#10DELIVERYBUILDEliteAI
LLM Test Generation
AI-generated test stubs for uncovered code
Hard
Overview
When coverage drops below threshold, AI generates pytest/Jest stubs for uncovered functions based on existing test patterns.
Why It Matters
When coverage drops below threshold, generate pytest/Jest stubs for uncovered functions.
The Risk
Without assistance, test writing becomes a blocker. Coverage requirements get relaxed or ignored. Code ships without tests, and bugs reach production.
Implementation Components
A complete implementation of this capability includes:
- Coverage monitoring integration
- LLM trained on project test patterns
- Automated stub generation for uncovered code
- Generated tests follow project conventions
- Stubs committed to branch for developer review
- Clear marking of AI-generated tests for human improvement
AI Integration
This capability leverages AI/LLM technology to enhance its functionality.
Trigger
Coverage below threshold
Input
Uncovered functions + existing test patterns
Output
Test stub files committed to branch
Implementation Pattern
- 1Monitor coverage thresholds
- 2Identify uncovered functions
- 3Generate test stubs with LLM
- 4Commit to branch for review
Tool Examples
These are examples, not endorsements. Choose what fits your context.
Dependencies
Requires (must have first)
Same Phase
Other capabilities in this pipeline phase