Engineering
Embed
Jalaran Embed generates, completes and reviews Arduino/C++ and MicroPython firmware with the hardware constraints built into every answer.
Who Embed is for
For embedded developers who have watched a general coding assistant confidently recommend a library that will not fit on the device. On constrained hardware that is not an incomplete answer, it is a wrong one, and it wastes an afternoon.
What Embed does
Embed carries the constraints of the target platform into every response. A general assistant asked about Python data handling recommends numpy, pandas and scipy — on a MicroPython board those libraries do not exist, so the advice is not merely unhelpful but actively misleading. Embed knows the SRAM budget is measured in kilobytes, that what you may do inside an interrupt service routine is sharply restricted, that heap fragmentation is a real failure mode on a long-running device, and that blocking delay is usually the wrong answer. Its review weights ISR safety and fragmentation as critical.
- Arduino/C++ and MicroPython with platform-specific context
- ISR safety and heap fragmentation weighted critical in review
- Generate, complete and review modes
- Self-hosted inference — proprietary firmware stays local
How Embed works
Choose the platform
Arduino/C++ or MicroPython. The platform changes what a correct answer even looks like.
Generate, complete or review
Write new firmware, finish existing code, or have a working sketch reviewed against embedded constraints.
Read the constraint-weighted review
ISR safety and heap fragmentation are treated as critical, because on a device that runs for months they are.
Test on real hardware
Generated firmware is a draft. Embedded code fails in ways that only appear on the device.
What Embed does not do
Embed writes and reviews code; it does not compile, flash or debug on hardware, and it cannot see your board. It has no knowledge of your specific wiring, your peripherals or your timing requirements beyond what you tell it. Generated firmware must be tested on the real device — embedded failures are timing-dependent and hardware-specific in ways no static review catches. Two platform families are supported, not every embedded target.
Common questions
How is this different from Code?
Code covers Python, TypeScript, JavaScript, SQL and Bash — no C or C++ at all — and its Python context recommends numpy and pandas, which on a MicroPython device is a wrong answer rather than a missing one. Embed carries the hardware constraints instead.
Can it flash my board?
No. It generates and reviews code. Compiling, flashing and on-device debugging happen in your own toolchain.
Which platforms does it cover?
Arduino/C++ and MicroPython. It is deliberately two families done with real context rather than every embedded target done generically.
Explore the workspace
Jalaran is one workspace of 85 modules. Browse the rest of the arsenal: