Content
81%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
A strong, expert-level body: a clearly sequenced porting workflow with parity validation gates at every step, concrete executable commands, and a rare density of non-obvious, version-specific pitfalls. The main improvement lever is structural — splitting the pitfall checklist and deep detail into reference files — plus trimming a few framing passages and adding one concrete pipelining code example.
Suggestions
Move the pitfall checklist and the compile-time/autotune/smem-budget sections into a `references/pitfalls.md` (and optionally `references/compile-budget.md`), keeping SKILL.md as a lean overview with one-level-deep, clearly signaled pointers.
Add one small concrete cp.async or TMA pipelining code snippet (prologue/steady-state/epilogue with the mbarrier phase math) to convert the 'first big jump' section from an outline into copy-adaptable code, mirroring the tutorial kernels already cited.
Tighten the intro and Related-skills lines and compress the tutorial-name enumeration to just the ordered-list URL plus a note that the last six are advanced, trimming roughly a screen of tokens without losing navigability.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is dense with non-generic, hard-won specifics (mbarrier 'noinc' semantics, 228KB smem budget math, proxy-fence exceptions) and assumes Claude's competence throughout, teaching no basic concepts. It sits at the 4 anchor rather than 5 because the ~230-line document has a few passages that could be trimmed — the intro framing, the Related-skills list, and the enumeration of all 15 tutorial names — though all are close to earning their tokens. | 4 / 5 |
Actionability | Copy-paste-ready pytest and benchmark commands, an executable import block, a concrete Triton→Gluon mapping table, and specific debug commands (`gl.static_print`, NCU metric names) make this mostly executable guidance. It falls short of the 5 anchor because the pipelining section — flagged as 'the first big jump' — is presented as a labeled skeleton rather than code, and no complete kernel example is inlined (though the skeleton's flexibility is explicitly justified and complete kernels are pointed to in the repo). | 4 / 5 |
Workflow Clarity | The porting sequence is explicitly numbered 1–5 with an explicit validation gate at every step ('must pass the same parity tests ... before any optimization', 'keeping numerical parity after every step'), a frozen pytest command, a re-autotune checkpoint after each layer, and a numbered pitfall checklist framed as 'check here first when things break' — a built-in error-recovery feedback loop matching the 5 anchor. | 5 / 5 |
Progressive Disclosure | The body is well-organized with clear section headers, an at-a-glance mapping table, and well-signaled references (tutorial URL series, tutorial/example source paths in the Triton repo), making navigation easy. It scores 4 rather than 5 because it is monolithic — the pitfall checklist and the compile-time/smem-budget section are prime candidates for `references/` files to keep the top-level overview leaner. | 4 / 5 |
Total | 17 / 20 Passed |