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(Optional) When submitting a PR, please consider using a "deep research" tool to sanity check your proposal. Then before submission, run your draft through a strong model with a prompt such as:

"Please review README.md along with this draft PR and check that it does not have any gaps — why it might be insufficient, incomplete, lacking a concrete example, duplicating prior issues or PRs, or not be aligned with the project goals or non‑goals."

If you used an AI assistant while preparing this PR, ensure it followed the contributor/agent workflow rules in AGENTS.md.

(Optional) Please then attach both the prompt and the model's review to the bottom of this template under "Augmented Intelligence Review".


What changed

  • A summary of the changes in this PR

Why this change is needed

  • Motivation / context

How were these changes tested

  • Test plan / manual testing / automated tests etc.

Checklist

  • Code builds / passes tests
  • New tests added if needed
  • Update to use CODING_STYLE_LLM.md convensions
  • Documentation updated if needed
  • AGENTS.md updated if appropriate

(Optional) Augmented Intelligence Review: Both prompt and model out, asking a strong model to double-check your submission, from the perspective of a maintainer of this repo