Sandbox Runner

Iterative testing automates repeated execution of tests, lint, and builds to refine solutions. It captures failures, generates fixes, and updates confidence scores to guide human-in-the-loop review.

Iterative sandboxing executes candidate solutions in isolated environments to validate progress. It applies failure-driven improvements across repeated trials, up to 100 iterations, to surface robust solutions before human review.

Configure sandbox testing by setting max_iterations, early_exit_threshold, and checkpoint_every parameters. These balance thoroughness with speed, allowing automatic evaluation to stop or checkpoint progress as needed.

Automated sandboxing fits test-driven development tasks requiring failure-driven improvements. It automatically evaluates tests, lint, and build outputs across iterations, providing structured sandbox results with iteration logs.

Prepare candidate solutions by running iterative sandboxing to automatically evaluate tests, lint, and builds. This generates structured sandbox results with iteration logs and readiness scores for human-in-the-loop review.

Confidence scoring works by capturing failures and generating fixes during iterative testing. It updates scores progressively across repeated trials, indicating solution readiness and guiding human-in-the-loop review.