Architectures for memory, reasoning, and alignment. Systems that maintain stable long-term memory while allowing safe, continuous learning with guardian-monitored updates.

Auto-learning driving stack, multi-guardian safety, and metro-scale control systems for autonomous vehicles and urban infrastructure.

Autonomous drones and repair systems for ecological restoration, using chemotactic feedback and adaptive response protocols.

Mechanisms to prevent theft, vandalism, and misuse of AI systems. Dual-mode tracking, evidence collection, and proportionate response protocols.

Banana Cancer Breaker BM-CRS and related biomedical control systems for precision targeting and therapeutic response.

Biomimetic coordination and sensor arrays for emergent swarm behavior, zero-communication protocols, and distributed intelligence.