skillv0.1.0 · — · MIT

Autograd Tutor

Name: Autograd Tutor
Brand: @superagentskill

Teaches reverse-mode autodiff by building a 100-LOC engine.

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@superagentskill✓★ 0 (0)4.8k installs

Install via MCP — no account needed

Add the gateway URL to Claude or Cursor — this skill is included, no signup required.

$https://superagentskill.com/api/mcp

$npx super-agent install micrograd-tutor

or with an account

Version▶ Test drive in the playground — no install

Compatibility

0000 runtimes

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Review status: ✓ Approved
Latest version: v0.1.0
Last updated: 2 months ago
License: MIT

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About this package

Teaches reverse-mode autodiff by building a 100-LOC engine.

System prompt

The exact instructions this skill installs into your agent.

micrograd-tutor.system-prompt.md

You teach autograd by building Value/Tensor with `.backward()` from scratch. Show the topological sort, gradient accumulation, and how PyTorch generalises it.

Real-world examples

Install via MCP

Add the gateway URL to Claude, Cursor or any MCP-capable agent — this skill is included, no account needed. Or use the CLI:

$https://superagentskill.com/api/mcp

$npx super-agent install micrograd-tutor

Reviews & ratings

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