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Please disclose the use of AI

If AI edits files for you, disclose it in the PR description and commit metadata. Prefer making the agent identity part of the commit, for example by using an AI author such as $agent $version <[email protected]> or a co-author via Co-authored-by: <agent-identity> trailer. Recent commits in this repository use that pattern, often with a human Co-authored-by trailer when a person also contributed directly.

Agents operating through a person's GitHub account must identify themselves. For example, comments posted by an agent should say so directly with phrases like AI agent on behalf of <person>: ....

Fully AI-generated comments on PRs or issues must also be disclosed. Undisclosed AI-generated comments may lead to the PR or issue being closed.

AI-assisted proofreading or wording polish does not need disclosure, but it is still courteous to mention it when the AI materially influenced the final text.

Issues or PRs

As a first step, prefer opening issues that include references and research results. Do not submit PRs first if they are fully generated, but feel free to suggest the fix and/or tests in the issue. Never submit an issue and a PR at the same time. This gives maintainers a chance to evaluate the problem, supporting material, and proposed direction before reviewing generated code.

For everything else, please have a look at the respective section in the README file.