Atreaya Spear

I am proposing a novel verification architecture called 4-2-1-7. While modern LLMs rely on probabilistic weighting, they lack a symbolic "anchor" to prevent model drift and semantic hallucinations. My framework introduces a dual-checkpoint system—validating data at both the Entry (Define/Square) and Exit (Verify/Circle) points—to measure the process-differential and force real-time...