AI ENGINEERING FOR THE PHYSICAL WORLD

From imagination
to reality.

An AI engineering partner for the machines you build.

Work through design tradeoffs, turn decisions into build steps, and check what works. Start with the plans, photos and measurements you already have.

BUILD WITH THE WHOLE PICTURE

Less second-guessing.
More building.

A part can fit the drawing and still block a cable or a service panel. Fyrwake helps you consider the whole machine before a small decision becomes expensive rework.

Start with what you have.

Give Fyrwake your drawings, photos and measurements. Build an understanding of your machine without documenting it all from scratch.

See what a change affects.

Compare fit, wiring and service access together. Work through the tradeoffs before you buy parts or drill holes.

Know what actually works.

Compare a test result with what you expected. See what is verified, what is assumed and what needs another check.

FILESDESIGNSDECISIONSMEASUREMENTSOne connected engineering record.

INSIDE FYRWAKE

From “will this work?”
to your next step.

Explore a design review, a guided wiring step and a measured result. Each view helps you move the build forward.

EXAMPLE WORKSPACEProduct preview

BEFORE YOU FABRICATE

Find the problem
before you drill.

Compare component layouts and investigate concerns while the design is still easy to change.

A water-exposure concern stays visible until there is evidence to resolve it.

One project, viewed through design, assembly and verification.

FROM PLAN TO PROOF

Make the decision.
Then make it real.

Bring an idea or pick up an existing build. Fyrwake helps you understand what you have, choose a direction and work through what comes next.

You stay in charge.
AI explains the options. You approve the plan. Measurements show what works.

UNDERSTAND

Get the whole machine in view.

Start with your files and photos. Establish what is already built, what is known and which questions still need an answer.

DESIGN & BUILD

Turn a choice into a clear plan.

Compare alternatives, choose a direction, then follow the parts, assembly steps and checks in your approved plan.

VERIFY

Close the loop with evidence.

Check the build against the plan. Keep the measurements and results so the next revision starts with what you learned.

Concept rendering of a yard robot with a graphite enclosure, orange trim and front sweeper

DESIGN FOR THE REAL WORLD

Every part matters.
So does the fit.

An enclosure needs room for wiring. A moving arm needs clearance. A sensor needs a clear view. Every choice affects the machine around it.

Fyrwake helps you work through those connections, compare alternatives and plan the checks that turn a promising design into a working build.

Explore a design review

FOR PEOPLE WHO BUILD

Big ideas.
Real-world details.

For builders and teams bringing physical machines to life—and keeping them understandable as they change.

Independent builders

Keep mechanical, electrical and software decisions connected as your project grows.

Research teams

Carry the context of an experiment into the next revision, with its results still attached.

Hardware teams

Keep a shared record of what changed, why it changed and what needs to be checked again.

A FEW THINGS WORTH KNOWING

Built around
your judgment.

What is Fyrwake?

Fyrwake is an AI engineering partner for people building physical machines. It uses your project files and measurements to help you review designs, compare alternatives, plan assembly and verify the result. The decisions and evidence stay with the build.

Can I bring an existing project?

Yes. The experience starts with what you already have: drawings, photos, parts information and measurements. Fyrwake helps piece together the current build and identify what still needs checking.

Does AI make the final engineering decision?

No. AI helps surface questions and explain alternatives. You approve consequential changes, and physical tests provide evidence of what works.

Can I use Fyrwake today?

Fyrwake is in development. You can explore the workspace preview and join the early-access list to hear when access opens.

BUILD WHAT COMES NEXT

Your idea.
Let’s bring it to life.

Join the early-access list for Fyrwake.
Be first to hear when there’s room for your build.

In development. Joining the list does not guarantee access.
Fyrwake workspace preview
Enlarged electronics enclosure design view