Tilelang Skill

What it does

When your agent uses it

• The task explicitly involves tilelang
• Tilelang.language
• TileLang Profiler
• TileLang passes

Example prompts

• “/tilelang-skill”

Requirements

• Python 3

Workflow steps

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

1. 1Classify the task as kernel DSL, JIT/runtime, autotuning/profiling, or compiler/backend work.
2. 2Find the closest current example for the operation, target backend, architecture, dtype, and shape regime.
3. 3Verify each DSL operation against its Python definition, then trace lowering or backend code only as far as the question requires.
4. 4Preserve the workload's shapes, dtypes, layouts, memory scopes, target, launch configuration, and numerical contract.
5. 5Establish correctness and confirm the actual generated path before tuning.

What it can do on your machine

Read from SKILL.md and the folder at commit ae02d07. 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

  Shell commands in SKILL.md call:

  • rg
  • bash
  • python3

  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

Tilelang Skill loads about 1.8k tokens when it runs. Until then it costs about 136 tokens; SKILL.md has 590 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it

~136

When it runs · the whole SKILL.md, loaded when a task matches

~1.8k

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

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 slowlyC/agent-gpu-skills at commit ae02d07, republished under its MIT licence (© slowlyC). 590 words, ~1,815 tokens.

name

tilelang-skill

description

Write, debug, and optimize TileLang kernels from local upstream language, JIT, autotuning, profiling, compiler, test, and example source. Use when the task explicitly involves tilelang, tilelang.language, @tilelang.jit, @T.prim_func, T.Kernel, T.copy, T.gemm, TileLang Profiler, Carver, TileLang passes, or TileLang CUDA, ROCm, Metal, and CPU backends. Use triton-skill for Triton or Gluon, cutlass-skill for direct CUTLASS, CuTe, or CuTeDSL work, and cuda-skill for raw CUDA, PTX, NVIDIA architecture, or profiling-tool facts.

TILELANG_REPO=/absolute/path/to/tilelang-skill/repos/tilelang

bash update-repos.sh tilelang
bash install.sh --skill tilelang-skill

find "$TILELANG_REPO/docs" -type f -name '*.md' | sort
find "$TILELANG_REPO/examples" -type f -name '*.py' | sort

rg -n '@tilelang\.jit|@T\.prim_func|T\.Kernel|T\.Pipelined' \
  "$TILELANG_REPO/examples"

rg -n 'T\.copy|T\.gemm|T\.alloc_shared|T\.alloc_fragment' \
  "$TILELANG_REPO/examples"

rg -n '^def (copy|gemm|alloc_shared|alloc_fragment)|class Kernel' \
  "$TILELANG_REPO/tilelang/language"

rg -n 'def (compile|lower)|class .*Kernel|class .*Adapter' \
  "$TILELANG_REPO/tilelang/jit" \
  "$TILELANG_REPO/tilelang/engine"

rg -n 'target|backend|codegen' \
  "$TILELANG_REPO/tilelang/backend" \
  "$TILELANG_REPO/tilelang/cuda" \
  "$TILELANG_REPO/tilelang/rocm" \
  "$TILELANG_REPO/tilelang/metal" \
  "$TILELANG_REPO/tilelang/cpu"

rg -n 'Pass|Lower|Legalize|Layout' \
  "$TILELANG_REPO/src/transform" \
  "$TILELANG_REPO/tilelang/engine"

rg -n 'CodeGen|codegen|Build' \
  "$TILELANG_REPO/src/cuda" \
  "$TILELANG_REPO/src/rocm" \
  "$TILELANG_REPO/src/metal" \
  "$TILELANG_REPO/src/cpu"

rg -n 'autotune|Profiler|do_bench|get_profiler' \
  "$TILELANG_REPO/examples" \
  "$TILELANG_REPO/tilelang/autotuner" \
  "$TILELANG_REPO/tilelang/profiler"

rg -n 'copy|gemm|pipelined|layout' \
  "$TILELANG_REPO/testing/python/language" \
  "$TILELANG_REPO/testing/python"

TileLang Python kernel and compile-time parameters
  → TileLang IR, semantic checks, and compiler transforms
  → backend source generation and native compilation
  → runtime dispatch on the selected target

.agents/skills/tilelang-build/SKILL.md

bash update-repos.sh tilelang
python3 scripts/validate_repo.py --require-sources

© slowlyC, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file in skills/tilelang-skill of slowlyC/agent-gpu-skills.

• SKILL.md
• quick-reference.md

Open the folder on GitHubat commit ae02d07