Flutter localization setup requires coordinated dependency, generator, resource, and app configuration changes. This skill guides those changes with examples for strings, placeholders, plurals, and selects.

Manual JSON mapping can produce runtime type errors and duplicated parsing logic. This skill guides type-safe models, HTTP parsing, validation, and isolate usage.

Flutter constraint errors can hide the widget that caused the failure. This skill maps common error signatures to focused layout corrections and verification steps.

Rigid Flutter interfaces overflow or stretch across changing window sizes. This skill guides adaptive layouts using constraints, breakpoints, flexible widgets, and large-screen width limits.

Flutter features become difficult to maintain when UI, business logic, and data access are mixed. This skill organizes them into clear, testable layers.

Flutter UI changes can fail when rendering and user interactions are not tested. This skill provides a clear workflow for building focused WidgetTester tests and validating state changes.

Flutter widgets can be difficult to inspect without launching the full application. This skill adds isolated previews with appropriate annotations, configurations, and workflows.

Dart primary constructors introduce new syntax and scoping rules that can make migrations difficult. This skill explains the rules and guides correct refactoring from traditional constructors.

Complex Dart branching can obscure validation, destructuring, and subtype handling. This skill selects clear patterns and checks exhaustive switch behavior.

Native C and C++ integration in Dart requires platform-aware build, link, and packaging hooks. This skill guides local compilation, verified binary downloads, and linker tree-shaking.

Dart diagnostics can be difficult to review and resolve before a commit. This skill guides Claude Code, Claude, and Codex through analysis, reviewed fixes, and formatting.

Dart package conflicts can block builds and make upgrades difficult. This skill provides a controlled workflow to inspect constraints, update dependencies, and verify the resolved graph.

Dart type and null-safety errors can delay development and cause runtime failures. This skill provides a structured workflow to analyze, fix, and verify local Dart code changes.

Coverage setup can be inconsistent across Dart and Flutter projects. This skill guides dependency setup, test execution, LCOV generation, and output validation.

Dart CLI projects need consistent command routing, error handling, tests, and release steps. This skill provides practical guidance for building and distributing them.

CUDA 崩溃通常会隐藏导致失败的输入数据。此技能展示如何使用 FlashInfer API 日志记录和 CUDA 工具来定位失败的调用。

如果计时方法和输入不同，GPU 内核比较可能产生误导。此技能提供可复现的 FlashInfer 基准测试，包括正确性检查和清晰的性能指标。

添加新的 FlashInfer 内核需要协调 C++、Python、JIT、测试和基准测试方面的变更。此技能提供了一个结构化工作流，AI 编码助手可以安全地遵循。

团队在抓取或回答问题之前需要可靠的来源发现。本技能指导 Firecrawl 搜索集成、结果选择以及后续提取决策。

应用通常需要从一个已知 URL 获取干净内容。此技能指导针对页面提取的专注 Firecrawl /scrape 集成。