BigBrain LLC

Ash · extension

Train machine-learning models like you build scenes.

Ash is a machine-learning training workstation. Design training pipelines visually as a graph you can descend into, run them on your own hardware, watch losses and samples live, and keep every experiment in a ledger you can trust. It is its own application — no 3D editor required.

$25/month on its own, founders price, doubles at 1.0.
Buy Ash
Ash does not require the 3D editor — it runs on the godspeed runtime, which every subscription includes. Want the editor too? Godspeed + Ash is $31.
The Ash Studio node library open over a pipeline graph, searching the standard node catalogue with each node's kind, name, and full type signature
The node library: search the catalogue, wire by type.
The Ash Studio source panel showing syntax-highlighted code for the selected node, over the pipeline canvas
Any node opens its source, syntax highlighted, in place.

What it does

The diagram is the program

Build training graphs on a blueprint-style canvas; ash compiles the graph itself through our native toolchain and runs it. There is no separate config file and no script that can drift from the picture — no glue code, no Python environment to babysit.

GPU-first training

Training runs exclusively on the GPU — NVIDIA and Apple, picked automatically — through the same GPU stack that renders the engine. Runs are detached, so closing the editor never kills a job, and reopening re-attaches to it.

Wrong wires refuse to connect

Every port is typed, so a mismatch is caught when you draw it — named on the edge, both types shown — and again by the compiler. You find out before the run, not at epoch three.

A run screen worth watching

Losses, samples, and diagnostics live as they happen — training is a first-class screen in the workstation, not a scrolling log.

Trainer and runtime, cleanly split

The trainer is the product you buy; the runtime primitives are an installable substrate other software can detect and use — our other products do exactly that.

Pairs with boltzmann

Add boltzmann and model development gets version control: experiments, model versions, and tickets in one flow.

Alpha software, honestly labeled. Ash Studio downloads and activates today with your ASH- key. It is prealpha and moving fast: the graph editor, the run screen, the node library and the experiment ledger work now; a headless ash run command line, image previews in the run view, and collapsing a subgraph into a reusable node are the roadmap. Subscribing now locks the founders price forever. Cancel any time, or ask for a prorated refund.

Deeper dive: the ash documentation.