SandBase

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

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

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

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

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Simple task management using a shared TASKS.md file. Reference this when the user asks about their tasks, wants to add/complete tasks, or needs help tracking commitments.

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Create or review team composition analysis deliverables with traceable assumptions, decision criteria, ownership, and risk controls. Use when the user asks for team composition analysis planning or analysis.

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Plan, implement, or review test driven development work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests test driven development work.

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Triage and prioritize a support ticket or customer issue. Use when a new ticket comes in and needs categorization, assigning P1-P4 priority, deciding which team should handle it, or checking whether it's a duplicate or known issue before routing.

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

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

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Create or review revenue operations deliverables with traceable assumptions, decision criteria, ownership, and risk controls. Use when the user asks for revenue operations planning or analysis.

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

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

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Generate high-quality Product Requirements Documents (PRDs) for software systems and AI-powered features. Includes executive summaries, user stories, technical specifications, and risk analysis.

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Design production-ready music prompts and optionally generate music through SandBase. Use for songs, instrumentals, soundtracks, jingles, loops, or multi-part music; use a speech or sound-effect workflow when music is not the main deliverable.

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

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Reconcile accounts by comparing GL balances to subledgers, bank statements, or third-party data. Use when performing bank reconciliations, GL-to-subledger recs, intercompany reconciliations, or identifying and categorizing reconciling items.

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Research public companies and listed securities with current market, company, ownership, and filing data through SandBase. Use for ticker analysis, price-performance comparisons, insider activity, or an evidence-backed investment research brief; do not use for trade execution or personalized financial advice.

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

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

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

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

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Apply stable-baselines3 in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses stable-baselines3 or its strengths fit the task.

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

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