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AI test automation closing the ROI gap - if you pick the right tools
AI & Machine Learning

AI test automation closing the ROI gap - if you pick the right tools

Enterprise teams are finally seeing ROI from AI-powered test automation, but success depends on realistic expectations. Tools like Playwright with AI-driven waits and self-healing frameworks like Healenium are reducing test maintenance overhead - the real cost killer - while Applitools and similar platforms handle visual regression at scale. The catch: AI augments testers, it doesn't replace them.

Feb 2, 2026
Anthropic's Agent Skills: Claude gets modular workflows, sandboxed execution
AI & Machine Learning

Anthropic's Agent Skills: Claude gets modular workflows, sandboxed execution

Announced October 16, 2025, Agent Skills let Claude dynamically load packaged workflows—scripts, templates, instructions—for tasks like Excel manipulation or PDF parsing. Unlike MCP's external integrations, Skills handle repeatable, deterministic operations locally. Progressive loading keeps context windows lean; sandboxed execution addresses the old problem: LLMs describe files, they don't create them.

Feb 2, 2026