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How to delegate a Triton-Ascend task to a matching skill with Triton Ascend Agent Dev Kit

Pick one of the 24 bundled skills for a specific kernel job and run it through the agent.

Who it is forA developer who wants a repeatable, task-specific workflow for Triton-Ascend work instead of open-ended prompting.

The problemOpen-ended prompts give inconsistent results, and it is hard to tell which kind of Triton-Ascend task the agent should focus on.

The outcomeThe agent completes one clearly scoped Triton-Ascend task using the bundled skill that matches it, with output you can review against the guides.

What you need first

  • A shell to run the build script, or access to the repo's Releases page to download an archive
  • An AI agent that can read files in a working folder
  • Access to an Ascend NPU environment for running the kernels the agent produces
  • Familiarity with Triton-Ascend, since the README points to its official docs for reference

Steps

  1. Unpack the kit so the skills/ folder sits in the agent's working folder.
  2. List the contents of skills/ and choose the skill that matches your task.
  3. Tell the agent which skill to use and give it the target kernel or operation.
  4. Compare the agent's output with the matching guide in triton-ascend-dev-doc/ before accepting it.

Prompt for your agent

In the triton-ascend-agent-dev-kit workspace, list the skills/ folder, choose the skill that best fits <task-description>, and apply it to <target-kernel>. Expected output: the skill name you chose, the changes made, and a one-line reason for the choice. Verify the changes against the matching guide in triton-ascend-dev-doc/.

Caveat. The README gives the count of skills but does not describe each one, so check a skill's files before you rely on it.

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