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Retrospec: Reverse Engineering High-Level Specification Prompts from Git Commits Using Iterative Copilot SDK and Similarity Scoring

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Unlocking Code Insights with Retrospec

Retrospec streamlines the process of understanding coding decisions like never before. This innovative CLI tool answers a pivotal question: What high-level specification could have inspired a specific code commit?

Key Features:

  • Iterative Search: Utilizes GitHub Copilot SDK to explore repositories and pinpoint the best prompt for your target commit.
  • Spec Generation: Turns historical code changes into reusable task specifications, enhancing team alignment.
  • Quality Assessment: Scores candidate prompts on two axes—Technical Similarity and Spec Realism.

How It Works:

  • Clone the repository to a workspace.
  • Compute the target patch.
  • Generate specs iteratively while adhering to strict no-code rules.
  • Evaluate and save the highest scoring suggestion as a structured markdown prompt.

Join the conversation on how AI can revolutionize software development. Discover more about Retrospec and enhance your coding practices today!

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