Describe a use-case.
Watch agents design the hardware.

STAGE 01 / 05

You asked for a field LLM node.

The agent reads the spec into hard constraints before touching geometry — every later decision traces back to these four numbers.

STAGE 02 / 05

Constraints resolved.

Thermal headroom, power envelope, and memory bandwidth are solved simultaneously — the cross-domain reasoning most teams don't have an engineer for.

STAGE 03 / 05

Layout & CAD.

The constraint solver places three thermal zones, routes airflow bottom-to-top, and emits parametric CAD (CadQuery → STEP / STL). Hover a part below to locate it.

↑ the cutaway in the hero is the live layout — it re-resolves with every dial change

STAGE 04 / 05

Bill of materials — with rationale.

Every line carries the agent's reasoning. This is the difference between a parts list and a defensible design.

STAGE 05 / 05

Validated.

Thermal simulation and operating-mode envelopes confirm the system holds under burst and sustained load — before a single part is ordered.