What kind of experiments can this skill design?

It designs experiments for RAG quality, agent workflows, automation outcomes, synthetic evaluations, and live A/B testing.

Can it help with RAG optimization?

Absolutely. It can design experiments to compare different RAG configurations, query routing strategies, and embedding models.

Is this skill meant for academic research?

No, it focuses on fast and informative industry-standard innovation experiments rather than strict academic statistical rigor.

Does it require specific inputs to work?

Yes, it works best when provided with an Innovation PRD, baseline metrics, and available evaluation tools or infrastructure.

Innovation Experiment Designer

Name: Innovation Experiment Designer
Author: Poll-The-People

byPoll-The-People

0•

数据科学与机器学习

Transforms high-level innovation PRDs into actionable experiment plans with specific hypotheses, success metrics, and evaluation strategies.

The Innovation Experiment Designer skill bridges the gap between abstract project goals and empirical testing for AI-driven products. It empowers developers and product managers to validate RAG configurations, agentic workflows, and automation logic by generating structured test plans. Each plan includes falsifiable hypotheses, instrumentation guides, sample size recommendations, and go/no-go thresholds, ensuring that innovation projects are backed by concrete evidence rather than assumptions.

主要功能

01Success metric and guardrail definition

02Instrumentation and logging guidance

03ROI-based experiment prioritization

04Automated hypothesis generation from PRDs

050 GitHub stars

06RAG and agent evaluation framework design

使用场景

01Comparing performance across different AI agent workflow designs

02Validating new RAG retrieval strategies against a baseline

03Creating evidence-based reports for innovation project stakeholders

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add poll-the-people/customgpt-claude-code designing-innovation-experiments

For use in Claude.ai and ChatGPT

Download Skill

主要功能

01Success metric and guardrail definition

02Instrumentation and logging guidance

03ROI-based experiment prioritization

04Automated hypothesis generation from PRDs

050 GitHub stars

06RAG and agent evaluation framework design

使用场景

01Comparing performance across different AI agent workflow designs

02Validating new RAG retrieval strategies against a baseline

03Creating evidence-based reports for innovation project stakeholders

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add poll-the-people/customgpt-claude-code designing-innovation-experiments

For use in Claude.ai and ChatGPT

Download Skill