elicitation

Critique and refine AI-generated drafts through structured elicitation methods.

8|Updated May 18, 2026

Search Tags:#refinement #reasoning #elicitation #socratic #red team #critique

Ready to run

npx skills add https://github.com/lalulali/vespyr --skill elicitation-lalulali

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: elicitation
Source: https://github.com/lalulali/vespyr/tree/main/.agents/skills/elicitation
Command: npx skills add https://github.com/lalulali/vespyr --skill elicitation-lalulali

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps improve recent AI output by pushing it through deeper critique, alternative reasoning, and structured refinement when the first pass is not good enough.

Core Features & Use Cases

Method Selection: Surfaces relevant critique methods based on the current context and artifact.
Iterative Refinement: Lets users apply methods such as red teaming, first principles, or Socratic questioning to sharpen a draft.
Multi-Persona Review: Simulates specialist perspectives when a method benefits from collaboration or role-based critique.
Use Case: A user drafts a product section and uses this Skill to stress-test assumptions, reveal gaps, and produce a stronger final version.

Quick Start

Use the elicitation skill to critique and improve the current section of my document.

Frequently Asked Questions about elicitation

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I critique and refine AI-generated drafts using structured methods?▼

To critique and refine AI-generated drafts, you apply structured elicitation methods like Socratic questioning or first principles. This process stress-tests assumptions, reveals gaps, and strengthens the final output through iterative review.

Can I use red teaming to stress-test assumptions in a product design document?▼

Yes, you can use red teaming to stress-test assumptions in a product design document. Applying this elicitation method simulates specialist perspectives to expose vulnerabilities and alternative reasoning, resulting in a stronger final version.

How does multi-persona review work for improving technical writing?▼

Multi-persona review improves technical writing by simulating specialist perspectives to provide role-based critique. This collaborative approach applies structured elicitation to identify gaps and refine the artifact through repeated enhancement cycles.

What is the best way to apply iterative refinement cycles to content?▼

The best way to apply iterative refinement cycles to content is by selecting a relevant critique method, simulating the required personas, and confirming changes before applying them. This repeated enhancement process sharpens drafts effectively.

When do I need Socratic questioning for my AI output?▼

You need Socratic questioning for your AI output when the initial draft lacks depth or logic. This elicitation technique pushes the content through deeper critique and alternative reasoning to refine and strengthen the artifact.