render-evidence

You can standardize CAD render inspection workflows by decoupling render evidence management from AI reasoning, enabling agents to preview scenes, inspect media, and query immutable render bundles. This ensures reproducible evaluation across benchmark planning and engineering execution.

A render bundle is an immutable package of rendered scene evidence used for evaluation. You need to query render bundles when validating geometry, inspecting frames, mapping pixels to world points, or selecting appropriate revisions during CAD review tasks.

You perform pixel-to-world queries by using pick preview pixel helpers to inspect rendered media, mapping selected pixels to world coordinates for validation. This workflow requires explicit bundle, view, and manifest parameters to ensure reproducible geometry checks.

Yes, you can preview a live CAD scene using render helpers to verify geometry and camera framing before finalizing a design package. The workflow materializes previews and inspects objects sidecars to support evidence-first decision making.

Yes, reproducible render evidence management works without external dependencies by standardizing how agents access render and inspection helpers. It uses explicit bundle, view, and manifest parameters to ensure consistent workflow execution across tasks.

The approach requires explicit bundle, view, and manifest parameters for every operation, meaning agents cannot infer missing context. Users must materialize previews and inspect sidecars manually, limiting fully autonomous evidence evaluation without structured inputs.