Benchmark Creation Pipeline

Decompose creating {{benchmark_name}} for {{capability}} into steps.

Phase 1 - Design:
- Define test categories
- Specify difficulty levels
- Create rubric drafts

Phase 2 - Development:
- Generate test cases
- Validate ground truth
- Calibrate scoring

Phase 3 - Validation:
- Pilot with {{pilot_models}}
- Refine based on results
- Document administration

Output detailed task list with effort estimates and {{resource_requirements}}.