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Build reusable Shiny modules with proper namespace isolation using NS(). Covers module UI/server pairs, reactive return values, inter-module communication, and nested module composition. Use when extracting a reusable component from a growing Shiny app, building a UI widget used in multiple places, encapsulating complex reactive logic behind a clean interface, or composing larger applications from smaller, testable units.
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Implement signal-based reactive state management in Angular v20+. Use for creating reactive state with signal(), derived state with computed(), dependent state with linkedSignal(), and side effects with effect(). Triggers on state management questions, converting from BehaviorSubject/Observable patterns to signals, or implementing reactive data flows.
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Implement real-time features using Convex reactive queries that automatically update when data changes, enabling live collaboration, instant updates, and reactive UIs without manual polling. Use when building live dashboards, implementing collaborative editing, creating chat applications, showing real-time notifications, building activity feeds, implementing presence indicators, creating reactive search, or any feature requiring instant data synchronization across clients.
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Build real-time, reactive backend applications with Convex using TypeScript queries, mutations, and actions with automatic reactivity and optimistic updates. Use when building real-time collaborative applications, implementing reactive data synchronization, writing serverless backend functions, creating queries that auto-update, implementing mutations with transactional guarantees, handling file uploads with Convex storage, implementing authentication with Convex Auth, designing reactive database schemas, or building applications requiring instant data synchronization.
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按照命名、不可变数据、异常处理、项目结构和测试等规范编写及审查Java服务，并从构建文件识别Spring Boot或Quarkus，应用对应框架的约定。
基于HTML制作视频，组合标题、同步字幕、朗读音频、随音乐变化的视觉效果和场景转场，并检查内容溢出、文字可读性及动画时序。
Build and render Table v9 data tables in Lit using TableController and FlexRender. Follow the basic setup, keep table inputs stable, and find related guidance for reusable components, reactive state, and rendering only visible rows or columns.
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Read and control Angular Table v9 state using signals, Angular's reactive values. This skill explains tracked reads, externally managed pagination, shared state, and update callbacks so table changes stay connected to templates and derived values.
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Connect Vue Table v9 to Devtools and troubleshoot missing tables. Covers unique table keys, reactive references that track table replacement, cleanup when targets change, and the development settings that determine whether the integration runs.
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Manage Table v9 state in Svelte 5, including pagination controlled by application code. Guides reactive reads that update the interface, getter and callback wiring, and the distinction between tracked values and one-time snapshots.
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Implement reactive state reads and external control for Table v9 in Solid. Learn where to track changes, how to manage pagination state, and how to handle updater functions or shared state correctly.
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Connect Table v9 state to Alpine bindings and manage pagination from application code. Explains reactive reads, getter and callback setup, shared state atoms, and why some captured values fail to follow later updates.
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Migrate Vue applications from Table v8 to v9 by checking table creation, rendering, and reactive state updates. Combine Vue-specific changes with the shared core migration checklist, then verify types and affected feature behavior.
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Manage Table v9 state in Ember so table changes reach the screen. Covers tracked properties, external atoms that hold state, controlled updates, and where values must be read for Glimmer to track changes.
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Build and render Table v9 tables in Vue with guidance on keeping data updates reactive, reusing shared table components, and connecting TanStack Query for data fetching or TanStack Virtual for displaying large tables.
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Read and control TanStack Table v9 state in Vue while keeping updates synchronized with the interface. Covers reactive reads, externally controlled state, update callbacks, shared state containers, and component boundaries for rendering.
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Build and render TanStack Table v9 tables in Alpine, with data updates reflected in the interface. Covers table setup, Alpine markup, cell rendering, and guidance for sharing defaults and reusable UI across tables.
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Build Angular 17+ applications with standalone components, routing, and shared application state. Covers reactive data handling with RxJS, performance improvements, and unit and integration tests, with code and explanations of architecture choices.
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Create HTML-based videos with animated titles, synchronized captions, narration, music-driven effects, and scene transitions. Structure scenes and timing, define a visual style, and check layouts, text contrast, and animation choreography within HyperFrames.
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Build Java applications with cooperating AI agents using AgentScope Java. Guides asynchronous processing, where waiting tasks do not block execution, plus language model connections, external tools, workflow coordination, error handling, and tests.
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Create video compositions, animations, title cards, overlays, captions, voiceovers, audio-reactive visuals, and scene transitions in HyperFrames HTML. Use when asked to build any HTML-based video content, add captions or subtitles synced to audio, generate text-to-speech narration, create audio-reactive animation (beat sync, glow, pulse driven by music), add animated text highlighting (marker sweeps, hand-drawn circles, burst lines, scribble, sketchout), or add transitions between scenes (crossfades, wipes, reveals, shader transitions). Covers composition authoring, timing, media, and the full video production workflow. For CLI commands (init, lint, preview, render, transcribe, tts) see the hyperframes-cli skill.
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Create video compositions, animations, title cards, overlays, captions, voiceovers, audio-reactive visuals, and scene transitions in HyperFrames HTML. Use when asked to build any HTML-based video content, add captions or subtitles synced to audio, generate text-to-speech narration, create audio-reactive animation (beat sync, glow, pulse driven by music), add animated text highlighting (marker sweeps, hand-drawn circles, burst lines, scribble, sketchout), or add transitions between scenes (crossfades, wipes, reveals, shader transitions). Covers composition authoring, timing, media, and the full video production workflow. For CLI commands (init, lint, preview, render, transcribe, tts) see the hyperframes-cli skill.
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Implement reactive state with Combine, Observation framework, and UDF patterns. Use when implementing state management with Combine, @Observable, or reactive patterns in iOS.
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Build typed reactive forms with strict FormGroup typing, custom validators, and nonNullable controls in Angular. Use when implementing typed reactive forms, custom validators, or form control patterns.
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