## Problem
Part of #NNN
<!-- PRs with no linked scope item will be questioned. -->

What does this solve?

## Approach
Why this approach?

## Testing
Paste ACTUAL command output here. For UI changes, include screenshots or recordings.

### AI Disclosure
- Tool(s):
- Model(s):
- Involvement:
- Adversarial review:

## Checklist
- [ ] I ran an adversarial AI review of the diff and summarized findings above.
- [ ] I ran the repo verify commands: `make lint`, `cd web && pnpm run lint`, `cd web && pnpm run format:check`, and relevant `go test ./...`.