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

Contested spectrum and adversarial AI systems.

Starzl builds Quicksilver edge and spectrum systems and accountable AI systems for U.S. and allied teams operating under interference, bandwidth pressure, and adversarial conditions.

Operational systems

Move signal data. Control autonomy. Harden the workflow.

The systems are built around mission effects: keep useful 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, transport, secure, and orchestrate RF data.

Quicksilver keeps useful signal data moving through high volume, constrained links, degraded conditions, and secure edge data paths.

Constrained links

Compression

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

Emitter awareness

Signal Classification

Signature extraction, channel detection, 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, OCR, summaries, chapters, and searchable knowledge troves.

Model behavior control

Skill Realignment Suite

Behavior recipes for open-weight models, with preview, evaluation, steering methods, 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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Mission systems integration lab with graph, evidence, and workflow displays
Mission Systems Integration

Connect systems into fieldable mission workflows.

For partners who need interfaces, test evidence, operator workflows, and hardening work before a system can move beyond demonstration.

Operator adoption

Mission Workflow Design

Operator roles, review gates, data boundaries, and acceptance criteria for the specific mission environment.

Field architecture

Secure Deployment Architecture

Interfaces, edge compute, secure channels, data paths, and operating assumptions needed for field evaluation.

Test evidence

Evaluation & Battle Hardening

Stress-test setup, performance measures, evidence package, unresolved risks, and retest path.

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Briefing path

System fit is proven in the mission environment.

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

Input
Operational context

RF data type, link quality, edge compute, data sensitivity, source authority, and operator role.

Output
Stress-test scope

System fit, test setup, performance measures, integration assumptions, and decision criteria.

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