engineers worked with a data center partner to restore stability.

The company apologized and said teams continued monitoring performance.

The explanation aligned with broader conditions. Winter storms knocked out electricity for more than one million Americans.

Downdetector data showed outage reports spread across multiple states.

Some users regained full access within hours. Others still reported limited functionality into Monday.

Protests fuel censorship fears

The outage overlapped with protests in Minneapolis, where federal authorities deployed thousands of agents in early January.

U.S. Immigration and Customs Enforcement described the effort as its largest immigration operation to date.

On Saturday, border patrol agents shot and killed Alex Pretti. The death marked ICE’s second civilian killing in Minneapolis this month.

Following the incident, TikTok users said searches related to the protests failed to surface videos. Some claimed hashtags redirected to unrelated content.

Those glitches intensified fears of government interference.

TikTok denied suppressing information. The company said the same infrastructure failure affected search functions across unrelated topics.

Users also raised concerns about TikTok’s updated privacy policy. The document allows the collection of sensitive personal data, including immigration status and sexual orientation. TechCrunch reported that similar language appeared in earlier versions to comply with California privacy laws.

While the outages and policy updates appear linked to bad timing rather than intent, distrust remains high during periods of political unrest.

That unease spilled elsewhere. Short-form video platform UpScrolled reported a surge of new users over the weekend.

The company said the influx briefly overwhelmed its servers. UpScrolled now ranks above TikTok in parts of Apple’s App Store charts, marketing itself as an alternative for users who feel unheard.

🔗 Sumber: interestingengineering.com