32-analyze-verify-150

Verify factual claims with primary sources, confidence scores, and Loop150 escalation.

Updated Jan 30, 2025
One-click install
npx skills add https://github.com/MykhailoDmytriakha/my-preacher-helper --skill 32-analyze-verify-150
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: 32-analyze-verify-150
Source: https://github.com/MykhailoDmytriakha/my-preacher-helper/tree/main/.codex/skills/32-analyze-verify-150
Command: npx skills add https://github.com/MykhailoDmytriakha/my-preacher-helper --skill 32-analyze-verify-150

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This protocol helps ensure every factual claim is supported by verifiable sources and quantified confidence, preventing unverified or misleading statements from influencing decisions.

Core Features & Use Cases

  • Source every claim: Trace facts to primary sources and capture citations.
  • Quantify confidence: Attach explicit percentage levels to each fact.
  • Verify independently: Cross-check with multiple sources and document reasoning.
  • Loop until confident: If evidence is insufficient, automatically initiate Loop150 to gather additional sources.
  • Escalate when needed: Prompt user when sources are exhausted or uncertainty remains high.
  • Use cases: Legal/compliance investigations, risk assessments, research validation, high-stakes reporting.

Quick Start

Provide a factual claim and allow the system to source, verify, and quantify its confidence before presenting the result.

Frequently Asked Questions about 32-analyze-verify-150

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

FAQPage Schema
How do I verify factual claims with quantified confidence for legal compliance?

To verify factual claims for legal compliance, trace every fact to primary sources, cross-check across multiple references, and attach explicit percentage confidence levels to each statement. This ensures traceable evidence supports critical decision making.

What is the best way to source and validate evidence for high-stakes communications?

The best way to validate evidence for high-stakes communications is multi-source verification that captures primary source citations and quantifies confidence. If initial evidence is insufficient, an automated loop mechanism gathers additional sources before presenting results.

How does automatic source escalation work when verifying compliance evidence?

Automatic source escalation triggers when evidence is insufficient during compliance verification. The loop mechanism gathers additional sources until confidence thresholds are met, prompting the user only when sources are exhausted or uncertainty remains high.

Can I use primary source tracing for research validation and risk assessments?

Yes, primary source tracing is applicable to research validation and risk assessments. The protocol captures verifiable citations and documents reasoning across multiple sources to prevent unverified statements from influencing outcomes.

What are the limitations of automated fact checking when sources are exhausted?

When sources are exhausted, automated fact checking cannot resolve remaining high uncertainty. The system escalates to prompt the user directly, acknowledging that insufficient evidence prevents quantifying confidence for the factual claim.

Do I need multiple sources to quantify confidence for every factual claim?

Yes, multiple sources are required to quantify confidence for every factual claim. Independent cross-checking across references ensures traceable evidence, and the system automatically loops to gather more sources if confidence remains insufficient.