Use when targeting 《工程管理科技前沿》(Frontiers of Engineering Management Science and Technology — 合肥工业大学主办、教育部主管的管理类双月刊, 由《预测》于 2022 年更名, 1982 年创刊, 国自然管理科学 A 级, 双盲匿名审稿) or deciding…
Frontend UI-specific patterns. For generic patterns, see: typescript, react-19, nextjs-15, tailwind-4. Trigger: When working inside src/react-app.
Use when designing or reviewing a Financial Services Cloud (FSC) solution architecture covering data model selection, Compliant Data Sharing design, integration strategy, and…
Use when planning or executing metadata deployments for Financial Services Cloud (FSC) — including Person Account enablement sequencing, Account record-type ordering, Compliant…
Feature-Sliced Design architecture for frontend. Use when creating new features, slices, or understanding the FSD layer structure.
Строгая Feature-Sliced Design архитектура для frontend кода. Используй для: FSD, фронтенд архитектура, слои, pages/widgets/features/entities/shared, публичные API, импорты,…
Oh My Brand! theme architecture and project structure. Directory layout, data flow, asset pipeline, and theme.json configuration. Use for understanding project organization.
Design and maintain explicit F# and C# boundaries in mixed .NET solutions, including project references, public API shape, async/task interop, nullability, options, records, and…
Implement F# frontend using Elmish MVU architecture with Feliz for React components. Use when: "add UI", "create component", "build form", "frontend", "client-side", "user…
F# testing patterns with xUnit, FsUnit, Unquote, FsCheck property-based testing, integration tests, and test organization best practices.
Write comprehensive tests using Expecto for F# applications. Use when: "add tests", "write tests", "test X", "unit test", "testing", "verify", "Expecto", "test coverage", "TDD",…
Maps code, architecture, and infrastructure changes to specific control IDs in PCI-DSS v4.0 and MAS TRM (Singapore financial regulator), producing an audit-traceable findings…
Help someone discern whether and how to build a Christian app through heart alignment, values, and practical guardrails.
Evaluate Christian AI applications against the 5 unofficial rules using a 20-question testing framework with scoring rubrics.
Expert knowledge of Folketrygdloven (National Insurance Act) processing in melosys-api. Use when: (1) Understanding FTRL bestemmelser (§2-5 to §2-13), (2) Debugging…
Optimized LLM inference and agent config for OpenClaw. Multi-provider routing with automatic cheapest-provider selection, context pruning, smart compaction, cheap heartbeats,…
Complete end-to-end software development workflow — from requirements intake to deployment. Runs all phases sequentially: analyze → plan → execute → test → deploy → finalize.
Ship an app from code to production-ready infrastructure: containerize with Docker and multi-stage builds, set up GitHub Actions CI/CD with automated testing and deployment, add…
Complete development workflow integrating Git operations, GitHub PR management, and Docker deployment. Use for end-to-end development tasks.
End-to-end workflow for feature requests, enhancements, refactors, and tasks. Covers planning, TDD implementation, verification, integration testing, and PR creation.
Use when the user asks to run a full empirical / causal analysis in Python — by default in the style of an applied economics paper (AER / QJE / JPE / ReStud / AEJ) with DID / RD /…
Generic autonomous QA suite for any project — reads a test plan (markdown file or inline spec), runs all tests using Chrome CDP + iterate cycles, fixes bugs found, and produces a…
Configures the AI to act as a full-stack developer with expertise in React, TypeScript, PHP, Symfony, and Docker.
Single cohesive workflow for creating complete dashboard panel features in vanilla TypeScript — covers project-structure exploration, server dispatch pattern detection and wiring…
Help developers complete projects from 70-100% to production-ready status. Excels at gap analysis, task decomposition, database design, API specifications, and testing strategies.
Complete codebase audit combining code review, Prisma query optimization, and TypeScript analysis with intelligent routing.
ISG uygulamasini full-stack mimariye donusturmek, telefon ve PC arasinda es zamanli veri senkronizasyonu saglamak ve organizasyonel (coklu kullanici, departman, rol) yapiya…
Design, implement, review, debug, and operate risk-based testing for full-stack software in any language or framework.
Complete testing pipeline — full test suite, test everything, automated and manual tests.
Complete testing workflow from site discovery to test automation with Qase integration. Use when user wants end-to-end testing setup for a website.
Guidance for building fullstack apps with Vite (React + TypeScript) frontend and FastAPI backend. Use when demos need a web UI beyond what Streamlit provides.
Full-stack mimari review — frontend, BFF/API, DB, cache, queue, realtime, ingress, deployment topolojisi.
Full-stack implementation agent that writes complete, production-ready code following an approved architecture and schema.
Expert debugger for Next.js + Cloudflare Workers + Supabase stacks. Systematic troubleshooting for auth, caching, workers, RLS, CORS, and build issues.
Full-stack backend architecture and frontend-backend integration guide. TRIGGER when: building a full-stack app, creating REST API with frontend, scaffolding backend service,…
End-to-end feature expert specializing in frontend-backend integration, system architecture, and complete application development
Expert-level fullstack development guide covering multi-language (TypeScript, Python, Go, Rust), multi-framework (Next.js, FastAPI, Gin, Axum), API design, microservices, DevOps,…
Full-stack development expertise covering backend, frontend, database, DevOps, and testing domains
全栈开发规范百科全书 (React/TS/Node/Supabase). Modern patterns including Suspense, lazy loading, useSuspenseQuery, file organization with features directory, performance optimization, and…
Implement features end-to-end in Laravel 12 + Inertia.js + React 19 + TypeScript. Use when building new features, wiring controllers to pages, or implementing CRUD operations.
Python function design conventions for this codebase. Apply when writing or reviewing functions including signatures, parameters, return types, and async patterns.
Use when when you have Spectra objects in R and need to apply Python MS library functionality (spectral similarity scoring, filtering, normalization) without leaving the R…
Designs functional architecture and detailed specifications for PHP/CakePHP applications based on analyzed requirements
Use when a TypeScript project adopts the class-free, functional domain modeling style: type-alias contracts instead of interface, factory functions with closure state instead of…
Write functional tests that test public interfaces only (HTTP APIs via requests, libraries via exported functions, CLIs via command execution).
Apply SOLID, DRY, KISS, YAGNI, and SSOT principles when writing, reviewing, or refactoring code to ensure maintainability and quality.
Subordinate composite called by /launch - orchestrates the funnels family (offer + ladder + lead magnet + tripwire + sequence) and hands off to convert-* skills for asset…
Efficient fuse-browser usage: web fetch, crawl, SERP, browser session, screenshot, webapp testing, console errors.
FuseCore Modular Architecture - Laravel 12 modular monolith with auto-discovery, React integration, and SOLID principles.
Reference for the Fused Python SDK command line interface (`fused`). Use when the user asks how to run, push, share, or otherwise manage UDFs, canvases, files, or secrets via the…
Compare architecture patterns and select the most suitable; use for system design decisions.
Compare data model designs and pick the best fit; use when modeling new data or refactoring schemas.
Compare refactoring approaches and pick the safest path; use when multiple refactor strategies are possible.
Prüft Sicherheitskonzept, Störfallszenarien, Notfallplanung, Sachverständige, Feuerwehr und Katastrophenschutz im Energierecht.
Compare testing strategies and choose the best coverage plan; use when deciding how to test a feature or fix.
Receive and verify FusionAuth webhooks. Use when setting up FusionAuth webhook handlers, debugging JWT signature verification, or handling authentication events like user.create,…
Use when designing fuzz, property, randomized, or corpus-based tests and replaying failures. Triggers:
Fuzz a parser or protocol handler with a coverage-guided fuzzer, seed the corpus with real inputs, and triage crashes to unique root causes.
Fuzzing strategist persona specializing in dynamic testing guidance, fuzzing strategy development, and crash analysis
Generate Go fuzz tests (Go 1.18+ testing.F) for specified code when users ask for fuzzing/模糊测试/fuzz test generation, parser robustness, round-trip, or differential fuzzing.