AI Coding Copilot
for Firmware & Hardware
Write embedded code faster. Debug from real telemetry. Deploy with confidence. Built for teams shipping firmware to ESP32, Arduino, NVIDIA Orin, and beyond.
Why Firmware Development Needs a Copilot
Hardware is Unpredictable
Power fluctuations, timing issues, radio interference, temperature drift. Embedded bugs don't show up in your IDE—they surface in the field.
Debugging Takes Forever
Watchdog resets. GPS dropouts. Memory leaks. Tracking down firmware issues without field data is guesswork. You need faster feedback loops.
OTA Updates Are Risky
One bad firmware push can brick your entire fleet. You need safety rails: canary rollouts, automatic rollback, and regression detection.
What KYRNOX Does
1. AI Firmware Code Generation
Natural language → production firmware code. ESP32, Arduino, PlatformIO. Handles WiFi, sensors, power management, RTOS tasks, and peripheral drivers.
Type "demo" in terminal ↑
2. Telemetry-Driven Debugging
Real symptoms → root cause analysis. Watchdog resets? GPS dropouts? Battery drain? KYRNOX analyzes field telemetry and suggests firmware fixes.
Type "trace" in terminal ↑
3. Safe OTA Deployment
Deploy firmware updates with confidence. Canary rollouts, automatic rollback on regression, battery + connectivity guards. Never brick a fleet again.
Type "safety" in terminal ↑
4. Field-to-Firmware Loop
Learn from production devices. Real telemetry → AI analysis → suggested code changes. Close the loop from observation to fix.
Type "workflow" in terminal ↑
Hardware Platforms & Use Cases
NVIDIA Orin
Edge AI Compute
- → GStreamer pipeline development
- → Camera + sensor integration
- → Real-time inference optimization
- → Latency and bandwidth tuning
ESP32 & LILYGO
IoT & GPS Trackers
- → WiFi + cellular connectivity
- → GPS lock optimization (TTFF)
- → Battery-safe power management
- → Sensor fusion & filtering
Arduino & STM32
Robotics & Prototyping
- → Motor control & PWM tuning
- → Timing-critical loops
- → Multi-sensor integration
- → Rapid prototype → production
Type "usecases" in terminal for detailed examples ↑
Why This Becomes Inevitable
Physical AI is scaling. Robots, drones, sensors, trackers—millions of embedded devices. Firmware complexity is growing faster than teams can keep up.
Every hardware team needs faster iteration. Write code → flash → debug → fix. Without AI assistance, firmware development stays slow and brittle.
KYRNOX is the copilot for embedded engineers. Generate firmware code. Debug from telemetry. Deploy with confidence. The feedback loop that hardware teams have been missing.
Early Access
We're onboarding a small number of firmware teams.
If you're building hardware and shipping embedded code to real devices, we should talk.