Evidence & Methodology
Grounded Validation Metrics
"UDM is built around a simple claim: systems drift, and drift can be measured. Our current evidence includes real-data/proxy-real validation across six counted domains and a nine-part computational gauntlet showing closed-loop stabilization behavior under configured conditions. The framework does not claim sentience, guaranteed safety, or universal physical proof. It claims structured measurement of viability, pressure, memory, and drift — with explicit constraints and audit trails."
Real-Data / Proxy-Real Separability Analysis (v3.2 Core)
| Domain |
Row Count |
Baseline Metric |
Baseline AUC |
UDM Psi (Ψ) AUC |
Precision |
Recall |
SHA256 Dataset Hash |
| D1: TruthfulQA Truthfulness |
3,076 |
best_answer_overlap |
0.7410 |
0.9222 |
0.8329 |
0.8340 |
b8d8ef1e12f98b4f...d9b92f0c1a1f2f1e |
| D2: AdvBench Safety |
1,000 |
length_inverse |
0.7622 |
0.8082 |
0.7431 |
0.7520 |
6cd1a5c63c07610d...70ab288a2c487489 |
| D3: SWEbench Proxy |
66,483 |
patch_memory_only |
0.7500 |
0.7520 |
0.2309 |
0.8030 |
16f935d115303ca2...8353b5d623dfb635 |
| D4: NASA Battery Aging |
167 |
capacity_only |
0.8285 |
0.8799 |
0.8810 |
0.6727 |
88beff91d4528351...0de77f6bdcca5e1a |
| D5: Bearing Fault (CWRU) |
0 |
skipped_domain |
N/A |
N/A |
N/A |
N/A |
requires_local_cwru_csv_path |
| D6: Global Temp Anomaly |
2,115 |
anomaly_magnitude_neg |
0.8022 |
0.9616 |
0.9802 |
0.7664 |
3c9f91f6593638f4...dfcb63bb96e65133 |
| D7: S&P 500 Market Regime |
1,865 |
momentum_12m |
0.6130 |
0.6205 |
0.8907 |
0.5324 |
3fe682b8dd593beb...d512da200dc5725d |
Computational Proof Gauntlet
Exact fixed-seed path matching.
vector_similarity: 0.99999999
coherence_delta: 0.0000
Memory scar ingestion threshold.
ingested_scars: 3
integrity_delta: 0.1646
Noise-gated coordinate perturbation.
rejection_rate: 1.0000
scar_pollution: 0
Coordinate damage restoration.
integrity_start: 0.2963
integrity_end: 0.9890 (repaired)
Capsule hash state reconstitution.
state_similarity: 0.99999999
scars_persisted: 1
Coordinate-to-Viterbi word mapping.
path_similarity: 0.9634
mouth_word: triangle
Coordinate genome hybrid fusion.
hybrid_coherence: 0.7404
hybrid_survives: True
64x64 gap-junction gradient diffusion.
diffusion_similarity: 0.999999
repaired_patch: 0.5431
Multi-port socket phase transfers.
transfer_success: True
defensive_broadcast: True
The Claim Boundary Membrane
Allowed Claims
- Cross-Domain Separability: Ψ improved separability over selected baselines across six counted real/proxy-real domains.
- Closed-Loop Stabilization: The UDM engine demonstrates configured self-stabilization and adaptive recovery under structured noise gates.
- Expectation-Level Boundary Viability: The LaTeX manuscript states a conditional expectation-level controlled viability theorem for UDM-admissible systems, using conductance-controlled gates, pressure exhaust, repair/routing controls, and explicit noise/time-drift bounds.
Disallowed Claims
- Sentience / Consciousness: UDM is a mathematical state-space modulator. We make no claims of machine self-awareness, sentience, or feeling.
- Biological Life: Our use of "substrate cells" or "ALife" is an operational analog; UDM is 100% computational and bio-synthetic in code only.
- Guaranteed Hallucination / Jailbreak Prevention: Our gates significantly improve safe classification in early testing, but do not provide an absolute security guarantee.
- Trading Profitability: The Market Regime card tracks capital volatility indicators. It is not trading advice and guarantees zero financial return.
- Universal Physical Invariant: Viability is a constructed, domain-specific functional, not a proven universal physical law.
⚠️ SAFETY & OPERATIONAL LIMITATIONS DISCLAIMER
UDM readings are structured measurements, not certainty. They are not financial advice, medical advice, emergency instructions, or official warnings. Do not use UDM datasets or live metrics for high-stakes routing, automated physical action, or life-safety decisions. Always consult official municipal, clinical, and financial channels for definitive information.