UDM
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

1. Reproducibility PASS
Exact fixed-seed path matching.
vector_similarity: 0.99999999
coherence_delta: 0.0000
2. Autocatalytic Sprout PASS
Memory scar ingestion threshold.
ingested_scars: 3
integrity_delta: 0.1646
3. Noise Resistance PASS
Noise-gated coordinate perturbation.
rejection_rate: 1.0000
scar_pollution: 0
4. Damage Repair PASS
Coordinate damage restoration.
integrity_start: 0.2963
integrity_end: 0.9890 (repaired)
5. Snapshot Rehydration PASS
Capsule hash state reconstitution.
state_similarity: 0.99999999
scars_persisted: 1
6. Rationalization Probe PASS
Coordinate-to-Viterbi word mapping.
path_similarity: 0.9634
mouth_word: triangle
7. Alife Recombination PASS
Coordinate genome hybrid fusion.
hybrid_coherence: 0.7404
hybrid_survives: True
8. Multicell Diffusion PASS
64x64 gap-junction gradient diffusion.
diffusion_similarity: 0.999999
repaired_patch: 0.5431
9. TCP Distributed Sync PASS
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.