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Guidance for .NET MAUI XAML and C# data bindings — compiled bindings, INotifyPropertyChanged / ObservableObject, value converters, binding modes, multi-binding, relative bindings, fallbacks, and MVVM best practices. USE FOR: setting up compiled bindings with x:DataType, implementing INotifyPropertyChanged or CommunityToolkit ObservableObject, creating IValueConverter / IMultiValueConverter, choosing binding modes, configuring BindingContext, relative bindings, binding fallbacks, StringFormat, code-behind SetBinding with lambdas, and enforcing XC0022/XC0025 warnings. DO NOT USE FOR: CollectionView item templates and layouts (use maui-collectionview), Shell navigation data passing (use maui-shell-navigation), dependency injection (use maui-dependency-injection), or animations triggered by property changes (use .NET MAUI animation APIs).

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Implement RxJS patterns for reactive programming in Angular. Use this skill when working with Observables, operators, subscriptions, async data flows, and error handling. Covers common patterns like combineLatest, switchMap, debounceTime, catchError, retry logic, and integration with Angular Signals using toSignal() and toObservable(). Ensures proper subscription cleanup with takeUntilDestroyed().

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Author learning targets for a competency across developmental bands with precise, observable progression language. Use when writing 'I can' statements for competency-based programmes.

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MobX observable state management patterns with mobx-react-lite. Use when implementing reactive client state with observables, computed values, actions, and the observer HOC.

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Break a user interface under real-world conditions across responsiveness, hostile content, interaction states, accessibility, network failure, interruption, and complete user journeys, reporting observable user harm with evidence rather than aesthetic opinion. Use whenever the user wants to stress-test a UI, verify responsive and edge-case behaviour, inspect loading/error/empty/recovery states, review a flow for friction, or find where an interface fails under reality. Part of the audit suite; inherits the shared constitution while its own job is proving observable user harm.

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Build SwiftUI views with modern MV architecture, state management, and view composition patterns. Covers @Observable ownership rules, @State/@Bindable/@Environment wiring, view decomposition, custom ViewModifiers, environment values, async data loading with .task, iOS 26+ APIs, Writing Tools, and performance guidelines. Use when structuring a SwiftUI app, managing state with @Observable, composing view hierarchies, or applying SwiftUI best practices.

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Swift Standard Library・Concurrency・Observation リファレンス。 プロトコル/ジェネリクス、async/await、actor、SerialExecutor、Sendable、Task、TaskGroup、AsyncSequence、AsyncStream、 Continuation (CheckedContinuation)、Observable、@Observable、Observations、ObservationRegistrar、 Span、InlineArray、RangeSet、Equatable、Hashable、Comparable、Identifiable、Optional、Codable、Result、generics、some/any。

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Migration guide for Swift and iOS. Use when migrating ObservableObject to @Observable (iOS 17), enabling Swift 6/6.2 Strict Concurrency, fixing @MainActor/Sendable warnings, adopting Approachable Concurrency (Swift 6.2), or handling iPadOS 26 windowing system changes (UIRequiresFullScreen deprecation). Covers breaking changes and version upgrade tasks.

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Conviction-trigger surveillance via Quartr keyword alerts — parse every active thesis's Conviction Triggers for named observables, propose keyword alerts scoped to the Vault Active watchlist (or market-wide for macro observables), create them ONLY on explicit user confirmation, and reconcile the alert set against the book as theses open/close. Use when user says "monitor", "set up alerts", "keyword alerts", "watch for X", or "reconcile alerts".

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Audits an Articles of Agreement contract — the daemon-witnessed agreement every official Port Daddy agent signs covering registration, transcript reporting, tool-use gating, file claims, parley conduct, budget limits, and operator control — against the enforcement-beats-hope bar: a clause counts as safe only when it resolves to a concrete, daemon-observable mechanism with a defined denial shape, never a promise the agent might honor. Use when drafting a new agent's Articles, reviewing a compliance-level (C0-C6) claim, deciding whether a clause is genuinely enforced or merely documented, or auditing whether an agent's claimed identity can be trusted. NOT for securing the inbound event-to-spawn path (fleet-event-spawn-trust), designing the relay's transport PKI and signing keys (pd-relay-zero-trust), or tracking an agent's identity and reputation across its whole lifetime after it signs (agent-identity-continuity-reputation).

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Design and build mathematically rigorous, high-density, interactive data graphics and streaming telemetry visualizations following Mike Bostock's D3.js and Observable methodologies. Use when crafting custom SVG/Canvas charts, reactive streaming time-series, multi-dimensional brush-and-link coordinates, small multiples, or topological swarm graphs. NOT for generic dashboard template clones, basic spreadsheet charts, or off-the-shelf low-effort wrapper libraries.

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SwiftUIアーキテクチャパターン、@Observableによる状態管理、ビュー合成、ナビゲーション、パフォーマンス最適化、モダンなiOS/macOS UIのベストプラクティス。

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重组OpenClaw现有文档，对照源代码、结构定义和测试核实功能说明，保留准确细节，将详细规格移至合适页面，并验证链接与格式。

• 保留规格说明并缩短页面
• 将详细规格拆分至参考页面
• 使说明符合当前CLI行为

将模糊的功能需求或影响较大的变更整理为验收标准或交接资料，明确范围、前提、风险、预期行为与验证方法，并检查现有规格中的遗漏和矛盾。

• 梳理模糊的功能需求
• 制定认证变更或数据迁移的验收标准
• 向其他智能体或团队交接实施要求

利用现有代码结构，在必要范围内实现新功能或外部集成。先明确可验证的完成条件和不包含的内容，再贯通相关层级，完成整套运行流程。

• 在明确范围内实现新功能
• 利用现有结构接入外部服务
• 明确完成条件与不包含的内容

检查仓库并生成项目专用验证技能，通过用户实际使用的路径操作应用、保存行为证据，完整执行启动、检查和清理流程，验证生成的步骤。

• 创建仓库专用验证技能
• 整理界面、命令行和服务操作步骤
• 将功能与运行证据对应

为Paperclip Runner添加或扩展行为评估，定义判定条件、执行目标和报告验证数据，利用正常及异常证据验证结果，并保留执行记录与费用。

• 添加Runner行为评估
• 用有效与无效证据检验判定
• 更新执行列表和持续评估

为功能变更制定可判断通过或失败的验收标准和手动验证计划，覆盖正常流程、边界输入、错误及性能，并明确所需证据。

• 将功能变更交给QA
• 审查改变界面行为的PR
• 事故后检查问题是否复发

修改应用或文件前先核实目标，仅更新所需部分，再重新读取以验证结果。删除或发送时，还会核对操作对象及影响是否在用户指示范围内。

• 仅更新应用中的指定项目
• 确认文件移动或删除的结果
• 检查发送或预约是否执行完成

Guide test writing, updates, and reviews in Remotion by checking observable user outcomes. Choose integration, unit, visual, or end-to-end tests that detect broken workflows, and verify that bug fixes address the original regression.

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• Choose a test boundary for a feature
• Review whether existing tests detect broken workflows
• Verify a regression test fails before the fix and passes after it

Review a Remotion pull request’s title against its code changes and suggest clearer wording for developers. The skill selects the appropriate package or category prefix and highlights the main observable change or public API.

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• Reviewing a Remotion pull request title
• Naming a public API change clearly
• Choosing a prefix for documentation or test changes

Stress-test research plans by comparing possible scenarios, such as sample losses, unavailable materials, or methods failing to transfer. Record assumptions and evidence, compare response options, and define contingency plans and observable triggers for changing course.

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• Plan responses to higher-than-expected sample losses
• Prepare backups for unavailable reagents or datasets
• Compare research options under resource constraints

Investigate Cherry Studio code to identify unused behavior, duplicated state, and unnecessary abstractions. Turn a few well-supported findings into cleanup proposals that document current consumers, removal scope, risks, and observable acceptance criteria.

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• Finding unused code and unnecessary internal APIs
• Reviewing duplicated stores, caches, and events
• Assessing library replacements that reduce maintenance

Analyze binaries, malware samples, memory dumps, and packet captures in sandboxed security challenges. Trace program behavior, investigate crashes, and verify exploit conditions while preserving original files, decoded artifacts, and observable evidence for reproducible findings.

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• Reverse engineer a binary’s structure and behavior
• Unpack a malware sample and separate its components
• Investigate crashes and verify exploit conditions