bmad-advanced-elicitation

You can improve LLM outputs through structured elicitation by applying critique frameworks like Socratic questioning and first-principles analysis, which surface blind spots and push the model to iteratively refine its content.

A pre-mortem or red-team review is an elicitation technique that critically analyzes prompts and documentation to identify potential failures and weaknesses before final deployment, ensuring robust content.

Apply Socratic questioning to refine AI proposals by submitting your content and selecting the Socratic method from the registry, triggering an interactive flow that challenges assumptions and tracks iterative improvements.

Yes, iterative refinement guardrails preserve context across multiple LLM critiques by maintaining content tracking throughout the interactive flow, ensuring the final document reflects accumulated improvements without losing original intent.

The best way to critique LLM documentation is loading a structured method registry to select specific elicitation frameworks, enabling targeted analysis and iterative content tracking to produce a refined final document.

Avoid using first-principles analysis for LLM content refinement when the output requires straightforward factual correction rather than deep structural critique, as this elicitation technique focuses on surfacing complex blind spots.