Experiments & Simulations

Machine Skill

A one-line machine brief becomes a cutaway you can prod, break, and film.

Machine Skill website homepage screenshot
Site Stumble field capture of Machine Skill, reviewed November 5, 2026.

Machine Skill is equal parts project showcase and open workshop: a crisp explanation of how one sentence can become a single-file, browser-based machine model with moving parts, computed readouts, cutaways, and a short recorded film. The public page is easy to browse; building your own version means installing the open-source skill and bringing an Agent Skills host.

What is Machine Skill?

The landing page lays out a tidy little assembly line: gather dimensions and equations, build procedural parts, drive them with a compact solver, then turn the result into a numbered-beat film. Its linked examples range from turbofans and rocket engines to refinery pumps and compressors. The most convincing detail is not merely that the casings come apart, but that the project tries to keep the displayed pressures, temperatures, flows, and failures tied to an explicit model. Source, installation instructions, limits, and recording requirements are all close at hand, so the page works both as a five-minute curiosity and as the front door to a much deeper build session.

What you can do there

  • Browse the machine-generation workflow
  • Open interactive machine examples
  • Install or inspect the open-source skill

Why we picked it

Machine Skill makes technical explanation feel like a workbench instead of a slide deck. The combination of cutaway geometry, live solver values, deliberate failure modes, and a reproducible film path gives the concept a rare practical spine. It is also refreshingly candid about where the model stops: these are explanatory simulations, not certified analyses or manufacturing drawings.

How to get the most from it

Start with the four-step overview, then open one of the example machines and compare its normal, cutaway, exploded, and failure states. If the idea clicks, read the repository's limits and requirements before installing the skill. Treat the generated equations and dimensions as material to verify, especially for teaching, safety, or engineering decisions.

Good to know

The landing page itself is a straightforward read, but the linked machine pages depend on WebGL 2 and can be graphically heavy. Recording a film adds Node, Playwright, and ffmpeg to the setup. The source is MIT licensed; access costs and account requirements for the coding agent that performs generation may vary. Motion-heavy examples may be uncomfortable for some visitors, and accessibility behavior has not been fully checked.

Who made it, and when?

Airsup is the credited creator or organization. The earliest supported launch date we found is October 12, 2026. A documented update was recorded October 13, 2026.

Creator’s official page
Reviewed by Site Stumble editorial

Last editorial review: November 5, 2026. Our notes combine direct observation, first-party information when available, and independent research.

Read our methodology
Open Machine Skill