SandBase

Apply data visualization in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses data visualization or its strengths fit the task.

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Apply data context extractor in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses data context extractor or its strengths fit the task.

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Apply dask in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses dask or its strengths fit the task.

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Create, implement, or review cut the curve work with format, accessibility, performance, and visual-verification controls. Use when the requested deliverable depends on cut the curve.

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Plan, implement, or review claude.md improver work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests claude.md improver work.

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