We build intelligent systems — from firmware to fleets.

Swedish engineering studio delivering AI‑powered robotics, embedded firmware, and energy systems. We partner with industry to ship production‑grade software & hardware—fast, safe, and measurable.

What we do

  • Embedded & firmware: ARM/Nuvoton, FreeRTOS, I²C/SPI/CAN, SD logging, bootloaders, safety.
  • Robotics & mechatronics: perception, control, actuator design, UAV/UGV, simulation.
  • AI systems: on‑device inference, tool‑using agents, data pipelines, observability.
  • Energy tech: solar, storage, BMS, telemetry, dashboards, predictive maintenance.

Currently

  • Optimizing battery‑management firmware for mobile & industrial use.
  • Prototyping UAV autonomy and ultra‑light actuator concepts.
  • Building AI assistants for testing, logging, and anomaly detection.

Stockholm, Sweden · Remote friendly

Our Products

Three platforms. One mission: make intelligent systems safer, faster, and more observable.

Beta Available

ProbeCodex

AI-powered debugging for embedded systems. Connect your hardware probe and let AI help you debug, flash, analyze RTOS tasks, and test firmware in real-time — all from Claude Code.

ARM Cortex-M FreeRTOS 90+ MCP Tools Real-time Analysis Claude Code Integration
Visit ProbeCodex.com Download Free Beta Docs
Live

Operator Portal

The central hub for managing ProbeCodex licenses, downloads, devices, and team access. Monitor your fleet of debug sessions, manage API keys, and track usage — all in one place.

License Management Device Fleet Team Access
Open Operator Portal Download Deck (PDF)
Coming Soon

Transfer Oracle

Validate ML models before deployment. Transfer Oracle audits your training–deployment gap, detects distribution shift, flags undertrained classes, and gives a clear SAFE / RED FLAG / BAD MODEL diagnosis — before your model reaches production.

Model Validation Distribution Shift Deploy Confidence
Visit TransferOracle.ai Download Deck (PDF)

Selected work

  • Front‑panel firmware: dual‑stream SD logger, daily rotation, queue‑based buffering, metrics.
  • I²C master/target stack: ISR‑driven, robust error handling, modbus‑like state machines.
  • Safety review: fault detection/handling, graceful hard‑off sequencing, test benches.

Engagement models

  • Pilot sprint: 2–4 weeks to de‑risk a core problem.
  • Dedicated team: embedded + AI + frontend for productization.
  • Advisory: architecture, performance, CI/CD, incident review.

Get in touch

Tell us about your project. We usually reply within one business day.

Support

  • +46 (0)762981255