Matt Frank

Matt Frank

Machine Learning Engineer

Forums

Matt Frank

6d ago

InfraSketch - Agent-Powered System Design

Practice System Design Interviews by Actually Designing Systems Stop memorizing diagrams. Start building real architectures. Describe a system, watch it appear, ask "what if?" and iterate like a real interview. No drag-and-drop. No blank canvas paralysis. Just design.

What size models do you build in PyTorch?

Are you experimenting with small networks or building large, multi-block architectures?

This helps optimize UI performance and features.

Call for PyTorch-heavy testers

If your day-to-day work is deep in PyTorch and you re willing to break early builds, I want to hear from you.

Leave a comment and I ll reach out.

Roadmap preview. What priorities would you change?

Planned:

Drag-and-drop layer editing

Reusable blocks (ResNet-style)

Automatic shape tracking

What makes PyTorch model wiring painful?

Even experienced users hit snags with shape mismatches and repetitive boilerplate.

Where does it break down for you?

Show me your current PyTorch workflow

Do you sketch models, copy older projects, or code directly in VS Code?

Understanding your workflow helps me design better drag-and-drop components.

Feature request thread (PyTorch first)

NetSmith is PyTorch-first.

If you could add one feature tomorrow for PyTorch models, what would it be?

What PyTorch export format do you want?

NetSmith currently exports clean PyTorch modules.

I can expand the export options what would you prefer?

  • Standard nn.Module

  • Lightning-style modules

  • Scriptable modules

  • Custom template support

What’s the biggest pain point in building PyTorch models?

When you re wiring up a new architecture in PyTorch, what slows you down the most?

Layer selection? Shape debugging? Boilerplate? Something else?

Matt Frank

2mo ago

NetSmith - Visual neural-network builder for VS Code

Visual neural-network builder inside VS Code. Drag-and-drop layers, connect blocks, and generate clean PyTorch/TensorFlow boilerplate instantly. No more manual wiring or guessing shapes. Design, preview, and export architectures directly from your editor.