# AI use cases for Triton Ascend Agent Dev Kit (Krusty84/triton-ascend-agent-dev-kit) Repo: [Krusty84/triton-ascend-agent-dev-kit](https://github.com/Krusty84/triton-ascend-agent-dev-kit) | Use cases: 3 | Page: https://dedupedai.com/use-cases/krusty84-triton-ascend-agent-dev-kit/ A Shell toolkit of guides, project instructions, and 24 task-specific Agent Skills that helps AI agents write Triton-Ascend kernels for the Ascend NPU. This file holds every use case of this repo. Each one starts with a "## " heading and ends with its URL. - Set up an agent workspace for Triton-Ascend work: https://dedupedai.com/use-cases/krusty84-triton-ascend-agent-dev-kit/set-up-triton-ascend-agent-workspace/ - Have an agent draft a Triton-Ascend kernel: https://dedupedai.com/use-cases/krusty84-triton-ascend-agent-dev-kit/draft-triton-ascend-kernel-with-agent/ - Delegate a Triton-Ascend task to a matching skill: https://dedupedai.com/use-cases/krusty84-triton-ascend-agent-dev-kit/delegate-triton-ascend-task-to-matching-skill/ ## How to set up an agent workspace for Triton-Ascend work with Triton Ascend Agent Dev Kit Repo: [Krusty84/triton-ascend-agent-dev-kit](https://github.com/Krusty84/triton-ascend-agent-dev-kit) | Difficulty: Intermediate | Time: 15 minutes | Basis: From the README Build or download the kit and unpack it into the folder your AI agent works in. **Who it is for:** A developer on an Ascend NPU machine who wants an AI agent to help with Triton-Ascend kernel work and needs the kit in place first. **The problem:** The agent has no project rules or Triton-Ascend references for this work, so its suggestions may be generic. **The outcome:** The agent's working folder holds AGENTS.md, the guide index, the development references, and the skills folder from this kit. ### Steps 1. Run `build-workspace-agent-specific-kit.sh` from the repo, or download the archive for your agent from the Releases page instead. 2. Take the archive for your agent from the `dist/` folder. 3. Unpack the archive into the agent's working folder. 4. Open `AGENTS.md` and `triton-ascend-dev-doc.md` so the agent knows the project rules and how to load the guides. ### Prompt to paste into your agent ```text In the triton-ascend-agent-dev-kit workspace at , list AGENTS.md, triton-ascend-dev-doc.md, the triton-ascend-dev-doc/ folder, and the skills/ folder. Expected output: those four items with the number of entries in skills/. Verify that skills/ contains 24 task-specific skills, as the README states. ``` ### Caveat The README warns that Triton-Ascend and the NPU change often, so guidance from the kit may not fit your exact environment. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/krusty84-triton-ascend-agent-dev-kit/set-up-triton-ascend-agent-workspace/ ## How to have an agent draft a Triton-Ascend kernel with Triton Ascend Agent Dev Kit Repo: [Krusty84/triton-ascend-agent-dev-kit](https://github.com/Krusty84/triton-ascend-agent-dev-kit) | Difficulty: Advanced | Time: 1 hour | Basis: From the README Point the agent at the kit's guides and project rules before it writes kernel code for Ascend NPU. **Who it is for:** A kernel developer who needs a first draft of a Triton-Ascend kernel for an Ascend NPU and wants the agent to follow project conventions. **The problem:** Writing a Triton-Ascend kernel from memory is slow, and the agent may miss Ascend-specific details without reference material. **The outcome:** A draft kernel file that the agent wrote using the kit's project rules and development guides, ready for you to run and review on your NPU. ### Steps 1. Unpack the kit into the agent's working folder, as described in the workspace setup. 2. Tell the agent to read `AGENTS.md` first, then `triton-ascend-dev-doc.md`. 3. Ask the agent to load the guide in `triton-ascend-dev-doc/` that matches your operation. 4. Have the agent write the kernel, then check its Triton-Ascend calls against the documentation links in the README. 5. Run the kernel on your Ascend NPU and review the results before using it. ### Prompt to paste into your agent ```text In the triton-ascend-agent-dev-kit workspace, read AGENTS.md and triton-ascend-dev-doc.md, then draft a Triton-Ascend kernel for and save it as . Expected output: the kernel file plus a short list of the guide sections you used. Verify the kernel's Triton-Ascend calls against the official Triton-Ascend documentation before calling it done. ``` ### Caveat The kit gives guidance only, so the kernel must still be run and checked on your own Ascend NPU before you rely on it. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/krusty84-triton-ascend-agent-dev-kit/draft-triton-ascend-kernel-with-agent/ ## How to delegate a Triton-Ascend task to a matching skill with Triton Ascend Agent Dev Kit Repo: [Krusty84/triton-ascend-agent-dev-kit](https://github.com/Krusty84/triton-ascend-agent-dev-kit) | Difficulty: Intermediate | Time: 30 minutes | Basis: From the README Pick one of the 24 bundled skills for a specific kernel job and run it through the agent. **Who it is for:** A developer who wants a repeatable, task-specific workflow for Triton-Ascend work instead of open-ended prompting. **The problem:** Open-ended prompts give inconsistent results, and it is hard to tell which kind of Triton-Ascend task the agent should focus on. **The outcome:** The agent completes one clearly scoped Triton-Ascend task using the bundled skill that matches it, with output you can review against the guides. ### 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 to paste into your agent ```text In the triton-ascend-agent-dev-kit workspace, list the skills/ folder, choose the skill that best fits , and apply it to . 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. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/krusty84-triton-ascend-agent-dev-kit/delegate-triton-ascend-task-to-matching-skill/