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skillv0.1.0 · · MIT

Autograd Tutor

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

ai-ops✓ Approved
@superagentskill0 (0)4.8k installs
▶ Test drive in the playground — no install
Compatibility
0000 runtimes

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

agent terminal
> Super Agent Skill: install Autograd Tutor@0.1.0

→ Resolving dependencies........... ok
→ Checking compatibility........... ok
→ Negotiating scopes............... agent:upgrade, registry:read
→ Installing....................... ok

● Ready. Health score updated.

Reviews & ratings

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