{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "krusty84-triton-ascend-agent-dev-kit--draft-triton-ascend-kernel-with-agent",
 "repo": "Krusty84/triton-ascend-agent-dev-kit",
 "repo_url": "https://github.com/Krusty84/triton-ascend-agent-dev-kit",
 "repo_slug": "krusty84-triton-ascend-agent-dev-kit",
 "title": "Have an agent draft a Triton-Ascend kernel",
 "page_title": "How to have an agent draft a Triton-Ascend kernel with Triton Ascend Agent Dev Kit",
 "summary": "Point the agent at the kit's guides and project rules before it writes kernel code for Ascend NPU.",
 "who": "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.",
 "problem": "Writing a Triton-Ascend kernel from memory is slow, and the agent may miss Ascend-specific details without reference material.",
 "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": [
  "Unpack the kit into the agent's working folder, as described in the workspace setup.",
  "Tell the agent to read `AGENTS.md` first, then `triton-ascend-dev-doc.md`.",
  "Ask the agent to load the guide in `triton-ascend-dev-doc/` that matches your operation.",
  "Have the agent write the kernel, then check its Triton-Ascend calls against the documentation links in the README.",
  "Run the kernel on your Ascend NPU and review the results before using it."
 ],
 "agent_prompt": "In the triton-ascend-agent-dev-kit workspace, read AGENTS.md and triton-ascend-dev-doc.md, then draft a Triton-Ascend kernel for <target-operation> and save it as <output-file>. 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.",
 "agents": [
  "any"
 ],
 "difficulty": "Advanced",
 "time": "1 hour",
 "basis": "readme",
 "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.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "shell",
 "requirements": [
  "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"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/krusty84-triton-ascend-agent-dev-kit/draft-triton-ascend-kernel-with-agent/",
 "md": "https://dedupedai.com/use-cases/krusty84-triton-ascend-agent-dev-kit/draft-triton-ascend-kernel-with-agent/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
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 "api_version": "v1"
}