Build the architecture.
Skip the boilerplate.
From idea to architecture in minutes, not days. Research faster, ship cleaner.
PURPOSE-BUILT FOR TRANSFORMER RESEARCH
Designed for speed, precision, and clarity.
Build the architecture. Skip the boilerplate.
From idea to architecture in minutes, not days. Research faster, ship cleaner. Pick modules from a library, drag them into designated architectural zones, and see instant updates.
Every building block, ready to drag.
Attention, routing, normalization — all in one place. Pick primitives like RoPE, GQA, SwiGLU, and MoE experts directly from the rail.
Know your costs before you train.
Parameters, VRAM, FLOPs — live, as you build. Real mathematical estimates with zero launch day surprises.
An AI that knows the tradeoffs.
Propose, validate, apply — without leaving the canvas. AI copilot generates typed GraphProposals validated by Zod.
One workspace. The entire model lifecycle.
Pretrain, finetune, quantize — all tracked from architecture to shipped model. Nothing leaves the tool.
Working PyTorch, ready to train.
Real code. Instantly. Export a complete PyTorch project — model.py, attention.py, ffn.py, and config.json — not a generic template.
Frequently
asked questions
MEET THE DEVELOPERS
Built by researchers and system engineers.
Ali Sharjeel
"Building LLM Maker to transform PyTorch architecture research into an intuitive visual CAD experience for the AI era."
