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veomni-new-op

Use this skill when adding a new optimized kernel or operator to veomni/ops/. Covers the full lifecycle: understanding VeOmni's ops architecture (KERNEL_REGISTRY + OpSlot dispatch, with a thin function-pointer shim for a few legacy global ops), implementing the kernel, registering it, adding tests, and documenting it. Trigger: 'add op', 'new kernel', 'add attention variant', 'new fused op', 'add triton kernel', 'optimize operator'.

75

Quality

92%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

85%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

The body is highly actionable and well-sequenced with verification checkpoints, and it navigates cleanly to one-level-deep design docs; its main weakness is a verbose upfront architecture section that could be trimmed.

Suggestions

Tighten the 'VeOmni Ops Architecture' section — the directory tree and the two-mechanism explanation are valuable but could be condensed, or moved to a referenced design doc, to reduce upfront tokens.

Consider extracting the detailed architecture/dispatch explanation into a reference file and keeping SKILL.md as a lean overview that links to it, reinforcing progressive disclosure.

In Phase 2, add a short inline note on how to verify the registration worked before moving to tests (e.g., a one-line check that the variant appears in KERNEL_REGISTRY), giving an earlier feedback checkpoint.

DimensionReasoningScore

Conciseness

Mostly efficient and project-specific (KERNEL_REGISTRY, OpSlot, patchgen are things Claude would not know), but the upfront architecture block and the two-mechanism explanation are fairly long and could be tightened or moved to a reference. It sits just below the lean 'every token earns its place' bar.

2 / 3

Actionability

It provides copy-paste-ready registration code, concrete OpSlot declarations, specific file paths, and runnable commands ("pytest tests/ops/ -v", "make quality", "KERNEL_REGISTRY.dump()"), giving fully executable guidance.

3 / 3

Workflow Clarity

Five clearly sequenced phases each with numbered steps, plus explicit verification in Phase 5 ("Verify the new variant shows up in KERNEL_REGISTRY.dump()" and running /veomni-review and make quality) and a Common Pitfalls section for error recovery.

3 / 3

Progressive Disclosure

No bundle files exist; the single SKILL.md is well-organized into labeled sections and points to one-level-deep, clearly-signaled design docs (docs/design/kernel_selection.md, unified_kernel_registry.md, .agents/knowledge/architecture.md) for deeper detail.

3 / 3

Total

11

/

12

Passed

Description

100%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description is specific, well-triggered, and complete, naming concrete lifecycle actions and providing an explicit set of natural trigger phrases scoped to a distinct niche.

DimensionReasoningScore

Specificity

It lists multiple concrete actions — "implementing the kernel, registering it, adding tests, and documenting it" — matching the anchor that enumerates several specific actions rather than vague language.

3 / 3

Completeness

It answers both what ("adding a new optimized kernel or operator to veomni/ops/" with the full lifecycle) and when ("Use this skill when adding..." plus an explicit Trigger clause), so it clearly covers both.

3 / 3

Trigger Term Quality

An explicit "Trigger:" clause gives natural phrases users would say ("add op", "new kernel", "add attention variant", "add triton kernel", "optimize operator"), giving good coverage of common variations.

3 / 3

Distinctiveness Conflict Risk

It is scoped to a clear niche (veomni/ops/ kernel/operator addition) with distinct, specific triggers, making it unlikely to fire for unrelated skills.

3 / 3

Total

12

/

12

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
ByteDance-Seed/VeOmni
Reviewed

Table of Contents

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