Lightweight LLM Validator Challenges Heavy-Framework Guardrails with Pure Mathematics

By demonstrating hallucination detection on just 512MB of RAM using pure mathematics, this system challenges the RAG pipeline paradigm that currently dominates LLM safety. Its minimal computational footprint makes it feasible for edge deployment, where traditional guardrails prove too expensive. The open-source release opens hallucination mitigation to resource-constrained environments and invites community auditing of its novel mathematical approach.