Underground Hybrid LLC

Entropy-governed intelligence. Measurable. Reproducible. Field-ready.

Runtime Integrity & Drift Control

We keep AI stable under real-world load with entropy-aware metrics, real-time telemetry, and readiness-gated controls.
Highlights:
• AI stability & drift detection
• Entropy-aware metrics: MI trend, autocorrelation alarms
• Promotion/rollback gates, bounded recovery

Quantum & HPC Validation

Digital twins, noisy-circuit runs, and HPC benchmarks pressure-test models under realistic constraints.
Highlights:
• Quantum-inspired validation & noisy circuit analysis
• Digital twin workflows, ablations, uncertainty bands
• Throughput and latency under peak load

Evidence & Governance

Civilian-safe packets with chain-of-custody, de-identification, and review windows. Every artifact is scored and auditable.
Highlights:
• Reproducible results, pass/fail tables, signed ledgers
• Chain-of-custody, export screening, review SLAs
• Objective triage: fit, evidence strength, clarity, value

Validate it on your workloads.

We publish outcomes, not mechanisms.• Export-safe
• NDA available
• Reproducible demos

Underground Hybrid LLC • [email protected] • New Port Richey, FL