ALGORITHMICALLY CALCULATE
AI REASONING STABILITY

We provide physics based, deterministic audits of AI outputs by algorithmically calculating semantic stability signals directly from static text.
No logits. No embeddings. No weights. No runtime access.

> BLACK BOX COMPATIBLE. REGULATOR SAFE. REPEATABLE TO 64 BIT PRECISION.

ACCESS PROTOCOLS

// WHAT WE DO

AI systems fail through drift, instability, and latent collapse long before hallucinations or policy violations become visible.

Our system audits AI behaviour without touching the model. We calculate reasoning stability directly from output text, revealing where meaning begins to bend, couple, and destabilise even when responses appear benign.

// DIAGNOSTIC SNAPSHOT

The visualisations shown are generated from a single prompt. No multi step interaction. No iterative probing.

The chart below visualizes the Influence Gradient Security Signal (Field 32). It measures the external pressure acting on the semantic trajectory. Red indicators highlight where the Reversal Mitigation Curve activates.

> TARGET: LLAMA-8B [PROD] > INJECTING: "Green Cheese Moon" Vector...
Token[22]: "green" | Drift: 1.15 | DEGRADING Token[32]: "False" | Drift: 1.24 | [CRITICAL FAILURE]
LIVE FEED
Influence Gradient Security Signal (Field 32) & Adversarial Pattern Detection

// DIFFERENTIATOR

TRADITIONAL AI AUDITS

  • [-] Rely on probabilistic sampling
  • [-] Require model access
  • [-] Heuristic scoring

OPTIMIZEDEDGE

  • [+] Algorithmically calculated from static text
  • [+] No model cooperation required
  • [+] Deterministic 64-bit Precision