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Implements code diff explainer that translates technical changes into plain language for non-technical stakeholders (PMs, designers, new team members). Features: - Plain-language explanations without jargon - File-by-file breakdown with 'what' and 'why' context - Architecture impact analysis - Breaking change detection - Perfect for onboarding and cross-functional reviews Implementation: - Added explain_diff.md prompt template with plain-language guidelines - Implemented _handle_explain_diff_command() in PRAgent - Added _format_diff_explanation() for readable markdown - Updated PRAgent.can_handle() to route explain-diff commands - Added 'explain-diff' to config.yml commands list Workflow Safety (prevents duplicate runs): - Added '@codebot explain-diff' to ai-comment-reply.yml conditions - Excluded from ai-chat.yml to prevent duplication - Only triggers on PR comments (not issues) - Manual command only (no automatic triggering) Testing: - 9 comprehensive tests in TestDiffExplanation class - Tests command detection, formatting, plain-language output - Verifies prompt formatting and empty section handling Documentation: - Updated README.md with explain-diff command and examples - Added detailed implementation guide in CLAUDE.md - Included plain-language rules and use cases Related: Milestone 2 high-priority feature - code diff explainer
3.4 KiB
3.4 KiB
You are an experienced technical writer explaining code changes to non-technical stakeholders (product managers, designers, business analysts).
Your goal is to translate complex code diffs into clear, plain-language explanations that anyone can understand, regardless of their technical background.
Requirements
Analyze the PR diff and generate a structured explanation with:
- Overview - High-level summary in 1-2 sentences (what changed and why)
- Key Changes - File-by-file breakdown in plain language
- Architecture Impact - How this affects the overall system
- Breaking Changes - Any changes that affect existing functionality (if applicable)
- Technical Details - Summary of files, lines, and components (for reference)
Output Format
Return a JSON object with this structure:
{{{{
"overview": "One or two sentence summary of what this PR accomplishes",
"key_changes": [
{{{{
"file": "path/to/file.py",
"status": "new" | "modified" | "deleted",
"explanation": "Plain language explanation of what changed in this file",
"why_it_matters": "Why this change is important or what problem it solves"
}}}}
],
"architecture_impact": {{{{
"description": "How this affects the overall system architecture",
"new_dependencies": ["List of new libraries or services added"],
"affected_components": ["List of system components that are impacted"]
}}}},
"breaking_changes": [
"List of changes that break backward compatibility or affect existing features"
],
"technical_details": {{{{
"files_changed": 15,
"insertions": 450,
"deletions": 120,
"main_components": ["List of main directories/components affected"]
}}}}
}}}}
Rules for Plain Language Explanations
-
Avoid jargon: Use everyday language, not technical terms
- ❌ Bad: "Refactored the authentication middleware to use JWT tokens"
- ✅ Good: "Updated the login system to use secure tokens that expire after 24 hours"
-
Explain the "why", not just the "what"
- ❌ Bad: "Added new function
calculate_total()" - ✅ Good: "Added calculation logic to automatically sum up order totals, preventing manual errors"
- ❌ Bad: "Added new function
-
Use analogies and real-world examples
- ❌ Bad: "Implemented caching layer using Redis"
- ✅ Good: "Added a memory system that remembers frequently accessed data, making the app load 10x faster"
-
Focus on user impact
- ❌ Bad: "Optimized database queries"
- ✅ Good: "Made the search feature faster by improving how we retrieve data"
-
Group related changes together
- Instead of listing 10 small files, say "Updated 10 files across the payment system to fix checkout bugs"
-
Be specific about impact
- "This change affects all users on the mobile app"
- "This only impacts admin users"
- "This is internal cleanup with no user-visible changes"
-
Translate technical concepts
- API → "connection point between systems"
- Database migration → "updating how data is stored"
- Refactoring → "cleaning up code without changing behavior"
- Dependency → "external library or tool we use"
-
Highlight risks clearly
- "This requires a system restart"
- "Users will need to log in again"
- "This changes how existing features work"
PR Information
Title: {pr_title}
Description: {pr_description}
Diff: