Underground Hybrid LLC

Entropy-based control and diagnostics for quantum, AI and complex decision systems.
Measurable. Reproducible. Field-ready.Independent research and execution lab turning entropy into a live control signal for quantum hardware, AI systems, and high-stakes decision platforms.

Runtime Integrity & Drift Control

We keep AI stable under real-world load with entropy-aware metrics, live telemetry and readiness-gated controls. The goal is simple: keep models in a productive exploration band instead of drifting into chaos or stagnation.Highlights:
– Stability and drift detection based on information / entropy trends
– Entropy-aware metrics: mutual-information trend, autocorrelation alarms
– Promotion / rollback gates with bounded recovery and safe fallbacks

Quantum & HPC Validation

Digital twins, noisy-circuit runs and HPC benchmarks pressure-test models under realistic constraints. We validate entropy-based control laws on both cloud quantum hardware and calibrated twins.Highlights:
– Quantum-hardware validation and noisy-circuit analysis on IBM Quantum and calibrated twins.
– Digital-twin workflows, ablations and uncertainty bands
– Throughput and latency characterization under peak load

Evidence & Governance

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

Validate it on your workloads.

We publish outcomes and interfaces; deeper mechanisms are available under NDA.– Export-safe
– NDA available
– Reproducible demosShare a brief description of your system and what you’re trying to stabilize; we’ll respond with a validation plan and demo options.

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