Private AI for embedded-systems engineers.

Trace the design or firmware failure through reproducible tests

Explain failures, compare signal or test results and propose verification cases.

Inputs: Authorised source or design files, test benches, simulation outputs and revision histories.

From observation to completed task

Run approved build or simulation jobs and prepare reviewable changes.

Organise firmware-review questions around approved specifications

The supporting records include approved interface specifications, code comments and test notes.

Engineers verify timing, safety and hardware behaviour.

The systems involved

Sandboxed development tools, licensed design software and restricted IP access.

SOS AI configures the local models and tool permissions for this workflow. Actions in business software follow the authority you approve; uncertain cases and actions outside those limits go to the responsible person.

What a useful result must get right

Engineers verify timing, electrical behaviour and release; no unvalidated hardware changes.