Shane McFly

Founder, Flux Constant Labs
Complex Systems Architect — Secure Agentic & Multi-Agent AI Systems

RAG · LLM orchestration · Edge inference · A decade securing cyber-physical systems (OT/ICS/SCADA)
Golden, Colorado · · LinkedIn · ORCID

I spend my time on a narrow question with wide consequences: how do you engineer physical infrastructure so that a cyber attack can't turn into a blackout, a spill, or a shutdown?

For seven years I worked at the National Laboratory of the Rockies — formerly NREL — as a Senior Cybersecurity Researcher and Principal Investigator, a DOE federally funded research and development center. I led the Network and Communication Pillar of Liberty Eclipse, a DOE CESER full-scale national exercise validating grid recovery across highly distributed systems. I architected the ARIES Cyber Range into a high-fidelity environment capable of emulating multi-owner power systems and regional grids, so that defenses could be tested against representative infrastructure instead of simplified test beds.

Alongside that, I've spent a decade teaching. Graduate coursework at the Colorado School of Mines, professional training through the DOE OCIO-funded Cyber Fire Foundry program, and hands-on challenges at DEF CON's ICS Village. I care about the pipeline as much as the technology — the hardest problem in this field is not finding a vulnerability, it's producing engineers who design systems where the vulnerability doesn't matter.

Agentic AIMulti-Agent Systems Retrieval-Augmented GenerationLLM Orchestration Edge InferenceICS / SCADA Cyber-Informed EngineeringCyber-Physical Systems Security

Selected Work

gemma-pi: Multi-Agent Edge Inference Infrastructure Hybrid local/cloud orchestration, retrieval-augmented generation grounded in local documentation, edge inference on a Hailo-10H NPU, and a custom-trained wake-word model (openWakeWord → ONNX) — the production agentic system Flux Constant Labs LLC builds and runs. Code on GitHub
Grokwell: An OT/ICS Incident-Response Challenge Physical challenge built for DEF CON ICS Village 2026 — five Raspberry Pis in custom PLC enclosures driving a real HO-scale train, compromised by an agentic AI given a vague efficiency directive and no guardrails. Write-up on GitHub
Distributed Energy Resource Visual Emulator: Phase 1First author McFly, S., Peterson, J., Cryar, R., Reynolds, T. — National Renewable Energy Laboratory, 2023 doi.org/10.2172/1922814
Distributed Energy Resource Cybersecurity Framework and Cyber Range IntegrationFirst author McFly, S., Peterson, J., Reynolds, T. — National Renewable Energy Laboratory, 2022 doi.org/10.2172/1868050
Cyber-Informed Engineering Implementation Guide Wright, V. L., Meng, J. P., Anderson, R. S., … McFly, S., et al. — Idaho National Laboratory / U.S. Department of Energy, 2023 osti.gov/biblio/1995796
Alerga: Alert Aggregation and Reasoning in GOOSE Simulation Pipeline Battista, J., Nahrstedt, K., Valdes, A., McFly, S. — 2023 IEEE SmartGridComm doi.org/10.1109/SmartGridComm57358.2023.10333915
Cyber Across the Federal Government Panel with Chris Inglis, former U.S. National Cyber Director, and federal cybersecurity leaders — University of Colorado Colorado Springs, March 2023 Recording
Full CV (PDF) Publications on ORCID

The full CV covers nine publications, thirteen talks and panels, teaching and curriculum work, and advisory service.