Vercel Composition Patterns
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
Implement and validate forward and backward TileLang kernels integrated with torch.autograd.Function.
Install Testing Fwd Bwd Kernels
$ npx skills add sablin39/tilelang-cuda-skills --skill testing-fwd-bwd-kernels -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install sablin39/tilelang-cuda-skills testing-fwd-bwd-kernels --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/sablin39/tilelang-cuda-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/tilelang/testing-fwd-bwd-kernels .claude/skills/testing-fwd-bwd-kernels && rm -rf skills-srcUse ~/.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/
Install the "testing-fwd-bwd-kernels" agent skill from https://github.com/sablin39/tilelang-cuda-skills/tree/main/skills/tilelang/testing-fwd-bwd-kernels into .claude/skills/testing-fwd-bwd-kernels/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "testing-fwd-bwd-kernels", 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 install https://github.com/sablin39/tilelang-cuda-skills/tree/main/skills/tilelang/testing-fwd-bwd-kernelsType 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.
$ npx skills add sablin39/tilelang-cuda-skills --skill testing-fwd-bwd-kernels -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install sablin39/tilelang-cuda-skills testing-fwd-bwd-kernels --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sablin39/tilelang-cuda-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/tilelang/testing-fwd-bwd-kernels .agents/skills/testing-fwd-bwd-kernels && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "testing-fwd-bwd-kernels" agent skill from https://github.com/sablin39/tilelang-cuda-skills/tree/main/skills/tilelang/testing-fwd-bwd-kernels into .agents/skills/testing-fwd-bwd-kernels/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "testing-fwd-bwd-kernels", 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.
$ npx skills add sablin39/tilelang-cuda-skills --skill testing-fwd-bwd-kernels -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install sablin39/tilelang-cuda-skills testing-fwd-bwd-kernels --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sablin39/tilelang-cuda-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/tilelang/testing-fwd-bwd-kernels .cursor/skills/testing-fwd-bwd-kernels && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "testing-fwd-bwd-kernels" agent skill from https://github.com/sablin39/tilelang-cuda-skills/tree/main/skills/tilelang/testing-fwd-bwd-kernels into .cursor/skills/testing-fwd-bwd-kernels/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "testing-fwd-bwd-kernels", 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 https://github.com/sablin39/tilelang-cuda-skills.git --path skills/tilelang/testing-fwd-bwd-kernels--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add sablin39/tilelang-cuda-skills --skill testing-fwd-bwd-kernels -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install sablin39/tilelang-cuda-skills testing-fwd-bwd-kernels --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sablin39/tilelang-cuda-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/tilelang/testing-fwd-bwd-kernels .gemini/skills/testing-fwd-bwd-kernels && rm -rf skills-srcUse ~/.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/
Install the "testing-fwd-bwd-kernels" agent skill from https://github.com/sablin39/tilelang-cuda-skills/tree/main/skills/tilelang/testing-fwd-bwd-kernels into .gemini/skills/testing-fwd-bwd-kernels/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "testing-fwd-bwd-kernels", 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.
$ gh skill install sablin39/tilelang-cuda-skills testing-fwd-bwd-kernelsInstalls 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).
$ npx skills add sablin39/tilelang-cuda-skills --skill testing-fwd-bwd-kernels -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/sablin39/tilelang-cuda-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/tilelang/testing-fwd-bwd-kernels .github/skills/testing-fwd-bwd-kernels && rm -rf skills-srcUse ~/.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/
Install the "testing-fwd-bwd-kernels" agent skill from https://github.com/sablin39/tilelang-cuda-skills/tree/main/skills/tilelang/testing-fwd-bwd-kernels into .github/skills/testing-fwd-bwd-kernels/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "testing-fwd-bwd-kernels", 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.
$ npx skills add sablin39/tilelang-cuda-skills --skill testing-fwd-bwd-kernels -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install sablin39/tilelang-cuda-skills testing-fwd-bwd-kernels --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sablin39/tilelang-cuda-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/tilelang/testing-fwd-bwd-kernels .opencode/skills/testing-fwd-bwd-kernels && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "testing-fwd-bwd-kernels" agent skill from https://github.com/sablin39/tilelang-cuda-skills/tree/main/skills/tilelang/testing-fwd-bwd-kernels into .opencode/skills/testing-fwd-bwd-kernels/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "testing-fwd-bwd-kernels", 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
testing-fwd-bwd-kernels- GitHub stars
- 145
- Token cost
- ~1.2k tokens
- SKILL.md length
- 530 words
- Files
- 3 (incl. references)
- Skills in repo
- 10
- Repo updated
- First seen
- Licence
- None found
At a glance
Implement and validate forward and backward TileLang kernels integrated with torch.autograd.Function.
- Works in 4 steps: Run custom and reference paths on… → Use the same random upstream gradient… → Compare each differentiable input's… → …
- Custom differentiable operators and gradient mismatches
- SKILL.md covers Define the contract, Integrate with autograd, Validate independently and Localize a mismatch, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Testing Fwd Bwd Kernels is an agent skill from sablin39/tilelang-cuda-skills. Implement and validate forward and backward TileLang kernels integrated with torch.autograd.Function. Use for custom differentiable operators and gradient mismatches; use the writing or debugging skills for forward-only kernels.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/fwd-bwd-examples.md` and `references/gradient-testing-patterns.md`).
It sits in Development. The repository describes itself as: Skills for writing tilelang and debugging with CUDA toolkits.
When your agent uses it
- Custom differentiable operators and gradient mismatches
- Use the writing
- Debugging skills for forward-only kernels
Example prompts
- “/testing-fwd-bwd-kernels”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Run custom and reference paths on detached input clones with matching
- Use the same random upstream gradient for both paths. torch.autograd.grad
- Compare each differentiable input's gradient, including missing gradients.
- Cover rectangular and tail shapes, supported dtypes, masks/causal modes, and
What it can do on your machine
Read from SKILL.md and the folder at commit 502a514. 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.
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
Testing Fwd Bwd Kernels loads about 1.2k tokens when it runs, and up to ~3.8k if it reads all its reference files. Until then it costs about 63 tokens; SKILL.md has 530 words of instructions outside code blocks.
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
Without a licence we can't republish the file, so here is its outline and opening line. It has 530 words (~1,167 tokens).
“For performance work on both phases, use the joint optimization loop. Validate the forward/backward pair and saved-state contract together; select using the task's combined objective and record per-phase tradeoffs.”
- name
- testing-fwd-bwd-kernels
Files
SKILL.md and 2 other files (references) in skills/tilelang/testing-fwd-bwd-kernels of sablin39/tilelang-cuda-skills.
- SKILL.md
- references/fwd-bwd-examples.md
- references/gradient-testing-patterns.md
Open the folder on GitHubat commit 502a514
Compare with similar skills
Testing Fwd Bwd Kernels 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Testing Fwd Bwd Kernels this skillsablin39/tilelang-cuda-skills | 145 | — | ~1.2k | Automated safety check: Pass | None | |
| Vercel Composition Patternssupabase/supabase | 111k | 58 repos | ~726 | Automated safety check: Pass | MIT | |
| Finishing a Development Branchobra/superpowers | 297k | 5 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Typescript Advanced Typesrolling-scopes/rsschool-app | 10k | 25 repos | ~4.2k | Automated safety check: Pass | MPL-2.0 | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 4 repos | ~1.1k | Automated safety check: Pass | MIT |
Similar skills
- Official
Finishing a Development Branch
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Walks the last step of a branch: confirm tests pass, detect the git environment, ask how to integrate, carry out your choice and clean up the worktree.
Typescript Advanced Types
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Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for building type-safe applications.
PR Babysitter
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Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
Code Review Checklist
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Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
Greploop
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Iteratively improves a PR (GitHub), MR (GitLab), or shelved changelist (Perforce) until Greptile gives it a 5/5 confidence score with zero unresolved comments.
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Related
Categories
Questions about Testing Fwd Bwd Kernels
What does Testing Fwd Bwd Kernels do?
Implement and validate forward and backward TileLang kernels integrated with torch.autograd.Function. Testing Fwd Bwd Kernels is an agent skill from sablin39/tilelang-cuda-skills.Function.
When should I use Testing Fwd Bwd Kernels?
Testing Fwd Bwd Kernels fits situations like: custom differentiable operators and gradient mismatches; use the writing; debugging skills for forward-only kernels.
How do I install Testing Fwd Bwd Kernels in Claude Code?
Run `npx skills add sablin39/tilelang-cuda-skills --skill testing-fwd-bwd-kernels -a claude-code`. Or copy the skill folder (skills/tilelang/testing-fwd-bwd-kernels in sablin39/tilelang-cuda-skills) into .claude/skills/testing-fwd-bwd-kernels in your project. Claude Code loads it when a task matches its description.
How do I install Testing Fwd Bwd Kernels in Codex?
Run `npx skills add sablin39/tilelang-cuda-skills --skill testing-fwd-bwd-kernels -a codex`. Or copy the skill folder (skills/tilelang/testing-fwd-bwd-kernels in sablin39/tilelang-cuda-skills) into .agents/skills/testing-fwd-bwd-kernels in your project. Codex loads it when a task matches its description.
Can I use Testing Fwd Bwd Kernels 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 sablin39/tilelang-cuda-skills --skill testing-fwd-bwd-kernels -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/testing-fwd-bwd-kernels, .gemini/skills/testing-fwd-bwd-kernels, .github/skills/testing-fwd-bwd-kernels and .opencode/skills/testing-fwd-bwd-kernels in your project.
What does Testing Fwd Bwd Kernels need to run?
SKILL.md names no scripts, command-line tools or credentials: Testing Fwd Bwd Kernels is instructions for the agent only.
Does Testing Fwd Bwd Kernels 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 Testing Fwd Bwd Kernels 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 Testing Fwd Bwd Kernels use?
No licence was found for Testing Fwd Bwd Kernels or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Testing Fwd Bwd Kernels use?
About 1.2k tokens (SKILL.md is roughly 4.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.7k tokens, read only when the agent opens those files.
What are the alternatives to Testing Fwd Bwd Kernels?
Skills that share tags, products or a category with Testing Fwd Bwd Kernels: Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 297k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars) and PR Babysitter (openinterpreter/openinterpreter, 69k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Testing Fwd Bwd Kernels?
sablin39 (a GitHub user) maintains it in sablin39/tilelang-cuda-skills, which has 145 GitHub stars. The repository holds 10 skills in this directory. The repository was last updated on September 15, 2026.
Source: sablin39/tilelang-cuda-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.