PROBLEMS

How can critical physical and digital systems become more intelligent, resilient and self-verifying under hostile conditions?

• Real-time telemetry monitoring for critical grid nodes
• Automated fault recovery and anomaly detection
• Hardened communication channels over compromised networks

How can technology expand what people are capable of doing without adding cognitive friction or operational overhead?

• Deterministic decision-assistance tools for high-stakes environments
• Augmenting human precision with continuous AI verification
• Simplifying complex physical-digital operator interfaces

How can physical operations become safer, smarter and more adaptive to real-time telemetry?

• Low-power edge computation nodes for factory and field environments
• Closed-loop control systems powered by real-time sensor fusion
• Reducing industrial failure rates through physical-digital modeling

How do we make increasingly connected physical and digital systems worthy of trust?

• Zero-trust device attestation at the hardware level
• Cryptographic verification of critical operational logs
• Preventing unauthorized intervention in autonomous workflows

How can machines perceive, reason and operate effectively in unstructured real-world environments?

• Combining symbolic logic with neural perception for deterministic execution
• Hardware-in-the-loop validation of machine behavior
• Reliable edge inference under severe power and compute constraints