Master Physics-Driven Generative Design for Thermal Systems

Four practical sessions that take you from CAD geometry to CFD-validated, optimized designs with ToffeeX.

Duration: 45 to 60 mins (each episode)

Over four episodes, we’ll walk through the complete workflow for a liquid‑cooled heat sink: from CAD setup to optimization and CFD validation.

Why this series

Most “generative design” content is either marketing fluff or black‑box magic. With ToffeeX, we’re doing something different:

• Physics‑driven, not guess‑driven: full Multiphysics optimization, not AI shape guesses.
• Explainable: you control objectives, constraints and outcomes.
• Manufacturing‑aware: constraints for AM and conventional processes are built into the optimization.

We’ll stick to one concrete example – a liquid‑cooled heat sink – to show the entire workflow end‑to‑end.

👀 And you don’t have to wait three weeks to get a design.

At the end of every session, you’ll be able to see what ToffeeX can generate with one hour (or even less) of computation.

Who this is for

This hands‑on series is for engineers who want generative design they can actually explain and manufacture:

• Mechanical, thermal and simulation engineers
• Design engineers working on heat sinks, cold plates and cooling devices in general
• Engineering managers who want more design exploration without blowing up timelines

If you want to see how physics‑driven generative design can help you hit better performance faster, these sessions are for you.

Access the full webinar page here.