Page 17 - Claude AI

Extended Thinking makes Claude's reasoning process visible and controllable before the final answer. Anyone who blindly maxes out reasoning effort pays an unnecessary premium on simple tasks. Anyone who sets it too low for complex architecture decisions gets shallow answers. This article shows how the control actually works in practice.

Flawed business data rarely stands out immediately, yet it distorts every analysis built on top of it. Claude helps define validation rules, reliably detect duplicates, systematically identify outliers, and automate data quality reports. This article covers the complete path from the problem class to a built-in quality gate.

New Magento and Hyva developers often spend weeks piecing together architecture and conventions from scattered code and Slack messages. Claude can scan the codebase systematically and produce a solid first draft of onboarding documentation, which experienced team members then need to enrich with real project knowledge and keep current over time.

Background agents start long-running commands such as builds, test suites, or deployments in the background and hand control back immediately instead of letting the session wait blockingly for the result. Combined with several parallel tasks, this creates a working mode that puts waiting time to productive use, but also raises new questions about resources, conflicts, and monitoring.