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Technical Context

  • Related Issues: Fixes # (issue number)
  • Breaking Changes: [Yes/No] (If yes, please describe the impact and migration path)

Description

Provide a brief summary of the changes, the rationale behind them, and any specific areas you'd like the reviewers to focus on.


Checklist

  • Linting: Code is formatted and linted
  • Tests: Tests pass. I have included new tests for these changes where applicable.
  • Edge Cases: I have manually verified "unhappy paths" and edge cases beyond the basic success criteria (e.g., database connection timeouts, malformed input, strict mapping rejections).
  • Documentation: I have updated README.md to reflect any new environment variables, configuration changes, or breaking updates.
  • Accountability: I can explain the implementation logic for every line of code submitted.

AI tool usage

  • AI (Copilot or something similar) supported my development of this PR. See our policy about AI tool use. Use of AI tools must be indicated.

Policy: We require a "human-in-the-loop." You are the author and are fully accountable for all submitted code. Please ensure all tool-generated content is thoroughly reviewed before submission to ensure it is not an "extractive contribution" that squanders maintainer time.