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BD tilelang-simplification

Find, evaluate, propose, implement, or review non-obvious simplifications in TileLang. Use for broad simplification audits; dead or duplicated compiler, runtime, backend, layout, build, test, or API surface; collapsing unnecessary abstractions or pass machinery; removing stale compatibility paths; or replacing hand-rolled infrastructure. Do not use for a routine localized refactor whose desired change is already known.

tile-ai/tilelang Agent Skills author: tile-ai NOASSERTION 2 files body ≈ 3 017 tokens Open the sourcegithub.com↗ analyzed 5 d ago

Find, evaluate, propose, implement, or review non-obvious simplifications in TileLang.

As a process D 47/100 · Unfinished process — References files that are not bundled: ../tilelang-backend/SKILL.md, ../tilelang-layout/SKILL.md, ../tilelang-semantic/SKILL.md

AnalyzerSoftware developmenttype and topics are labelled automatically from the skill text
Runs in: Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) OpenClaw Goose OpenCode
JSON
Technical rating
B
90/100
safety, quality, tests
Safety 60%
100
Quality 40%
76
Run on models
none yet
Process rating
D
47/100
Unfinished process
References files that are not bundled: ../tilelang-backend/SKILL.md, ../tilelang-layout/SKILL.md, ../tilelang-semantic/SKILL.md
Tools and files w 18
0
Inputs and preconditions w 11
0
Progress reporting w 2
0
the three weakest of ten parameters · all ten

How to improve

  1. The text references files that are not there: add them or drop the references.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 0

✓ No critical or high findings

Files scanned: 2. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: ../tilelang-backend/SKILL.md
  • warning missing-ref reference to a missing file: ../tilelang-layout/SKILL.md
  • warning missing-ref reference to a missing file: ../tilelang-semantic/SKILL.md
  • warning missing-ref reference to a missing file: ../tilelang-tvm-ir/SKILL.md
  • warning missing-ref reference to a missing file: ../tilelang-dev-guide/SKILL.md
  • warning missing-ref reference to a missing file: ../tilelang-build/SKILL.md
  • note edit-residue the text marks something as outdated (lines 64, 240): check that old rules are not kept next to new ones — the full check reads the text for contradictions

Process rating: all ten parameters 47/100

Will not run. References files that are not bundled: ../tilelang-backend/SKILL.md, ../tilelang-layout/SKILL.md, ../tilelang-semantic/SKILL.md
  • 0Tools and files. 6 referenced file(s) missing: ../tilelang-backend/SKILL.md, ../tilelang-layout/SKILL.md, ../tilelang-semantic/SKILL.md
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Progress reporting. Says nothing while it works
  • 30Running it twice. 7 mutating operations with no state check
  • 40Result and completion. Does not say what the result is
  • 50When it triggers. No condition that starts the skill
  • 50Failures and branches. 0 branches, has a failure section
  • 100Steps. 58 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 3017 tokens
  • low 10 top-level sections: this looks like several domains in one skill

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +4Description says when NOT to use the skill
  • +3Description length 422: enough signal without eating the budget
  • +4Structure: 11 headings
  • +3Step-by-step instructions: 58 items
  • +4Has examples (1 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 76.