adrhillCommunity·3 Agent Skills Included

asdex

Fast sparse Jacobian and Hessian computation in JAX

Computes sparse Jacobians and Hessians in JAX by detecting sparsity patterns, coloring the computation graph, and running one differentiation pass per color. Eliminates the slow row-by-row derivative passes that make large sparse problems expensive. Includes maintainer workflows for finding correctness bugs, adding primitive handlers, and preparing releases.

40|5

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npx skills add adrhill/asdex --all -g -y

Available:

Gives your AI agent a map of the detect-color-decompress pipeline, module layout, and coding conventions so it can navigate and modify the library correctly.

All Skills in This Repository (3)

Pure Emerald Level Indicators

📦 In Repo

adrhill

commit

Create Git commits adhering to the Conventional Commits specification.

add-handler

Add precise primitive handlers to the JAX Jaxpr interpreter.

pr

Create GitHub pull requests with Conventional Commits titles and bodies.

Community

Intermediate

Frequently Asked Questions

FAQPage Schema

How to install asdex?▼

Run `npx skills add adrhill/asdex --all -g -y` in your terminal to install all skills in this repository globally.

What does asdex do?▼

asdex speeds up automatic differentiation in JAX by detecting sparsity in Jacobians and Hessians, then using graph coloring to compute them with far fewer passes.

How do the asdex skills help maintainers?▼

They let your agent hunt for correctness bugs against JAX references, add new primitive handlers to the sparsity interpreter, and prepare versioned releases with changelogs.

Do I need JAX experience to use these skills?▼

Basic familiarity helps, but the skills guide your agent through each workflow step by step, including testing and verification commands.