Physical Intelligence

We extend AI from the screen into the physical world. Robotics, embedded systems, and autonomous hardware — built with the same precision as our software.

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Why Physical Intelligence

  • AI is leaving the cloud. Foundation models are moving to edge devices — ESP32, Jetson, custom silicon. The organizations that can deploy intelligence at the edge own the next decade. We bridge the gap between model and motor.
  • Robots need evaluators. Vision-Language-Action models are powerful but unpredictable. You can't ship a robot that works "most of the time." We build evaluation frameworks that tell you exactly how your system behaves in the real world.
  • Firmware is the last mile. The gap between a working model and a working product is custom firmware, sensor fusion, and hardware integration. The most brilliant VLA is useless if it can't talk to a servo. That's where we live.
App Development Process

How we work

From Model to Machine

App Development Process
  • Evaluate. We benchmark your current hardware and AI capabilities. What can your system actually do vs. what you think it can do? We build the eval pipeline to answer that question rigorously.
  • Prototype. Rapid hardware prototyping with off-the-shelf components. ESP32, Raspberry Pi, Jetson — we get a working proof of concept in your hands fast, before committing to custom hardware.
  • Integrate. Custom firmware, model deployment, sensor fusion. This is where the prototype becomes a product — reliable, fast, and purpose-built for your use case.
  • Harden. Production-grade reliability. OTA updates. Monitoring. Fail-safes. The boring work that separates a demo from a device you'd trust in the field.

What we build

Physical Intelligence Capabilities

ESP32 & Embedded Systems

Custom firmware for IoT and edge AI devices. BLE, WiFi, sensor integration, OTA updates. We've shipped embedded systems from wearable fashion tech to industrial automation.

ESP32IoTFirmware

Robotics Evaluation

Benchmarking and eval pipelines for Vision-Language-Action models. Systematic testing in simulation and real-world environments. Does your robot actually do what you think it does?

VLAEvaluation

VLA Integration

Deploying vision-language-action models on physical hardware. We handle the full pipeline from simulation to real-world — model selection, hardware adaptation, and deployment.

VLARobotics

Custom Firmware

Low-level systems programming for embedded platforms. When the SDK isn't enough and you need direct hardware control, custom protocols, or real-time performance guarantees.

C/C++RTOS

Sensor Fusion

Combining camera, LiDAR, IMU, and other sensor data into coherent world models for autonomous systems. The foundation of any robot that needs to understand its environment.

PerceptionLiDAR

Edge AI Deployment

Running inference on device. Model quantization, optimization, and hardware-specific tuning. We get your models running fast on constrained hardware without sacrificing accuracy.

Edge AIOptimization

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