During validation of Empirical Validation: AISP Policy Formalization Prevents Hallucination, we discovered that the prompts are AISP-inspired but not AISP 5.1 compliant.

The AISP code in the validation document was generated by Claude (Sonnet 4) when explicitly requested to produce AISP-compliant prompts following the AISP 5.1 Platinum specification. While Claude successfully produced parseable and interpretable code that effectively demonstrated policy formalization, it omitted critical specification requirements.

This document presents empirical findings demonstrating that AISP can effectively reduce LLM hallucination when accuracy policies are formally encoded, while AISP structure alone provides no such protection. These findings validate theoretical claims in the AISP as Metaprompt Compile Target analysis regarding policy formalization.

• Empirical Validation: AISP Policy Formalization Prevents Hallucination
• Summary

• Executive Summary
• Background
  • What is AISP?
  • Metaprompts in this Repository
• Analysis
• 1. AI Agent Interpretation and Generation of AISP