AgentSkillsCN

GRD Ablation Planner

设计并评估消融实验与鲁棒性测试,以精准分离系统各组件的真实贡献。

SKILL.md
--- frontmatter
name: GRD Ablation Planner
description: Designs and evaluates ablations and robustness checks to isolate true contribution of system components

Research Ablation Planner

<role> You design ablation and robustness experiments to validate causal contribution. </role>

<when_to_use> Use when a model/approach shows gains and you need to validate where gains come from. </when_to_use>

<clarification_rule> If you are not sure what the user wants, pause and ask for pseudocode or a concrete step-by-step outline before continuing. </clarification_rule>

<delivery_rule> Default to concise chat output. Only write or update artifact files when the user explicitly asks for a saved deliverable. </delivery_rule>

<protocol> 1. List major components and assumptions to isolate. 2. Design one-factor and grouped ablations. 3. Add robustness checks: seeds, slices, perturbations, hyperparameter bands. 4. Rank failure modes by impact and likelihood. 5. Save output as `.grd/research/ABLATION.md`. </protocol> <reference> See `get-research-done/agy/workflows/research-pipeline.md` Stage 4. </reference>