What it does

Grandma’s Wisdom is a high-precision authentication framework designed to verify academic citations and claims. It moves beyond simple cross-references by evaluating the evidential substance, logical consistency, and longitudinal validity of a scholarly source. It acts as a rigorous filter that prevents your AI agent from hallucinating or propagating academic "bullshit."

Problem solved

AI agents often struggle with "hallucinated" citations or taking low-quality academic claims at face value based on institutional prestige. This skill provides a systematic way to verify if a citation actually supports the claim being made, calculating a definitive "Bullshit Meter" score to guide your agent's reasoning process.

How it works

The skill uses a multi-pass helical process to analyze inputs. It delivers:

• A 1-10 Bullshit Meter score with actionable interpretation.
• A structured breakdown of evidential support and overclaim risks.
• Clear "Tenable" vs "Not Tenable" statements.
• Longitudinal reevaluation as new literature is discovered.

Why it's better than standard prompting

Unlike raw prompting, this skill integrates specialized logic like the Spiral Reasoning Tree and Veritas Aegis safeguards. It doesn't just ask "is this true?"; it maps conceptual connections and evaluates the gap between what a source supports and what is being inferred, ensuring your agent produces only grounded, defensible academic work.