Implement Einstein AI for Salesforce Commerce — Einstein Recommendations (product-to-product, user-to-product, trending), predictive sort, search ranking, Einstein Search Dictionaries, and Data Cloud personalization. Use when adding AI-powered features to commerce storefronts.
Build B2C Commerce storefronts with SFRA (Storefront Reference Architecture) — cartridge overlay system, MVC pattern, app_storefront_base, module.superModule inheritance, middleware chain, and site-specific customizations. Use when developing SFRA-based storefronts.
Create, write, build, debug, test, refactor, and optimize Python 3.10+ applications across all domains (data science, backend APIs, scripting, automation). Manage dependencies with uv (preferred), poetry, or pip. Implement type hints (typing module, generics, protocols), write tests with pytest (fixtures, parametrize, mocking), work with pandas DataFrames (creation, selection, groupby, merge), use dataclasses and decorators, handle errors with logging integration, and follow TDD workflows (Red-Green-Refactor). Configure virtual environments, pyproject.toml, and static analysis tools (mypy, pyright). Use when implementing Python features, fixing bugs, writing tests, managing packages, analyzing data, or building Python projects.
Enterprise C# 13 development with .NET 9, async/await, LINQ, Entity Framework Core, ASP.NET Core, and Context7 MCP integration for modern backend and enterprise applications.
Enterprise-grade Context7 MCP integration patterns for language-specific documentation access with real-time library resolution and intelligent caching
Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and monitoring. Use PROACTIVELY for ML model deployment, inference optimization, or production ML infrastructure.
Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and monitoring. Use PROACTIVELY for ML model deployment,
Write modern C# code with advanced features like records, pattern matching, and async/await. Optimizes .NET applications, implements enterprise patterns, and ensures comprehensive testing. Use PROACTIVELY for C# refactoring, performance optimization, or complex .NET solutions.
Details Paraglide.js i18n implementations.
Master TDD orchestrator specializing in red-green-refactor discipline, multi-agent workflow coordination, and comprehensive test-driven development practices. Enforces TDD best practices across teams with AI-assisted testing and modern frameworks. Use PROACTIVELY for TDD implementation and governance. Use when: the task directly matches tdd orchestrator responsibilities within plugin backend-development. Do not use when: a more specific framework or task-focused skill is clearly a better match.
Kotlin 2.0+ development specialist covering Ktor, coroutines, Compose Multiplatform, and Kotlin-idiomatic patterns. Use when building Kotlin server apps, Android apps, or multiplatform projects.
Triton kernel optimization guide for Ascend NPU (910B/910C). Use when writing or optimizing Triton kernels targeting NPU backend, including GEMM, attention, normalization, or any compute-intensive kernel. Covers hardware constraints, proven optimization patterns, compiler flags, tile tuning, and known pitfalls specific to the ttx backend with Ascend SoCs.
UniTask library expert specializing in allocation-free async/await patterns, coroutine migration, and Unity-optimized asynchronous programming. Masters UniTask performance optimizations, cancellation handling, and memory-efficient async operations. Use PROACTIVELY for UniTask implementation, async optimization, or coroutine replacement.
OTA firmware upload, listing, deletion, and over-the-air update for the Universal ESP32 Workbench. Triggers on "OTA", "firmware", "update", "upload", "binary", "over-the-air".
Implement A2A error handling — JSON-RPC errors, A2A-specific error codes, task failure states, retry strategies, and graceful degradation. Use when building robust error handling in A2A agents.
Deploys .NET containers. Kubernetes probes, Docker Compose for local dev, CI/CD integration.
