تنسيق DOCX يدويًا بطيء وسهل التعطّل. توفر هذه المهارة سير عمل OpenXML لإنشاء مستندات Word وتحريرها والتحقق من صحتها واستخدامها كقوالب.

Flutter REST integrations require platform permissions, response validation, parsing, and clear UI states. This skill provides a structured implementation workflow using Dart's http package.

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.

غالبًا ما تخفي أعطال CUDA بيانات الإدخال التي تسببت في الفشل. توضّح هذه المهارة كيفية استخدام تسجيل FlashInfer API وأدوات CUDA لعزل الاستدعاء الفاشل.

قد تكون مقارنات نوى GPU مضللة عندما تختلف طرق قياس الزمن والمدخلات. توفر هذه المهارة قياسات أداء قابلة لإعادة الإنتاج لـ FlashInfer، مع فحوصات للصحة ومقاييس أداء واضحة.

تتطلب إضافة نواة FlashInfer جديدة تغييرات منسقة في C++ وPython وJIT والاختبارات وقياس الأداء. تمنح هذه المهارة سير عمل منظمًا يمكن لمساعد برمجة بالذكاء الاصطناعي اتباعه بأمان.