Teams at Focused Energy (focused-energy.co)

Design, deploy, and integrate machine learning models into digital-twin and multiphysics simulation environments for laser-driven fusion systems. Build physics-informed models, surrogate and reduced-order models, ML pipelines, anomaly detection, uncertainty quantification, Bayesian optimization, and reinforcement-learning workflows. Collaborate with physicists and engineers to accelerate simulations, optimize system performance, support predictive diagnostics, and establish reproducible engineering practices.

Provides embedded engineering safety support for laser, cryogenic, electrical, mechanical, and control systems at the Austin facility. Leads hazard analyses, risk assessments, design-for-safety reviews, commissioning support, operational readiness activities, incident investigations, corrective actions, technical documentation, and safety training. Partners with engineering, operations, facilities, and central safety teams to ensure hazards are identified and mitigated throughout system design, installation, validation, and operation.

Perform hardware integration, qualification testing, optical and laser alignment, test-rig preparation, troubleshooting, upgrades, and campaign support for laser-driven fusion experiments. Document test results and issues, translate procedures into executable sequences, maintain lab configurations, and follow rigorous safety practices while collaborating with scientists and senior engineers.