bmad-advanced-elicitation

Apply structured elicitation techniques to iteratively refine previous model outputs.

4|1|Updated Sep 30, 2024

Search Tags:#workflow #refinement #dialogue #methods #LLM #elicitation #critique

Ready to run

npx skills add https://github.com/co-cddo/ndx --skill bmad-advanced-elicitation-co-cddo

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: bmad-advanced-elicitation
Source: https://github.com/co-cddo/ndx/tree/main/_bmad/core/bmad-advanced-elicitation
Command: npx skills add https://github.com/co-cddo/ndx --skill bmad-advanced-elicitation-co-cddo

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Pushes LLMs to reconsider, refine, and improve recent outputs to achieve higher quality results.

Core Features & Use Cases

Maintains a registry of elicitation methods and applies selected techniques to the current content.
Executes an iterative enhancement loop that builds on previous outputs while introducing structured improvements.
Supports multiple critique strategies (e.g., Socratic questioning, first principles, red teaming) to broaden analysis across writing, coding, and decision-making tasks.

Quick Start

Provide the content you want to improve and I will iteratively apply elicitation methods to refine it.

Frequently Asked Questions about bmad-advanced-elicitation

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

FAQPage Schema

How do I improve LLM outputs using structured critique methods?▼

Improve LLM outputs by applying structured critique methods like Socratic questioning and first principles. The system iteratively refines previous content through an interactive dialogue loop, pushing the model to reconsider and enhance its initial generation.

What is the best way to apply red teaming to refine AI-generated analysis?▼

Red teaming refines AI-generated analysis by stress-testing assumptions and identifying potential failures within the content. The system dynamically selects this technique from its method registry to iteratively challenge and improve previous model outputs.

When do I need to use pre-mortems for decision-making tasks?▼

Use pre-mortems for decision-making tasks when you need to anticipate potential flaws before finalizing an output. This elicitation method forces the model to evaluate future failures and iteratively strengthen the underlying logic of the content.

Can I use Socratic questioning to refine writing and coding outputs?▼

Yes, you can use Socratic questioning to refine both writing and coding outputs. The system broadens its analysis across these domains by applying interactive prompts that challenge the reasoning and structure of previous generations.

How does iterative content enhancement with guardrails work?▼

Iterative content enhancement works by executing a structured loop that builds on previous outputs while applying guardrails. It dynamically selects from five elicitation techniques to introduce controlled improvements without losing the original context.