AI AGENTS · EMBEDDED SYSTEMS · ELECTRONICS ENGINEERING

Code that understands hardware.

AI agents that design, test, debug and manufacture electronics — from the first schematic to the production line.

OPEN THE FERMI LOOP BRING US A BOARD

SCHEMATICS/FIRMWARE/TEST BENCHES/PRODUCTION LINES

A probe station measuring a populated circuit board

FERMI.EDGE / AUTOMATED PROBE · FC-EDGE-01

AGENT: DESIGN_REVIEW

Analyzing schematic

Checking component limits

Verifying PCB layout

● STATUS: READY

01 / The problem

Software ships in an afternoon. Hardware still waits on a human.

AI changed how we write software. But boards still fail, motors still overheat, signals still need measuring and factories still need debugging. None of that is solved inside a chat window.

The bench is the bottleneck

Every decision waits on someone to wire it up, run it, read the instrument and write down what happened.

Knowledge leaves with the engineer

The reason you moved that via lives in someone’s head — not in the repository, and not in the next revision.

Every revision starts cold

Last quarter’s thermal failure teaches the next board nothing, because nothing connected the measurement to the design.

02 / Our approach

An engineer reviewing a PCB layout beside an agent running a design review

HUMAN EXPERTISE × AI AGENTS / = BETTER PRODUCTS

From idea to impact.

We combine AI agents, engineering domain knowledge and embedded hardware to automate and accelerate the entire electronics lifecycle.

01UnderstandRead the schematic, the firmware, the logs and the last ten test runs.

02DesignPropose the change with the constraint it satisfies, not just the edit.

03TestDrive the bench, run the sequence, capture what the hardware actually did.

04ImproveTurn the measurement into a rule the next board inherits.

INTELLIGENCE AT THE INTERSECTION OF SOFTWARE AND HARDWARE

Agents that work across the engineering loop.

From design files to test benches to production lines, our agents connect the digital and physical worlds.

STAGE 01 / 06DESIGNAGENT: DESIGN_REVIEW

SCHEMATICS

PCB LAYOUT

BOM OPTIMIZATION

DFM CHECKS

SCHEMATIC / FC-EDGE-01 REV A.04

AGENT: DESIGN_REVIEW

Analyzing schematic142 nets

Checking component limits0 violations

Verifying PCB layout4 layers

Generating test plan12 cases

STATUS: READY

FERMI.LOOP / 0047DEVICE FC-EDGE-01
REV A.04SIGNALSTAGE DESIGN
LOOP 0%STATUSREVIEWING
LATENCY 18ms

PHYSICAL WORLD CONNECTION/THE AGENT DOES NOT STOP AT SOFTWARE/FERMI.EDGE LINK IDLE

AI AGENTFERMI.AGENT

TEST BENCHSCOPE · PSU · LOAD

PCBFC-EDGE-01 A.04

SENSORSTHERMAL · CURRENT

TELEMETRY1 kS/s · 4 CH

AI AGENTLOOP CLOSED

Probe station measuring an FC-EDGE-01 board on a test bench

TEST BENCH / FC-EDGE-01 · PROBE FC-P4 · LIVE

INTELLIGENCE AT THE INTERSECTION OF SOFTWARE AND HARDWARE

Agents that work across the engineering loop.

From design files to test benches to production lines, our agents connect the digital and physical worlds.

SCHEMATICS

PCB LAYOUT

BOM OPTIMIZATION

DFM CHECKS

AGENT: DESIGN_REVIEW

Analyzing schematic142 nets

Checking component limits0 violations

Verifying PCB layout4 layers

STATUS: READY

↻ BACK TO DESIGN · THE LOOP CONTINUES

04 / Capabilities

Not a copilot. A colleague with lab access.

The difference is not a better answer. It is the ability to act on real equipment, watch what happens and be wrong in public.

Schematic & layout review

Nets, component limits, DFM rules and the failure mode you saw two revisions ago.

Firmware build & flash

Configure the target, compile, flash over SWD and verify the board actually booted.

Automated test execution

Write the plan, drive the bench, run the sequence and keep every trace.

Measurement & telemetry

Scope, power analyzer, thermal and current probe — streamed, not screenshotted.

Fault diagnosis

Correlate runs, locate the subsystem, state a confidence instead of a guess.

DFM & production

Carry the learning into the jig, the line and the next build — not a slide deck.

05 / Demonstrations

Watch it touch real hardware.

Every claim on this site ends at a bench with an instrument attached. We would rather show one board misbehaving than ten slides — and we publish the runs that did not work out.

OSCILLOSCOPEPOWER ANALYZERTHERMALCURRENT PROBESWD / JTAGCAN / UART / SPI

SEE THE EXPERIMENTS →

FERMI.EXPERIMENT 0047 · THERMAL_STRESS

EXAMPLE

Can an AI agent diagnose a hardware fault using telemetry alone?

V24.02 Vrail holding within 0.06 V

I3.81 Aload step every 40 s

T42.7 °Crise begins at 22 min

LIKELY SUBSYSTEM: POWER STAGE · CONFIDENCE 87.4%

Illustrative run — the shape of a result, not a published measurement.

TEST BENCH / FC-EDGE-01 · PROBE FC-P4 · STREAMING 1 kS/s

06 / Real impact

From prototypes to production.

Fermi.Codes helps teams build better electronics — faster, with higher quality and lower cost. The loop does not stop at the lab door.

Faster development

Fewer waits on someone to run the next test.

Higher reliability

Failures become rules, not folklore.

Lower cost

Catch it at the schematic, not at the line.

Scalable manufacturing

The same agent runs the jig and reads the yield.

An electronics production line running board test stations

PRODUCTION / BUILD · TEST · REPEAT

07 / Our vision

An engineer looking out over a valley at sunrise

A smarter hardware future.

A world where engineers and intelligent machines build physical products together — for a cleaner, safer and more connected tomorrow.

MORE IDEAS/BETTER ELECTRONICS/A BRIGHTER TOMORROW

Engineering never really ends. It improves.

DESIGN.·BUILD.·TEST.·LEARN.

Bring us a board that misbehaves.

A thermal fault nobody can reproduce, a bring-up that keeps slipping, a line that fails one unit in forty. Those are the interesting ones.

GET IN TOUCH →