Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/slowlyC/agent-gpu-skillsnpx agentmods add skills/slowlyc/agent-gpu-skills/tilelang-skillWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/slowlyc/agent-gpu-skills/tilelang-skill)<a href="https://agentmods.dev/skills/slowlyc/agent-gpu-skills/tilelang-skill"><img src="https://agentmods.dev/badge/skills/slowlyc/agent-gpu-skills/tilelang-skill.svg" alt="Measured on agentmods" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 2 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Agent Snooping · line 51 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 159 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00148 | $0.01801 |
| Opus 5 | $0.00074 | $0.00901 |
| Sonnet 5 | $0.00030 | $0.00360 |
| Haiku 4.5 | $0.00015 | $0.00180 |
Grade A, and why
tilelang-skill scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 174 lines — stays where its author put it; the contents beside it link to each section on GitHub.
TileLang development
Use the local TileLang checkout as the primary source for APIs, implementation patterns, and repository-specific build instructions. Prefer current source and examples over remembered signatures because the DSL, compiler, and backend integrations evolve quickly.
Locate the checkout
Resolve the directory containing this SKILL.md, then use its repos/tilelang/ child. The installer links that path to agent-gpu-skills/third_party/tilelang/ or to the checkout supplied through TILELANG_REPO.
In commands below, replace TILELANG_REPO with the resolved absolute path:
TILELANG_REPO=/absolute/path/to/tilelang-skill/repos/tilelang
If the checkout is missing, run this from the agent-gpu-skills repository and reinstall the Skill:
bash update-repos.sh tilelang
bash install.sh --skill tilelang-skill
The default checkout is a source-reference snapshot. It does not initialize TileLang's nested third-party submodules. Use a complete development checkout through TILELANG_REPO when building TileLang or changing its compiler.
Choose the source surface
| Task | Start here |
|---|---|
| Language syntax and operations | tilelang/language/ |
| JIT wrappers, adapters, and kernel objects | tilelang/jit/ |
| Lowering and semantic checks | tilelang/engine/ |
| Autotuning | tilelang/autotuner/ |
| Benchmarking and profiler helpers | tilelang/profiler/ |
| Layout inference and representations | tilelang/layout/, tilelang/analysis/ |
| Schedule recommendation and Carver | tilelang/carver/ |
| CUDA, ROCm, Metal, and CPU Python backends | tilelang/cuda/, tilelang/rocm/, tilelang/metal/, tilelang/cpu/ |
| Compiler transforms and target code generation | src/ |
| Current kernels and end-to-end workloads | examples/ |
| Language, compiler, backend, and regression tests | testing/python/ |
| Repository-specific build and test commands | .agents/skills/tilelang-build/SKILL.md |
Read quick-reference.md when mapping an operation, backend, or compiler question to a concrete path in the validated checkout.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 8d ago First seen · 174 lines · 148 tokens per session scan A 648e4cc4059d
tilelang-skill is a skill published in the GitHub repository slowlyC/agent-gpu-skills (165 stars, last pushed 1mo ago), licensed MIT. It adds 148 tokens to every session and 1,801 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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