Physics-Informed Machine Learning
We develop advanced, science-informed AI solutions for aerospace, defense, and numerous other deep technology challenges.
What happens when modern machine learning meets
scientific knowledge? Answer: extraordinary possibility.
Our Capabilities
Artificial Intelligence
- Physics-Informed ML
- ML for Technological Synergy
- ML DevOps
Tech Transfer
- Commercialization of federally-funded R&D
- Spinning out new technology companies
- Regional economic development through R&D
Software Engineering
- Full stack development
- DevOps
- Human-Centered UX/UI
Edge Computing
- Power-efficient ML
- On-Device preprocessing
- Secure Enclave integration
AI Security Hardening
- Code fortification
- Modern data input validation
- Secure ML deployment environment
Complex Systems Engineering
- Emergent behavior modeling
- Nonlinear dynamics prediction
- Adaptable architecture design
Solutions
Intelligent Thermal Systems
Superior efficiency and control, by deep training on the underlying thermal physics.
Air & Missile Defense
Modern target classification and interception analytics at the speed of machine intelligence.
AI Team Science
Advanced team composition and behavior understanding.
Predictive Maintenance in Complex Systems
The more complex the technology stack, the more critical the need to avoid complex failure modes.
Advanced Sensors
Physical Knowledge + AI + Modern Sensors = Deeper Insights.
Electromagnetic Warfare
AI threat library evolution, advanced signal recognition, dynamic spectrum management.
Our Mission: To drive technological impact
Inspired by the Ancient Greeks and Renaissance minds such as Niccolo Machiavelli, Infyrno embraces the Binocular View: one eye on the modern world, one eye on the ancient world.
The Modern Lens provides simplicity, practicality, immediacy.
The Ancient Lens provides nuance, perspective, depth, and diversity of thought. Both lenses viewed simultaneously constitute our core philosophy.
Hence: to drive technological impact (Modern Lens), in order to promote human flourishing – Eudaimonia (Ancient Lens).