MAROKO133 Eksklusif ai: How Anthropic’s ‘Skills’ make Claude faster, cheaper, and more con

📌 MAROKO133 Update ai: How Anthropic’s ‘Skills’ make Claude faster, cheaper, and m

Anthropic launched a new capability on Thursday that allows its Claude AI assistant to tap into specialized expertise on demand, marking the company's latest effort to make artificial intelligence more practical for enterprise workflows as it chases rival OpenAI in the intensifying competition over AI-powered software development.

The feature, called Skills, enables users to create folders containing instructions, code scripts, and reference materials that Claude can automatically load when relevant to a task. The system marks a fundamental shift in how organizations can customize AI assistants, moving beyond one-off prompts to reusable packages of domain expertise that work consistently across an entire company.

"Skills are based on our belief and vision that as model intelligence continues to improve, we'll continue moving towards general-purpose agents that often have access to their own filesystem and computing environment," said Mahesh Murag, a member of Anthropic's technical staff, in an exclusive interview with VentureBeat. "The agent is initially made aware only of the names and descriptions of each available skill and can choose to load more information about a particular skill when relevant to the task at hand."

The launch comes as Anthropic, valued at $183 billion after a recent $13 billion funding round, projects its annual revenue could nearly triple to as much as $26 billion in 2026, according to a recent Reuters report. The company is currently approaching a $7 billion annual revenue run rate, up from $5 billion in August, fueled largely by enterprise adoption of its AI coding tools — a market where it faces fierce competition from OpenAI's recently upgraded Codex platform.

How 'progressive disclosure' solves the context window problem

Skills differ fundamentally from existing approaches to customizing AI assistants, such as prompt engineering or retrieval-augmented generation (RAG), Murag explained. The architecture relies on what Anthropic calls "progressive disclosure" — Claude initially sees only skill names and brief descriptions, then autonomously decides which skills to load based on the task at hand, accessing only the specific files and information needed at that moment.

"Unlike RAG, this relies on simple tools that let Claude manage and read files from a filesystem," Murag told VentureBeat. "Skills can contain an unbounded amount of context to teach Claude how to complete a task or series of tasks. This is because Skills are based on the premise of an agent being able to autonomously and intelligently navigate a filesystem and execute code."

This approach allows organizations to bundle far more information than traditional context windows permit, while maintaining the speed and efficiency that enterprise users demand. A single skill can include step-by-step procedures, code templates, reference documents, brand guidelines, compliance checklists, and executable scripts — all organized in a folder structure that Claude navigates intelligently.

The system's composability provides another technical advantage. Multiple skills automatically stack together when needed for complex workflows. For instance, Claude might simultaneously invoke a company's brand guidelines skill, a financial reporting skill, and a presentation formatting skill to generate a quarterly investor deck — coordinating between all three without manual intervention.

What makes Skills different from OpenAI's Custom GPTs and Microsoft's Copilot

Anthropic is positioning Skills as distinct from competing offerings like OpenAI's Custom GPTs and Microsoft's Copilot Studio, though the features address similar enterprise needs around AI customization and consistency.

"Skills' combination of progressive disclosure, composability, and executable code bundling is unique in the market," Murag said. "While other platforms require developers to build custom scaffolding, Skills let anyone — technical or not — create specialized agents by organizing procedural knowledge into files."

The cross-platform portability also sets Skills apart. The same skill works identically across Claude.ai, Claude Code (Anthropic's AI coding environment), the company's API, and the Claude Agent SDK for building custom AI agents. Organizations can develop a skill once and deploy it everywhere their teams use Claude, a significant advantage for enterprises seeking consistency.

The feature supports any programming language compatible with the underlying container environment, and Anthropic provides sandboxing for security — though the company acknowledges that allowing AI to execute code requires users to carefully vet which skills they trust.

Early customers report 8x productivity gains on finance workflows

Early customer implementations reveal how organizations are applying Skills to automate complex knowledge work. At Japanese e-commerce giant Rakuten, the AI team is using Skills to transform finance operations that previously required manual coordination across multiple departments.

"Skills streamline our management accounting and finance workflows," said Yusuke Kaji, general manager of AI at Rakuten in a statement. "Claude processes multiple spreadsheets, catches critical anomalies, and generates reports using our procedures. What once took a day, we can now accomplish in an hour."

That's an 8x improvement in productivity for specific workflows — the kind of measurable return on investment that enterprises increasingly demand from AI implementations. Mike Krieger, Anthropic's chief product officer and Instagram co-founder, recently noted that companies have moved past "AI FOMO" to requiring concrete success metrics.

Design platform Canva plans to integrate Skills into its own AI agent workflows. "Canva plans to leverage Skills to customize agents and expand what they can do," said Anwar Haneef, general manager and head of ecosystem at Canva in a statement. "This unlocks new ways to bring Canva deeper into agentic workflows—helping teams capture their unique context and create stunning, high-quality designs effortlessly."

Cloud storage provider Box sees Skills as a way to make corporate content repositories more actionable. "Skills teaches Claude how to work with Box content," said Yashodha Bhavnani, head of AI at Box. "Users can transform stored files into PowerPoint presentations, Excel spreadsheets, and Word documents that follow their organization's standards—saving hours of effort."

The enterprise se…

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🔗 Sumber: venturebeat.com


📌 MAROKO133 Hot ai: OpenAI halts Sora videos of Martin Luther King Jr. after deepf

OpenAI has stopped users from generating videos of Martin Luther King Jr. on its Sora app after the civil rights leader’s estate raised concerns about “disrespectful depictions” circulating online.

The company said it will pause all likeness-based generations of Dr. King while it strengthens guardrails for historical figures.

In a joint statement on Thursday, OpenAI and the Estate of Martin Luther King, Jr., Inc. said they are working together to ensure responsible representation. “At King, Inc.’s request, OpenAI has paused generations depicting Dr. King as it strengthens guardrails for historical figures,” the statement said.

OpenAI added that while there are “strong free speech interests in depicting historical figures,” it believes that “public figures and their families should ultimately have control over how their likeness is used.”

The company thanked Dr. Bernice A. King for her outreach and John Hope Bryant and the AI Ethics Council for facilitating discussions on the issue.

The move follows a wave of hyper-realistic deepfake videos showing King in crude and offensive scenarios. These videos, shared widely across social media, falsely depicted him stealing, fleeing police, and reinforcing racial stereotypes.

OpenAI’s Sora app, launched three weeks ago, lets users create lifelike videos using AI.

However, its minimal restrictions have alarmed lawyers, researchers, and public figures. Critics say the app’s “shoot-first, aim-later” rollout has left it vulnerable to abuse.

When users join Sora, they upload multiple angles of themselves and record their voice.

Others can then create videos of them, called “cameos.” But the system also allowed anyone to generate footage of public figures such as Princess Diana, John F. Kennedy, Malcolm X, and Kurt Cobain without permission.

Critics question OpenAI’s timing

Legal experts say OpenAI’s response came too late. Kristelia García, an intellectual property law professor at Georgetown Law, said acting only after the King estate complained fits the company’s “asking forgiveness, not permission” pattern.

“The AI industry seems to move really quickly, and first-to-market appears to be the currency of the day,” García said.

She noted that right-to-publicity and defamation laws vary across states and may not always cover deepfakes.

This means companies face “little legal downside to just letting things ride unless and until someone complains,” García added.

Some states, like California, give heirs strong rights over a public figure’s likeness for up to 70 years after death.

Estates and families push back

Following public criticism, OpenAI CEO Sam Altman announced that rights holders will soon need to opt in for AI likeness use rather than being included by default. Yet many families remain unhappy.

After fake Robin Williams videos went viral, his daughter Zelda Williams wrote on Instagram: “Please, just stop sending me AI videos of my dad… it’s NOT what he’d want.” Bernice King echoed that plea on X, saying simply, “Please stop.”

Hollywood studios and talent agencies have also warned that Sora’s release without consent from rights holders mirrors OpenAI’s earlier data practices. ChatGPT was trained on copyrighted content before the company later struck licensing deals.

That approach has already led to multiple copyright lawsuits, and the Sora controversy may add to the list.

🔗 Sumber: interestingengineering.com


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