Agent skill

Tile Triton Ascend Gather

by Krusty84 in Krusty84/triton-ascend-agent-dev-kit

Tile two-dimensional torch.gather(dim=1) kernels for Triton-Ascend so the logical grid stays near the physical vector-core count while each program handles multiple batch rows and loops over K.

Apache-2.0Auto-check passedSecurity

Install Tile Triton Ascend Gather

skills CLI

$ npx skills add Krusty84/triton-ascend-agent-dev-kit --skill tile-triton-ascend-gather -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install Krusty84/triton-ascend-agent-dev-kit tile-triton-ascend-gather --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/Krusty84/triton-ascend-agent-dev-kit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/tile-triton-ascend-gather .claude/skills/tile-triton-ascend-gather && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "tile-triton-ascend-gather" agent skill from https://github.com/Krusty84/triton-ascend-agent-dev-kit/tree/main/skills/tile-triton-ascend-gather into .claude/skills/tile-triton-ascend-gather/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tile-triton-ascend-gather", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/Krusty84/triton-ascend-agent-dev-kit/tree/main/skills/tile-triton-ascend-gather

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add Krusty84/triton-ascend-agent-dev-kit --skill tile-triton-ascend-gather -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install Krusty84/triton-ascend-agent-dev-kit tile-triton-ascend-gather --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/Krusty84/triton-ascend-agent-dev-kit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/tile-triton-ascend-gather .agents/skills/tile-triton-ascend-gather && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "tile-triton-ascend-gather" agent skill from https://github.com/Krusty84/triton-ascend-agent-dev-kit/tree/main/skills/tile-triton-ascend-gather into .agents/skills/tile-triton-ascend-gather/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tile-triton-ascend-gather", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add Krusty84/triton-ascend-agent-dev-kit --skill tile-triton-ascend-gather -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install Krusty84/triton-ascend-agent-dev-kit tile-triton-ascend-gather --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/Krusty84/triton-ascend-agent-dev-kit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/tile-triton-ascend-gather .cursor/skills/tile-triton-ascend-gather && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "tile-triton-ascend-gather" agent skill from https://github.com/Krusty84/triton-ascend-agent-dev-kit/tree/main/skills/tile-triton-ascend-gather into .cursor/skills/tile-triton-ascend-gather/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tile-triton-ascend-gather", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/Krusty84/triton-ascend-agent-dev-kit.git --path skills/tile-triton-ascend-gather

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add Krusty84/triton-ascend-agent-dev-kit --skill tile-triton-ascend-gather -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install Krusty84/triton-ascend-agent-dev-kit tile-triton-ascend-gather --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/Krusty84/triton-ascend-agent-dev-kit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/tile-triton-ascend-gather .gemini/skills/tile-triton-ascend-gather && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "tile-triton-ascend-gather" agent skill from https://github.com/Krusty84/triton-ascend-agent-dev-kit/tree/main/skills/tile-triton-ascend-gather into .gemini/skills/tile-triton-ascend-gather/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tile-triton-ascend-gather", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install Krusty84/triton-ascend-agent-dev-kit tile-triton-ascend-gather

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add Krusty84/triton-ascend-agent-dev-kit --skill tile-triton-ascend-gather -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/Krusty84/triton-ascend-agent-dev-kit.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/tile-triton-ascend-gather .github/skills/tile-triton-ascend-gather && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "tile-triton-ascend-gather" agent skill from https://github.com/Krusty84/triton-ascend-agent-dev-kit/tree/main/skills/tile-triton-ascend-gather into .github/skills/tile-triton-ascend-gather/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tile-triton-ascend-gather", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add Krusty84/triton-ascend-agent-dev-kit --skill tile-triton-ascend-gather -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install Krusty84/triton-ascend-agent-dev-kit tile-triton-ascend-gather --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/Krusty84/triton-ascend-agent-dev-kit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/tile-triton-ascend-gather .opencode/skills/tile-triton-ascend-gather && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "tile-triton-ascend-gather" agent skill from https://github.com/Krusty84/triton-ascend-agent-dev-kit/tree/main/skills/tile-triton-ascend-gather into .opencode/skills/tile-triton-ascend-gather/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tile-triton-ascend-gather", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: tile-triton-ascend-gather
GitHub stars: 106
Token cost: ~583 tokens
SKILL.md length: 167 words
Files: 1
Skills in repo: 23
Repo updated: Aug 15, 2026
First seen: Oct 7, 2026
Licence: Apache-2.0

At a glance

Tile two-dimensional torch.gather(dim=1) kernels for Triton-Ascend so the logical grid stays near the physical vector-core count while each program handles multiple batch rows and loops over K.

Works in 5 steps: Query the target num_vectorcore value. → Choose BLOCK_B so ceil(B / BLOCK_B) is… → Launch a one-dimensional grid over batch… → …
An agent ports a GPU grid of B by ceil(K/BLOCKK)
SKILL.md covers Goal, Workflow, Implementation Pattern and Ascend Guardrails, plus 1 more section
Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Tile Triton Ascend Gather is an agent skill from Krusty84/triton-ascend-agent-dev-kit. Tile two-dimensional torch.gather(dim=1) kernels for Triton-Ascend so the logical grid stays near the physical vector-core count while each program handles multiple batch rows and loops over K. Use when an agent ports a GPU grid of B by ceil(K/BLOCKK), observes NPU launch or scheduling overhead, or needs stride-aware indexed row gathers.

Its SKILL.md is about 580 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Security, covering Threat modeling. The repository describes itself as: A toolkit for AI agents used for development on Triton-Ascend for Ascend NPU. The licence is Apache-2.0.

When your agent uses it

An agent ports a GPU grid of B by ceil(K/BLOCKK)
Observes NPU launch
Scheduling overhead
Needs stride-aware indexed row gathers

Example prompts

“/tile-triton-ascend-gather”

Requirements

Python 3

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

Query the target num_vectorcore value.
Choose BLOCK_B so ceil(B / BLOCK_B) is close to, and not far above, the core count.
Launch a one-dimensional grid over batch blocks.
Loop over K inside each program in BLOCK_K tiles.
Load index tiles, validate them against C, gather x values with explicit strides, and store with combined masks.

What it can do on your machine

Read from SKILL.md and the folder at commit 4ab5ee7. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are python).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Tile Triton Ascend Gather loads about 583 tokens when it runs. Until then it costs about 92 tokens; SKILL.md has 167 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~92
When it runs · the whole SKILL.md, loaded when a task matches: ~583

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from Krusty84/triton-ascend-agent-dev-kit at commit 4ab5ee7, republished under its Apache-2.0 licence (© Krusty84). 167 words, ~583 tokens.

Download SKILL.mdSave it as .claude/skills/tile-triton-ascend-gather/SKILL.md (or your agent's skills folder).

name: tile-triton-ascend-gather
description: Tile two-dimensional torch.gather(dim=1) kernels for Triton-Ascend so the logical grid stays near the physical vector-core count while each program handles multiple batch rows and loops over K. Use when an agent ports a GPU grid of B by ceil(K/BLOCK_K), observes NPU launch or scheduling overhead, or needs stride-aware indexed row gathers.

Tile Triton-Ascend Gather

Goal

Compute out[b, k] = x[b, index[b, k]] without launching one logical program for every batch-row and K tile.

Workflow

Query the target num_vectorcore value.
Choose BLOCK_B so ceil(B / BLOCK_B) is close to, and not far above, the core count.
Launch a one-dimensional grid over batch blocks.
Loop over K inside each program in BLOCK_K tiles.
Load index tiles, validate them against C, gather x values with explicit strides, and store with combined masks.

Implementation Pattern

python

@triton.jit
def gather_dim1(x, indices, out, sx_b, sx_c, si_b, si_k, so_b, so_k,
                B, C, K, BLOCK_B: tl.constexpr, BLOCK_K: tl.constexpr):
    rows = tl.program_id(0) * BLOCK_B + tl.arange(0, BLOCK_B)
    row_mask = rows < B
    for k_start in tl.range(0, K, BLOCK_K):
        ks = k_start + tl.arange(0, BLOCK_K)
        tile_mask = row_mask[:, None] & (ks[None, :] < K)
        index_offsets = rows[:, None] * si_b + ks[None, :] * si_k
        cols = tl.load(indices + index_offsets, mask=tile_mask, other=0)
        valid = tile_mask & (cols >= 0) & (cols < C)
        values = tl.load(x + rows[:, None] * sx_b + cols * sx_c, mask=valid)
        output_offsets = rows[:, None] * so_b + ks[None, :] * so_k
        tl.store(out + output_offsets, values, mask=valid)

Ascend Guardrails

Do not hardcode 40 or 48 cores; query device properties.
Choose legal tl.arange extents, commonly powers of two, while keeping the actual grid near num_vectorcore.
Include C and check both lower and upper index bounds.
Preserve all input, index, and output strides.
Balance fewer programs against UB use and loop length; one program should not monopolize excessive work.

Verification

Compare with torch.gather(x, dim=1, index=indices). Cover B smaller and larger than the core count, K tails, non-contiguous strides, repeated indices, and invalid-index rejection.

Files

Just SKILL.md in skills/tile-triton-ascend-gather of Krusty84/triton-ascend-agent-dev-kit.

Open the folder on GitHubat commit 4ab5ee7

Compare with similar skills

Tile Triton Ascend Gather next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Tile Triton Ascend Gather compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Tile Triton Ascend Gather this skillKrusty84/triton-ascend-agent-dev-kit	106	—	~583	Automated safety check: Pass	Apache-2.0	1 mo ago
Forensifyalexgreensh/repo-forensics	190	—	~2.5k	Automated safety check: Notes	Custom licence	14 days ago
Create Rulecartography-cncf/cartography	4.1k	—	~3k	Automated safety check: Pass	Apache-2.0	today
Commit Security Scancodexstar69/bug-hunter	520	—	~629	Automated safety check: Pass	MIT	1 mo ago
Auditing Code For Vulnerabilitiestrilwu/secskills	157	—	~3.2k	Automated safety check: Pass	MIT	1 mo ago
Threat Mitigation Mappingwshobson/agents	40k	8 repos	~742	Automated safety check: Pass	MIT	6 days ago

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Questions about Tile Triton Ascend Gather

What does Tile Triton Ascend Gather do?

Tile two-dimensional torch.gather(dim=1) kernels for Triton-Ascend so the logical grid stays near the physical vector-core count while each program handles multiple batch rows and loops over K. Tile Triton Ascend Gather is an agent skill from Krusty84/triton-ascend-agent-dev-kit.gather(dim=1) kernels for Triton-Ascend so the logical grid stays near the physical vector-core count while each program handles multiple batch rows and loops over K.

When should I use Tile Triton Ascend Gather?

Tile Triton Ascend Gather fits situations like: an agent ports a GPU grid of B by ceil(K/BLOCKK); observes NPU launch; scheduling overhead; needs stride-aware indexed row gathers.

How do I install Tile Triton Ascend Gather in Claude Code?

Run `npx skills add Krusty84/triton-ascend-agent-dev-kit --skill tile-triton-ascend-gather -a claude-code`. Or copy the skill folder (skills/tile-triton-ascend-gather in Krusty84/triton-ascend-agent-dev-kit) into .claude/skills/tile-triton-ascend-gather in your project. Claude Code loads it when a task matches its description.

How do I install Tile Triton Ascend Gather in Codex?

Run `npx skills add Krusty84/triton-ascend-agent-dev-kit --skill tile-triton-ascend-gather -a codex`. Or copy the skill folder (skills/tile-triton-ascend-gather in Krusty84/triton-ascend-agent-dev-kit) into .agents/skills/tile-triton-ascend-gather in your project. Codex loads it when a task matches its description.

Can I use Tile Triton Ascend Gather in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Krusty84/triton-ascend-agent-dev-kit --skill tile-triton-ascend-gather -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/tile-triton-ascend-gather, .gemini/skills/tile-triton-ascend-gather, .github/skills/tile-triton-ascend-gather and .opencode/skills/tile-triton-ascend-gather in your project.

What does Tile Triton Ascend Gather need to run?

SKILL.md names no scripts, command-line tools or credentials: Tile Triton Ascend Gather is instructions for the agent only. Our summary lists: Python 3.

Does Tile Triton Ascend Gather access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Tile Triton Ascend Gather safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Tile Triton Ascend Gather use?

Tile Triton Ascend Gather is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Tile Triton Ascend Gather use?

About 583 tokens (SKILL.md is roughly 2.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Tile Triton Ascend Gather?

Skills that share tags, products or a category with Tile Triton Ascend Gather: Forensify (alexgreensh/repo-forensics, 190 stars), Create Rule (cartography-cncf/cartography, 4.1k stars), Commit Security Scan (codexstar69/bug-hunter, 520 stars) and Auditing Code For Vulnerabilities (trilwu/secskills, 157 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Tile Triton Ascend Gather?

Krusty84 (a GitHub user) maintains it in Krusty84/triton-ascend-agent-dev-kit, which has 106 GitHub stars. The repository holds 23 skills in this directory. The repository was last updated on August 15, 2026.

Source: Krusty84/triton-ascend-agent-dev-kit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Tile Triton Ascend Gather

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Tile Triton-Ascend Gather

Goal

Workflow

Implementation Pattern

Ascend Guardrails

Verification

Files

Compare with similar skills

Similar skills

More from Krusty84/triton-ascend-agent-dev-kit

Related

Questions about Tile Triton Ascend Gather