Core Scientific & AI Inquiries.
Pushing the frontier from fundamental physical laws to embodied neural intelligence.
Embodied Intelligence
Developing vision-language-action neural architectures trained directly for physical interaction, spatial reasoning, and dynamic multi-axis balancing in unstructured environments.
Edge Silicon & Neural Compute
Designing specialized low-power edge neural accelerators capable of executing sub-millisecond quantized inference directly on untethered hardware without cloud dependencies.
Precision Actuation & Dynamics
Engineering high-torque density magnetic actuators, compliant mechanisms, and composite structures that withstand extreme continuous mechanical fatigue.
Autonomous Telemetry & Mesh
Architecting Byzantine fault-tolerant distributed sensor networks, cryptographic verification protocols, and real-time asynchronous telemetry for mission-critical physical fleets.
Deterministic Systems & Firmware
Building bare-metal microkernel schedulers, zero-allocation memory safety loops, and local-first distributed state synchronization designed for zero-downtime execution.
Uncharted Vectors & Fellowships
We sponsor visiting researchers, doctoral fellows, and independent polymaths investigating non-consensus questions at the frontier of physical AI and sovereign hardware.
Embodied Intelligence
Developing vision-language-action neural architectures trained directly for physical interaction, spatial reasoning, and dynamic multi-axis balancing in unstructured environments.
Edge Silicon & Neural Compute
Designing specialized low-power edge neural accelerators capable of executing sub-millisecond quantized inference directly on untethered hardware without cloud dependencies.
Precision Actuation & Dynamics
Engineering high-torque density magnetic actuators, compliant mechanisms, and composite structures that withstand extreme continuous mechanical fatigue.
Autonomous Telemetry & Mesh
Architecting Byzantine fault-tolerant distributed sensor networks, cryptographic verification protocols, and real-time asynchronous telemetry for mission-critical physical fleets.
Deterministic Systems & Firmware
Building bare-metal microkernel schedulers, zero-allocation memory safety loops, and local-first distributed state synchronization designed for zero-downtime execution.
Uncharted Vectors & Fellowships
We sponsor visiting researchers, doctoral fellows, and independent polymaths investigating non-consensus questions at the frontier of physical AI and sovereign hardware.
Embodied Intelligence
Developing vision-language-action neural architectures trained directly for physical interaction, spatial reasoning, and dynamic multi-axis balancing in unstructured environments.
Edge Silicon & Neural Compute
Designing specialized low-power edge neural accelerators capable of executing sub-millisecond quantized inference directly on untethered hardware without cloud dependencies.
Precision Actuation & Dynamics
Engineering high-torque density magnetic actuators, compliant mechanisms, and composite structures that withstand extreme continuous mechanical fatigue.
Autonomous Telemetry & Mesh
Architecting Byzantine fault-tolerant distributed sensor networks, cryptographic verification protocols, and real-time asynchronous telemetry for mission-critical physical fleets.
Deterministic Systems & Firmware
Building bare-metal microkernel schedulers, zero-allocation memory safety loops, and local-first distributed state synchronization designed for zero-downtime execution.
Uncharted Vectors & Fellowships
We sponsor visiting researchers, doctoral fellows, and independent polymaths investigating non-consensus questions at the frontier of physical AI and sovereign hardware.
Embodied Intelligence & Autonomous Control
Developing vision-language-action (VLA) neural architectures trained directly for physical interaction, spatial reasoning, precision robotic manipulation, and dynamic multi-axis balancing in unstructured environments.
- ▪Real-time sensor-motor latent representations
- ▪Reinforcement learning with physics-based reward modeling
- ▪Low-latency tactile feedback & gripper compliance
Edge Neural Compute & Silicon Architecture
Designing specialized low-power edge neural accelerators and custom compute topologies capable of executing sub-millisecond quantized inference directly on untethered hardware without cloud dependencies.
- ▪Sub-watt 4-bit and 8-bit quantized transformer inference
- ▪Deterministic real-time microkernel execution
- ▪Zero-latency hardware-level memory architectures
Applied Physics, Materials & Energy Systems
Investigating the fundamental physical constraints of power density, thermal dissipation in dense electronics, solid-state energy storage, and ruggedized materials built to operate in harsh operating conditions.
- ▪Thermal phase-change dissipation in high-density compute
- ▪Solid-state battery chemistry and power delivery topologies
- ▪Lightweight composite materials for mechanical load-bearing
Autonomous Telemetry & Mesh Intelligence
Architecting fault-tolerant distributed sensor networks, sovereign edge communication protocols, and cryptographic telemetry pipelines that ensure real-time coordination across mission-critical physical fleets.
- ▪Byzantine fault-tolerant peer-to-peer sensor meshes
- ▪Zero-trust cryptographic hardware verification
- ▪Real-time asynchronous telemetry ingestion
Deterministic Runtimes, Microkernels & State Engines
Architecting high-assurance runtime environments, bare-metal microkernel schedulers, memory-safe embedded firmware, and offline-first distributed state synchronization designed for zero-downtime execution in demanding environments.
- ▪Deterministic microkernel scheduling on resource-constrained microcontrollers
- ▪Zero-allocation memory safety for low-level sensor-motor control loops
- ▪Decoupled local-first state replication with asynchronous conflict resolution
Have an Uncharted Vector or Thesis?
We collaborate with and support visiting researchers, doctoral fellows, and independent polymaths investigating non-consensus questions at the frontier of physical AI, systems firmware, and sovereign hardware.
- ▪Robotics, optics, and RF testbed instrumentation
- ▪Rapid in-house silicon prototyping & PCB fabrication
- ▪Grant sponsorship, edge compute clusters & field telemetry
Physical Research Facilities.
Dedicated in-house prototyping, testing, and neural evaluation cells.
Robotics & Kinematics Prototyping Cell
High-precision 6-axis articulated testbeds, optical motion capture tracking, dynamic torque analyzers, and real-time hardware-in-the-loop simulation infrastructure.
Silicon, Circuit & RF Validation Facility
High-speed mixed-signal oscilloscopes, spectrum analyzers, thermal imaging chambers, and surface-mount assembly stations for rapid hardware spin cycles.
Systems Software & Developer Runtime Lab
Dedicated environments for firmware-level hardware abstraction, bare-metal RTOS validation, developer runtime tooling, and offline distributed mesh testing.
University Lab Access & Joint Engineering Grants.
We partner with technical universities, polytechnics, and research faculties to co-author peer-reviewed literature, open-source hardware benchmarks, and provide access to LiebX experimental infrastructure.