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Deep dive into framework internals.

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framework-internals
17

python-core

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.

diegosouzapw
diegosouzapw
development
open
framework-internals
17

performance-hunter

Find and fix performance bottlenecks in ANY language or framework

diegosouzapw
diegosouzapw
development
open
framework-internals
17

observability-instrumentation

Use when adding endpoints/background jobs/integrations where telemetry matters. Do NOT refactor unrelated code. Prefer OpenTelemetry-friendly patterns.

diegosouzapw
diegosouzapw
development
open
framework-internals
17

nock-interpreter-engineer-assistant

Expert Nock interpreter builder for implementing virtual machines in C, Python, Rust, Haskell, or JavaScript. Use when building Nock interpreters, porting between languages, implementing evaluation loops, or understanding Nock runtime behavior.

diegosouzapw
diegosouzapw
development
open
framework-internals
17

moai-lang-csharp

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.

diegosouzapw
diegosouzapw
development
open
framework-internals
17

moai-context7-lang-integration

Enterprise-grade Context7 MCP integration patterns for language-specific documentation access with real-time library resolution and intelligent caching

diegosouzapw
diegosouzapw
development
open
framework-internals
17

khorium-developer-rulebook

Senior Engineer protocols for test-first development, pragmatic verification, and robust coding standards

diegosouzapw
diegosouzapw
development
open
framework-internals
17

java-pro

Master Java 21+ with modern features like virtual threads, pattern matching, and Spring Boot 3.x. Expert in the latest Java ecosystem including GraalVM, Project Loom, and cloud-native patterns. Use PROACTIVELY for Java development, microservices architecture, or performance optimization.

diegosouzapw
diegosouzapw
development
open
framework-internals
17

java-21-to-java-25-upgrade

Comprehensive best practices for adopting new Java 25 features since the release of Java 21. Triggers on: ['*']

diegosouzapw
diegosouzapw
development
open
framework-internals
17

frontend-developer

Expert en développement front-end moderne - HTML, CSS, JavaScript, TypeScript, frameworks, testing, performance et tooling

diegosouzapw
diegosouzapw
development
open
framework-internals
17

darpan-gemini

Use when coding or reviewing the Moqui-based Darpan component to follow local conventions, documentation practices, and verification steps; keep work inside runtime/component/darpan/** and apply both AGENTS files.

diegosouzapw
diegosouzapw
development
open
framework-internals
17

coding-kotlin

Kotlin: coroutines, data classes, sealed classes, extension functions, Gradle, KMM multiplatform

diegosouzapw
diegosouzapw
development
open
framework-internals
17

ruby-pro

Write idiomatic Ruby code with metaprogramming, Rails patterns, and performance optimization. Specializes in Ruby on Rails, gem development, and testing frameworks. Use PROACTIVELY for Ruby refactoring, optimization, or complex Ruby features.

diegosouzapw
diegosouzapw
development
open
framework-internals
17

ml-engineer

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.

diegosouzapw
diegosouzapw
development
open
framework-internals
17

ml-engineer

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,

diegosouzapw
diegosouzapw
development
open
framework-internals
17

csharp-pro

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.

diegosouzapw
diegosouzapw
development
open
framework-internals
17

cpp-pro

Write idiomatic C++ code with modern features, RAII, smart pointers, and STL algorithms. Handles templates, move semantics, and performance optimization. Use PROACTIVELY for C++ refactoring, memory safety, or complex C++ patterns.

diegosouzapw
diegosouzapw
development
open
framework-internals
17

fix-repo

Improve a specific repo's corpus conformance by fixing its top diverging cops in parallel using worktree-isolated teammates.

diegosouzapw
diegosouzapw
development
open
framework-internals
17

dev-coding

Implement features as a Principal Engineering Developer

diegosouzapw
diegosouzapw
development
open
framework-internals
17

backend-development-tdd-orchestrator

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.

diegosouzapw
diegosouzapw
development
open
framework-internals
17

moai-lang-kotlin

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.

diegosouzapw
diegosouzapw
development
open
framework-internals
17

triton-npu-kernel-opt

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.

XPU-Forces
XPU-Forces
development
open
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