Individual skill
design-ai-benchmarking
Use when designing a study that benchmarks AI systems against a human-expert panel, before data collection. Plans the arms, decoupled rubrics with anchors, planted calibration probes, reviewer panel, inter-rater reliability targets and LLM-as-judge versus human adjudication.
skills/design-ai-benchmarking/SKILL.md
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SKILL.mdcore · 9,627 bytesreferences/anchor_rotate_reader_allocation.mddoc · 6,476 bytesreferences/benchmark_export_schema.jsonasset · 2,780 bytesreferences/elicitation_rubric_template.mddoc · 2,666 bytesskill.ymlasset · 2,140 bytestests/test_reader_allocation.pyruns · 4,635 bytes
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# Design-AI-Benchmarking Skill
## Standard Output
```text
## AI-Benchmark Design Review
Evaluation question: ...
Arms / systems compared: ...
Reference (human-expert panel): ...
Unit of rating: (item / case / output)
### Rubric (decoupled dimensions)
- dimension -> construct -> anchors (1..k)
