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fla-dispatch-backends

Workflow for FLA backend dispatch decorators and backend implementations. Use when touching fla.ops.backends, @dispatch-decorated functions, BaseBackend subclasses, backend verifier methods, backend env vars, or backend tests.

70

Quality

86%

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SKILL.md
Quality
Evals
Security

Quality

Content

86%Weight 40%Scale 1-5

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

A well-structured, concise, and highly actionable internal-API skill body that assumes Claude's competence and organizes guidance into clean sections. Actionability and workflow clarity are strong but not maximal because the guidance is policy/instruction rather than copy-paste code and lacks an explicit validate-fix-retry loop.

DimensionReasoningScore

Conciseness

Lean and dense throughout, assumes Claude's competence without explaining dispatch, backends, or torch.compile; every line is actionable guidance with no padded or over-explained sections.

5 / 5

Actionability

Highly concrete and actionable instruction-only guidance with specific env vars, file paths, method names, and verifier return shapes, plus a numbered checklist; it stops short of copy-paste-ready code blocks, so it sits just below the fully executable anchor.

4 / 5

Workflow Clarity

A clear numbered backend-implementation sequence with validation concepts (verifier rejection, fallback, acceptance/rejection/fallback test coverage), but no explicit validate->fix->retry feedback loop embedded in the workflow itself, leaving a minor checkpoint gap.

4 / 5

Progressive Disclosure

Self-contained skill with no external bundle files and clean, clearly-labeled sections (Core model, checklist, Verifier rules, Decorator placement, Testing guidance, Style constraints), giving easy navigation with no nested references to manage.

5 / 5

Total

18

/

20

Passed

Description

87%Weight 40%Scale 1-5

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

A tightly scoped, codebase-specific description that clearly states both what the skill covers and when to use it, with concrete internal-API trigger terms and negligible conflict risk. The only soft spot is specificity, which lists edit-targets rather than distinct concrete actions.

DimensionReasoningScore

Specificity

Enumerates several concrete trigger surfaces ("@dispatch-decorated functions", "BaseBackend subclasses", "backend verifier methods", "backend env vars", "backend tests") rather than a single action, but these are edit-targets more than distinct discrete actions, so it falls just below the comprehensive multi-action anchor.

4 / 5

Completeness

Explicitly answers both what ("Workflow for FLA backend dispatch decorators and backend implementations") and when ("Use when touching fla.ops.backends, @dispatch-decorated functions, BaseBackend subclasses...") with concrete trigger phrases.

5 / 5

Trigger Term Quality

Strong, codebase-native trigger keywords ("fla.ops.backends", "@dispatch-decorated functions", "BaseBackend subclasses", "backend verifier methods") that a developer would naturally match; good coverage with a few natural synonyms missing, fitting the 'good keyword coverage' anchor.

4 / 5

Distinctiveness Conflict Risk

Highly niche references to fla.ops.backends, @dispatch, and BaseBackend make it clearly distinguishable with minimal overlap risk against other skills.

5 / 5

Total

18

/

20

Passed

Validation

93%

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

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

referenced_paths_exist

Referenced path issues: 1 missing

Warning

Total

15

/

16

Passed

Repository
fla-org/flash-linear-attention
Reviewed

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