Orbital mesh connecting satellites, aircraft, surface vessels, ground systems, and RF data paths over desert and coastline
Products

Contested spectrum and adversarial AI systems.

We field three capability areas for U.S. and allied teams operating under interference, bandwidth pressure, and adversarial conditions — Quicksilver for the signal path, adversarial AI for accountable autonomy, and Operator Development for operator readiness.

Operational systems

Move signal data. Control autonomy. Harden the workflow.

We build around mission effects — keep RF data moving, make AI behavior accountable, and turn demonstrations into capabilities that survive field evaluation.

Forward edge spectrum deployment with tactical vehicle, communications shelter, antennas, rugged compute, and RF links
Quicksilver Edge & Spectrum System

Compress, classify, and move RF data — secured at the edge and orchestrated across distributed assets.

Quicksilver keeps useful signal data moving through high volume, constrained links, and degraded conditions — across the secure edge data paths each mission demands.

Constrained links

Compression

RF and IQ compression for bandwidth- and storage-constrained environments.

Emitter awareness

Signal Classification

Signature extraction, signal classification, and anomaly detection — near collection.

Degraded networks

Transport

Resilient data transport, lower time on air, and increased over-the-air throughput.

Protected edge data

Edge Security

Low-latency protection for high-rate sensor, IQ, and distributed radio data paths.

Distributed control

Network Orchestration

Network control, routing, and operational coordination for distributed edge assets.

View Quicksilver System
Secure AI mission assurance room with analysts, provenance displays, model behavior views, and evidence workflows
Adversarial AI & Mission Assurance

Acquire knowledge, realign models, and field synthetic forces.

For teams that need mission-specific knowledge, controllable model behavior, and authorized adversary emulation — before AI systems are trusted in the field.

Mission knowledge

Automated Knowledge Acquisition System

Multimodal acquisition that turns video, web, and source material into timestamped transcripts, summaries, and searchable knowledge troves — with OCR and chapter detection as adjacent capabilities.

Model behavior control

Skill Realignment Suite

Behavior recipes for open-weight models — preview, evaluation, and export paths for controlled mission use.

Authorized adversary emulation

Specialized Offensive AI

Multi-agent mission workforces that decompose goals, execute bounded tasks, and pass evaluator gates for red-team and synthetic-force operations.

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Operator development range with AI red-team training displays and cohort mission planning
Operator Development

Develop the operators who run the mission.

Operators build the skills to run Starzl products and to operate against AI, cyber, and OSINT adversaries — under bounded, authorized conditions.

Operator boot camp

AI Red-Team Boot Camps

Multi-day intensive programs for operators and technical teams, working hands-on against authorized targets.

Simulation & learning range

Campus Martius

An AI-enabled simulation and interactive learning range for cohort-led mission execution against representative scenarios.

Targeted engagement

Red-Team Engagements

Focused red-team work against defined AI, cyber, and OSINT surfaces — scoped to the question the program needs answered.

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Mission-to-system fit

Match operating problems to systems and hardening plans.

Each mission condition points to a system, a measurable test, and a decision path for further hardening.

Problem
RF data overwhelms the link

Quicksilver compresses, classifies, and moves RF data under representative link conditions.

Measured by compression ratio, reconstruction fidelity, and time on air — with operator utility as an adjacent measure.

Problem
High-rate streams need protection

Quicksilver Edge Security and Network Orchestration protect secure edge data and coordinate distributed radio paths.

Measured by throughput, latency, and error behavior — with power and compute burden as adjacent measures.

Problem
Teams need mission knowledge fast

Automated Knowledge Acquisition System acquires, transcribes, enriches, and searches video, web, and source material before analysis or model work begins.

Measured by source coverage, transcript quality, and retrieval — with OCR utility, chapter accuracy, and provenance as adjacent measures.

Problem
Open-weight models need behavior control

Skill Realignment Suite defines, previews, evaluates, and exports behavior recipes for mission-specific model use.

Measured by refusal behavior, capability preservation, and coherence — with recipe reproducibility and operator review as adjacent measures.

Problem
Programs need realistic AI opposition

Specialized Offensive AI decomposes missions, runs bounded agent teams, and tests plans through evaluator gates inside an authorized boundary.

Measured by scenario realism, task completion, and verification quality — with mitigation clarity and retest readiness as adjacent measures.

Briefing path

System fit is proven in the mission environment.

Bring the operating condition, representative data, and constraints. We define the system fit, measurable outcomes, and hardening plan.

Input
Operational context

RF data type, link quality, and edge compute — with data sensitivity, source authority, and operator role as adjacent inputs.

Output
Stress-test scope

System fit, test setup, and performance measures — with integration assumptions and decision criteria packaged for review.

Rugged deployable RF and edge compute hardware arranged with antennas, cables, cases, and evaluation materials