Инструменти за кодиране на AI

Distinguish suggestion tools from action-taking tools. Inline completion proposes text; an agent may edit files, execute commands, or interact with services. The latter requires clear boundaries, observable progress, and control over consequential actions. Evaluate repository understanding. Check whether the tool follows local conventions, finds relevant tests, respects existing changes, and uses the correct framework version. A polished answer about a generic project may not fit the codebase in front of it. Measure the complete development workflow. Count review and correction time, regressions, maintainability, and the quality of the final result. More generated lines or faster first drafts do not necessarily mean faster delivery of a correct change. Review data handling, execution permissions, and licensing for the specific tool and account. Preserve a way to inspect changes before applying or publishing them. Use current documentation for supported integrations and limits, and retest meaningful tasks after major updates.