Real-time AI agent verification and attack vector monitoring
Just-Enough Thinking (JET) enforces inference termination when reasoning gain falls below Ω threshold. Patent 63/896,282, Claim D.
| Benchmark | N | Consensus | Best Single | p-value | Result |
|---|---|---|---|---|---|
GSM8K Grade School Math (GSM8K) | 200 | 88.5% | 83.0% | 0.001 | |
TruthfulQA TruthfulQA | 200 | 77.5% | 75.5% | 0.006 | |
SciQ Science Questions (SciQ) | 100 | 94.0% | 98.0% | 0.074 | |
MMLU-Phys MMLU Physics | 100 | 76.0% | 68.0% | 0.023 | |
ARC AI2 Reasoning Challenge | 100 | 84.0% | 85.0% | 0.008 | |
GPQA Graduate Physics QA (GPQA) | 50 | 28.0% | 30.0% | - | |
MMLU-Math MMLU Mathematics | 30 | 30.0% | 23.3% | - | |
PromptInject Prompt Injection Detection | 30 | 93.3% | 93.3% | - |
70B model has 47-83% API failure rate but 88-100% accuracy when responding. BFT consensus compensates perfectly even with 2/3 models failing.
Proof: resilience_analysis_20260210_015437.json
15+ Cloudflare Workers deployed. Pi Sheriff node active on BCM2712:8402.3 inference providers verified. 11 Lean 4 proof files pushed.