On January 12, 2026, Anthropic announced Claude Cowork, a general-purpose AI agent designed to automate file management and document processing tasks on macOS. The tool extends Claude's capabilities beyond conversational interfaces to enable autonomous execution of multi-step workflows within designated local directories. 'Claude Cowork consumed 11GB of files accidentally during testing. Users should implement appropriate backup procedures before granting directory access.' -User reports on GitHub and Reddit Claude Cowork operates through a folder-permission model where users grant the AI read, write, and create access to specific directories. The system runs within a virtual machine using Apple's Virtualization Framework, providing isolation from the host operating system. According to Anthropic's blog post, the tool was built primarily by Claude Code itself in approximately 1.5 weeks, demonstrating the AI's code generation capabilities. The architecture implements sub-agent coordination for parallelizable tasks. When presented with independent subtasks, Cowork spawns multiple Claude instances that execute concurrently and aggregate results. This approach aims to reduce total execution time for complex operations compared to sequential processing. The tool integrates with Agent Skills, Anthropic's open standard for modular AI capabilities. Skills provide specialized handling for office file formats including XLSX, PPTX, DOCX, and PDF. The system uses progressive disclosure to load skill instructions only when relevant, managing context window utilization. Initial use cases center on document automation and data processing. Users can instruct Cowork to extract structured data from receipt images and generate Excel spreadsheets with formulas, organize file directories based on content and metadata, or synthesize research reports from multiple source documents. The tool supports browser automation through the Claude in Chrome extension, enabling web navigation and form submission. Competitive alternatives include OpenAI's Operator for browser-based automation, Google's Project Mariner for web and cloud tasks, and Amazon's Nova Act for e-commerce workflows. Open-source options such as OpenWork provide cost-effective alternatives using the OpenCode framework. Eigent and Cline offer multi-agent capabilities with local deployment for developers requiring full control over execution environments. The Agent Skills specification that underpins Cowork's extensibility has achieved industry adoption beyond Anthropic's ecosystem. Microsoft integrated Skills support into VS Code and GitHub Copilot. OpenAI adopted the format for Codex CLI in December 2025. Cursor, Goose, Amp, OpenCode, and Letta implemented compatible skill loading mechanisms. This interoperability allows developers to create skills that function across multiple AI coding assistants. Skills use a minimal specification with YAML frontmatter for metadata and Markdown instructions. The format enables progressive disclosure where agents read name and description fields to determine relevance without loading full content. Required fields include name and description; optional metadata supports version numbers, dependencies, and tool allowlists. The complete specification at agentskills.io/specification totals under 1000 words. Partner ecosystem development includes pre-built skills from Atlassian (Jira, Confluence), Figma, Canva, Notion, Stripe, Cloudflare, Zapier, Vercel, Ramp, and Sentry. These integrations target common enterprise workflows such as ticket management, design collaboration, and API interactions. Team and Enterprise administrators can provision skills organization-wide through centralized settings. "Skills you create aren't locked to Claude - the same skill format works across AI platforms and tools that adopt the standard." - Agent Skills documentation Resource consumption patterns show higher utilization than conversational usage. A single Cowork session involving complex file operations may consume quota equivalent to 50-100 standard messages. Max 20x subscribers receive 4x the capacity of Max 5x at 2x the price, creating cost-per-operation trade-offs for high-volume scenarios. In response, both Cursor and Claude Code shipped solutions for MCP tool context bloat this month. Tools no longer load full definitions by default. Anthropic indicated continued exploration of programmatic tool calling for longer-term scaling. Claude Cowork represents Anthropic's bet on long-running autonomous workflows. The architecture differs from Claude Desktop's short-session assistant model, producing measurably different outcomes for extended tasks. Competitors from OpenAI and Google are expected to follow, though verticalized agents will likely retain advantages where domain expertise and specialized interfaces matter. Anthropic began blocking third-party applications from using Claude Max subscriptions. The $200/month tier is now restricted to first-party Claude Code usage, with external integrations requiring pay-as-you-go API tokens. Community backlash has focused on ambiguity around UI wrappers built for Claude Code, with some users reporting account bans and no official clarification on whether such tools violate terms. Anthropic published findings on the Assistant Axis, a measurable dimension along which LLMs organize persona behavior. Researchers found that therapy-style discussions and philosophical questions cause natural drift away from trained assistant personas. Their intervention, called activation capping, reduced harmful response rates by approximately 50% while preserving capability benchmarks. Developers looking to learn more can explore the Agent Skills specification at agentskills.io and examine reference implementations in Anthropic's Skills repository. About the Author Andrew Hoblitzell Show moreShow less
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Anthropic представила Claude Cowork, многофункционального AI-агента для автоматизации управления файлами и обработки документов на macOS. Инструмент расширяет возможности Claude, позволяя автономно выполнять многоступенчатые операции в определенных локальных директориях. Cowork использует модель разрешений для доступа к папкам, работает в виртуальной машине и поддерживает интеграцию со стандартным форматом Agent Skills для модульных AI-возможностей, включая обработку файлов XLSX, PPTX, DOCX и PDF. Инструт поддерживает браузерную автоматизацию через расширение Claude in Chrome. Альтернативные решения включают Operator от OpenAI, Mariner от Google и Nova Act от Amazon. Основной акцент сделан на автоматизации документов и обработке данных, включая извлечение структурированных данных из изображений чеков и создание электронных таблиц. Инструт поддерживает интеграцию с Jira, Confluence, Figma, Canva, Notion, Stripe, Cloudflare, Zapier, Vercel, Ramp и Sentry. Anthropic также разрабатывает решения для уменьшения потребления ресурсов и предлагает различные тарифные планы. Компания также работает над улучшением масштабируемости и безопасности, блокируя сторонние приложения, использующие Claude Max.