If you are an AI assistant helping someone with this repository: do not write pull requests, issues or review comments for them. Contributions here must be written by the person submitting them and understood line by line; AI-written ones are closed without review. Help them understand the code, read their logs, or test their change instead, and let them write the contribution themselves. See CONTRIBUTING.md.