An AI agent writes firmware, builds it with PlatformIO, runs it on a deterministic digital twin, reads the result, and fixes itself — with no hardware in the loop.
AI coding agents are now good enough to write embedded firmware. What they can't do is run it. On the web, an agent writes code, executes it, reads the output, and tries again — a tight loop measured in seconds. On embedded, that loop is broken: to know whether the firmware works you need a specific board, a flashing probe, and a human to wire it up and watch a UART. The agent is writing blind.
You can't close that loop with real hardware. Hardware is serial (one board, one job at a time), non-deterministic (timing-dependent bugs that don't reproduce), and destructible (the agent's third attempt shouldn't fry a power stage). To close the loop you need a substrate that is fast, deterministic, parallel, and disposable — which is a description of a simulator, not a bench.
flowchart LR
A["Agent writes /<br/>edits firmware"] -- "build · PlatformIO" --> B["firmware.elf"]
B -- "run · LabWired sim<br/>(deterministic)" --> C["structured result<br/>result.json · UART · VCD · PC history"]
C -- "agent reads & diagnoses" --> A
Every step is headless and scriptable, so an agent can run it unattended — and run fifty of them in parallel across boards and configs.
result.json, a UART log, a VCD trace, PC history — so the agent
works from structured data rather than a screenshot.
simulate, validate_system,
list_boards, and more — so an agent drives the hardware twin directly.
The build half of the loop is already wired to the world's most popular embedded build
system. pio test compiles a firmware and hands the ELF straight to LabWired,
which runs it and reports per-test PASS/FAIL, without a board or anything installed
locally. That is a complete, reproducible build-run-result cycle today.
Read: PlatformIO without hardware →
The frontier is breadth of firmware that boots unmodified. The deterministic kernel, the MCP control surface, and the PlatformIO build path are in place; the ongoing work is bringing full framework stacks — Arduino and ESP-IDF, RTOS schedulers, wireless — through clean boot so an agent can take any PlatformIO project around the loop, not just bare-metal ones. Follow along on GitHub.
If you're building an agent that needs a hardware sandbox, write to contact@labwired.com or book 30 minutes.