vibe

To reduce Claude Code token usage during multi-file refactors, you can delegate implementation-heavy coding tasks to Mistral Vibe. This workflow sends tasks to a lower-cost model, returns a concise execution summary, and lets Claude review the resulting git diffs.

Coding delegation sends focused implementation tasks to a secondary model like Mistral Vibe through a pseudo-terminal. The primary model stays in control of orchestration, reviewing git diffs and validating modified Python or JavaScript files to supervise the results.

You delegate coding tasks by invoking the vibe skill with a focused instruction, such as adding pagination to an endpoint. The skill executes the task via Vibe CLI and returns concise summaries for you to review the resulting git diffs and verification output directly in Claude Code.

Yes, you can use coding delegation for exploratory work in a git repository. The supervised workflow decomposes complex tasks, checks git diffs, validates modified Python and JavaScript files, and retries failed writes when appropriate to ensure correct implementation.

To automate coding delegation with Mistral Vibe, you need a configured Vibe CLI, an authenticated model provider, pseudo-terminal support, timeout tooling, and a git repository. These delegate utilities are required for execution and diagnostics.

Automated coding delegation handles failures by retrying failed writes when appropriate and providing failure analysis. It tracks costs through run reporting, token tracking, and model usage management to keep your Claude Code projects efficient.