Design, critique, or specify honest charts and data visualizations from known data and audience needs. Use for chart selection, misleading-chart audits, accessibility, dashboard visuals, or "make this data easier to understand"; do not use for raw data analysis, PPT deck generation, spreadsheet surgery, or fabricated chart data.
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Choose or review visualizations so the chart answers the user's question honestly, accessibly, and with clear data provenance.
Use for:
Do not use for:
data-analysispptx-generatorminimax-xlsx[UNVERIFIED].STATUS: SPECIFIED | REVIEWED | PARTIAL | BLOCKED
QUESTION:
- <what the chart should answer>
DATA BASIS:
- <source fields, units, filters, transformations, or missing provenance>
RECOMMENDED VISUAL:
- Chart type:
- Encodings:
- Title / labels / annotations:
- Accessibility notes:
HONESTY AUDIT:
- <axis, scale, aggregation, uncertainty, denominator, or range concerns>
IMPLEMENTATION NOTES:
- <library-agnostic guidance or project-specific constraints>
UNVERIFIED:
- <missing data/provenance or N/A>
Clean-room AILI/OpenCode adaptation inspired by the public DeerFlow chart-visualization skill pattern. No upstream skill text, runtime paths, tools, generated assets, provider assumptions, or chart templates are copied. Source family: bytedance/deer-flow, MIT License.
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Review a single academic paper, preprint, DOI, arXiv link, or user-provided PDF/text with source-grounded critique. Use for paper summaries, methodology review, novelty checks, reproducibility concerns, or "review this paper" requests; do not use for multi-paper surveys, systematic literature reviews, citation management, or implementation from a paper.
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AI regression scouting routing. Use when agents, prompts, skills, model/tool routing, harness fixtures, or generated-output expectations change and need regression scenarios; do not use for ordinary product-code regressions.
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Run the AILI delivery lifecycle from natural-language IDEATE, DEFINE, BUILD, and SHIP intent or the equivalent slash shortcuts; use for idea shaping, spec/test definition, bounded BUILD package queues, review-repair closeout, or adapter routing without exposing internal stage commands.
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Android native Kotlin/Compose app development, Material 3 UI, accessibility, and Gradle builds.
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Guides stable API and interface design. Use when designing APIs, module boundaries, or any public interface. Use when creating REST or GraphQL endpoints, defining type contracts between modules, or establishing boundaries between frontend and backend.
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Route an explicitly requested independent/delegated browser QA assignment or durable E2E evidence need; do not trigger for direct Playwright/DOM/console/network inspection, ordinary UI implementation, backend-only work, or production-mutating flows.
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