## What does this PR do?

<!-- Please include a summary of the change and which issue is fixed. Please also include relevant motivation and context. List any dependencies that are required for this change. -->

- Fixes #XXXX (GitHub issue number)

## Visual Demo

A visual demonstration is strongly recommended, for both the original and new change **(video / image)**.

#### Video Demo (if applicable):

- Show screen recordings of the issue or feature.
- Demonstrate how to reproduce the issue, the behavior before and after the change.

#### Image Demo (if applicable):

- Add side-by-side screenshots of the original and updated change.
- Highlight any significant change(s).

## AI Assistance (Required)

We allow AI-assisted development, but reviewers need transparency to assess risk, maintainability, and correctness.

#### AI usage level (check one)

- [ ] None (no AI used)
- [ ] Light (spellcheck/rewording/comments/docs only)
- [ ] Medium (AI suggested small code changes/snippets that I adapted)
- [ ] Heavy (AI significantly shaped the implementation or architecture)

#### Which tool(s) where used?

- e.g., ChatGPT, Copilot, Cursor, etc.

## What was verified by the author?

<!-- Add what you personally checked to ensure correctness and safety. -->

- [ ] I reviewed **and** understood all AI/human generated code
- [ ] I validated behavior locally (tests/manual verification)
- [ ] I checked edge cases and failure modes

## Submission Acknowledgement

- [ ] I acknowledge that a decent size PR without self-review might be rejected
