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personamanagmentlayer

personamanagmentlayer

@personamanagmentlayer seed · attribution · source repo

0 followers · 191 skills

191 published skills · page 2 of 2

  1. Remix Expert · personamanagmentlayer bundle
    Expert knowledge in Remix framework, nested routing, loaders, actions, progressive enhancement, and building resilient full-stack web applications. Use when the user mentions React, nested routing, loaders, actions, progressive enhancement, or full stack, or when the task involves Remix Fundamentals, Routing System, Data Flow, or Forms and Mutations.
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  2. Tauri Expert · personamanagmentlayer bundle
    Expert in Tauri framework, Rust backend, web frontend integration, and lightweight desktop applications. Use when the user mentions desktop, Rust, web, cross platform, or performance, or when the task involves Tauri Architecture, Tauri vs Electron, Core Components, or Security Features.
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  3. Csharp Expert · personamanagmentlayer bundle
    Expert-level C# development with .NET 8+, ASP.NET Core, LINQ, async/await, and enterprise patterns. Use when the user mentions C#, .NET, ASP.NET, enterprise, or Microsoft platforms, or when the task involves Modern C#, Async/Await, LINQ, or ASP.NET Core.
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  4. Elixir Expert · personamanagmentlayer bundle
    Expert-level Elixir, Phoenix, OTP, and concurrent systems. Use when the user mentions Phoenix, OTP, Erlang, concurrent, or functional, or when the task involves Elixir Fundamentals or Phoenix Framework.
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  5. Kotlin Expert · personamanagmentlayer
    Expert-level Kotlin development, Android, coroutines, and multiplatform. Use when the user mentions Android, coroutines, multiplatform, or JVM, or when the task involves Kotlin Fundamentals, Android Development, Kotlin Multiplatform, or Kotlin Style.
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  6. Nodejs Expert · personamanagmentlayer bundle
    Expert-level Node.js backend development with Express, async patterns, streams, performance optimization, and production best practices. Use when the user mentions JavaScript, backend, Express, or async, or when the task involves Modern Node.js Features, Express Framework, File System Operations, or HTTP Requests.
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  7. Python Expert · personamanagmentlayer bundle
    Expert-level Python development with Python 3.12+ features, async/await, type hints, and modern best practices. Use when the user mentions Python 3, async, type hints, FastAPI, or Django, or when the task involves modern Python, async programming, type hints, or web frameworks.
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  8. Microservices Expert · personamanagmentlayer
    Expert-level microservices architecture, patterns, service mesh, and distributed systems. Use when the user mentions distributed systems, service mesh, or architecture, or when the task involves Microservices Principles, Architecture Patterns, Communication, or Data Management.
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  9. Kubernetes Expert · personamanagmentlayer bundle
    Expert-level Kubernetes cluster management, deployment strategies, networking, and production operations. Use when the user mentions containers, orchestration, devops, or cloud native, or when the task involves Kubernetes Architecture, Pods, Deployments, or Services.
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  10. Monitoring Expert · personamanagmentlayer bundle
    Expert-level monitoring and observability with Prometheus, Grafana, logging, and alerting. Use when the user mentions observability, Prometheus, Grafana, logging, metrics, or alerting, or when the task involves The Three Pillars of Observability, Monitoring Fundamentals, Prometheus Configuration, or Alert Rules.
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  11. Prometheus Expert · personamanagmentlayer bundle
    Expert-level Prometheus monitoring, metrics collection, PromQL queries, alerting, and production operations. Use when the user mentions monitoring, metrics, observability, alerting, or PromQL, or when the task involves Prometheus Architecture, Installation on Kubernetes, ServiceMonitor, or PromQL Queries.
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  12. Aerospace Expert · personamanagmentlayer bundle
    Expert-level aerospace systems, flight management, maintenance tracking, aviation safety, and aerospace software. Use when the user mentions aviation, flight, maintenance, safety, or air traffic control, or when the task involves Aerospace Systems, Aviation Technologies, Standards and Regulations, or Flight Operations.
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  13. Cleantech Expert · personamanagmentlayer bundle
    Expert in clean technology, renewable energy systems, carbon tracking, ESG reporting, sustainability analytics, and energy optimization. Use when the user mentions renewable energy, carbon tracking, esg, sustainability, energy optimization, or green tech, or when the task involves Renewable Energy Systems, Carbon Accounting, ESG Reporting Frameworks, or Carbon Tracking and Accounting System.
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  14. Education Expert · personamanagmentlayer
    Expert-level education technology, learning management systems, and ed-tech platforms. Use when the user mentions edtech, lms, e learning, or assessment, or when the task involves Educational Technology or Standards.
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  15. Insurance Expert · personamanagmentlayer bundle
    Expert-level insurance systems, underwriting, claims processing, actuarial analysis, risk assessment, and insurtech solutions. Use when the user mentions underwriting, claims, actuarial, risk, or insurtech, or when the task involves Insurance Systems, Insurance Types, Standards and Regulations, or Claims Processing.
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  16. Legaltech Expert · personamanagmentlayer bundle
    Expert in legal technology: contract lifecycle management, e-discovery, AI-assisted legal research, case and matter management, document automation, and compliance tooling. Use when the user mentions legal case or matter management, e-discovery and legal holds, CLM or contract review and obligation tracking, legal research automation, litigation workflows, or regulatory compliance tooling.
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  17. Logistics Expert · personamanagmentlayer
    Expert-level supply chain management, logistics optimization, warehouse systems, and fleet management. Use when the user mentions supply chain, warehouse, fleet, or optimization, or when the task involves Supply Chain Management or Technologies.
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  18. Marketing Expert · personamanagmentlayer bundle
    Build comprehensive marketing technology solutions including automation workflows, campaign management, analytics tracking, and multi-channel orchestration. Use when the user mentions marketing automation, campaign management, SEO, email or content marketing, attribution, or multi-channel orchestration.
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  19. Metaverse Expert · personamanagmentlayer bundle
    Create production-ready metaverse experiences including VR/AR applications, virtual worlds, social platforms, and blockchain-integrated digital assets. Use when the user mentions VR/AR/XR, virtual worlds, spatial computing, 3D avatars and scenes, Unity or Unreal for immersive apps, or NFT-backed digital assets.
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  20. Django Expert · personamanagmentlayer
    Expert-level Django development for robust Python web applications with ORM, admin, and authentication. Use when the user mentions Python, web, ORM, MVC, or Django REST Framework, or when the task involves Django Architecture.
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  21. Nextjs Expert · personamanagmentlayer bundle
    Expert knowledge in Next.js framework, Server-Side Rendering, Static Site Generation, App Router, Server Components, and full-stack React applications. Use when the user mentions React, SSR, SSG, the App Router, React Server Components, or full stack, or when the task involves Next.js Fundamentals, App Router, Rendering Strategies, or Data Fetching.
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  22. Svelte Expert · personamanagmentlayer bundle
    Expert knowledge in Svelte framework, SvelteKit, reactivity system, compiled approach, and building performant web applications. Use when the user mentions SvelteKit, reactivity, compiler, frontend, performance, or JavaScript, or when the task involves Svelte Fundamentals, Reactivity System, Installation and Setup, or Svelte Component Basics.
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  23. Clojure Expert · personamanagmentlayer bundle
    Expert knowledge in Clojure/ClojureScript, immutability, REPL-driven development, core.async, and functional programming on the JVM. Use when the user mentions ClojureScript, functional programming, immutability, REPL, core async, or JVM, or when the task involves Lisp Features, Concurrency, REPL-Driven Development, or Installation and Setup.
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  24. Haskell Expert · personamanagmentlayer bundle
    Expert knowledge in Haskell functional programming, advanced type system, monads, lazy evaluation, and purely functional design. Use when the user mentions functional programming, monads, type system, lazy evaluation, pure functions, or category theory, or when the task involves Monads and Effects, Installation and Setup, Functional Programming Basics, or Algebraic Data Types and Type Classes.
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  25. Security Expert · personamanagmentlayer bundle
    Expert-level application security, OWASP Top 10, penetration testing, and security best practices. Use when the user mentions OWASP, pentesting, appsec, vulnerability, encryption, or authentication, or when the task involves Security Principles, OWASP Top 10, Security Domains, or Broken Access Control.
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  26. Code Review Expert · personamanagmentlayer bundle
    Expert-level code review focusing on quality, security, performance, and maintainability. Use this skill for conducting thorough code reviews, identifying issues, and providing constructive feedback.
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  27. LLM Engineering Expert · personamanagmentlayer bundle
    Build reliable applications on large language models: prompt design, structured output, evaluation, guardrails, and cost and latency control. Use when the user mentions LLMs, prompts, prompt engineering, few-shot examples, structured or JSON output, function calling, hallucination, model evaluation, token costs, streaming, or when the task involves choosing a model, writing a system prompt, or making model output dependable enough for production.
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  28. Elasticsearch Expert · personamanagmentlayer
    Expert-level Elasticsearch, search, ELK stack, and full-text search. Use when the user mentions search, ELK, Logstash, Kibana, or full text search.
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  29. Performance Expert · personamanagmentlayer
    Expert-level performance optimization, profiling, benchmarking, and tuning. Use when the user mentions optimization, profiling, benchmarking, or scalability, or when the task involves Performance Fundamentals, Optimization Areas, Profiling Tools, or General.
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  30. Automotive Expert · personamanagmentlayer bundle
    Expert-level automotive systems, connected vehicles, fleet management, telematics, ADAS, and automotive software. Use when the user mentions connected car, fleet, telematics, ADAS, or vehicle, or when the task involves Automotive Systems, Technologies, Standards and Protocols, or Fleet Management.
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  31. Blockchain Expert · personamanagmentlayer
    Expert-level blockchain, Web3, smart contracts, DeFi, and cryptocurrency development. Use when the user mentions Web3, smart contracts, DeFi, Ethereum, or Solidity, or when the task involves Blockchain Fundamentals, Web3 & DeFi, Smart Contract Security, or Gas Optimization.
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  32. E Learning Expert · personamanagmentlayer bundle
    Build comprehensive e-learning solutions including course management, student engagement, assessment systems, and learning analytics. Use when the user mentions an LMS, online courses, SCORM or xAPI, student engagement, assessments and grading, or learning analytics.
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  33. Healthcare Expert · personamanagmentlayer bundle
    Expert-level healthcare systems, medical informatics, HIPAA compliance, and health data standards. Use when the user mentions medical, HIPAA, HL7, FHIR, or EHR, or when the task involves Healthcare IT, Standards and Protocols, Regulatory Compliance, or Security and Compliance.
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  34. Healthtech Expert · personamanagmentlayer bundle
    Expert in health technology, telemedicine, wearables, health data analytics, patient monitoring, and digital therapeutics. Use when the user mentions telemedicine, wearables, health analytics, patient monitoring, digital health, or mhealth, or when the task involves Telemedicine and Virtual Care, Wearable Health Devices, Remote Patient Monitoring, or Digital Therapeutics.
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  35. Salesforce Expert · personamanagmentlayer bundle
    Expert in Salesforce platform development, Apex programming, Lightning Web Components, SOQL/SOSL queries, Salesforce APIs, and AppExchange solutions. Use when the user mentions CRM, cloud, business apps, Apex, Lightning Web Components, or Lightning, or when the task involves Salesforce Platform, Development Components, Integration & APIs, or Apex Trigger with Handler Pattern.
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  36. Serverless Expert · personamanagmentlayer bundle
    Design and implement production-grade serverless applications with optimal performance, cost efficiency, and scalability. Use when the user mentions serverless or FaaS, AWS Lambda, Azure Functions, Cloud Functions, cold starts, event-driven architecture, or API Gateway-fronted workloads.
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  37. Servicenow Expert · personamanagmentlayer
    Expert in ServiceNow platform development, scripting, workflows, Service Portal, CMDB, ITSM modules, and integrations. Use when the user mentions ITSM, ITOM, workflow, automation, CMDB, or service portal, or when the task involves ServiceNow Platform, Development Components, Scripting APIs, or GlideRecord Query and Update.
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  38. Sharepoint Expert · personamanagmentlayer bundle
    Expert in SharePoint Server and SharePoint Online, site collections, lists and libraries, workflows, SharePoint Framework (SPFx), and PnP patterns. Use when the user mentions Microsoft platforms, collaboration, intranet, CMS, SPFx, or SharePoint framework, or when the task involves SharePoint Architecture, Development Approaches, Content Management, or SPFx Web Part with React.
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  39. Android Expert · personamanagmentlayer bundle
    Expert in Android development with Jetpack Compose, Material Design, ViewModel, and modern Android architecture. Use when the user mentions mobile, Kotlin, Jetpack Compose, Material Design, or Google, or when the task involves Android Architecture, Android Components, Jetpack Libraries, or Activity/Fragment Lifecycle.
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  40. Angular Expert · personamanagmentlayer bundle
    Expert knowledge in Angular framework, RxJS reactive programming, TypeScript, dependency injection, and enterprise application development. Use when the user mentions RxJS, TypeScript, dependency injection, reactive, frontend, or enterprise, or when the task involves Angular Fundamentals, RxJS Integration, Advanced Features, or Installation and Setup.
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  41. Flutter Expert · personamanagmentlayer bundle
    Expert in Flutter SDK, Dart, widgets, state management, and cross-platform mobile development. Use when the user mentions mobile, Dart, cross platform, UI, or state management, or when the task involves Flutter Architecture, Widget Fundamentals, State Management Approaches, or Lifecycle Methods.
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  42. Quantum Expert · personamanagmentlayer
    Expert-level quantum computing, Qiskit, quantum algorithms, and quantum information. Use when the user mentions quantum computing, Qiskit, quantum algorithms, or quantum information, or when the task involves Quantum Mechanics Basics, Quantum Hardware, Circuit Design, or Algorithm Implementation.
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  43. Dynamics365 Expert · personamanagmentlayer bundle
    Expert in Dynamics 365 platform, model-driven apps, canvas apps, Power Automate flows, Dataverse, plugins, and custom workflows. Use when the user mentions Microsoft platforms, ERP, CRM, business apps, the Power Platform, or Dataverse, or when the task involves Dynamics 365 Applications, Dataverse Platform, Customization & Development, or Plugin Development.
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  44. Hospitality Expert · personamanagmentlayer bundle
    Expert-level hotel management, reservation systems, guest services, revenue management, and hospitality technology. Use when the user mentions hotel, reservation, PMS, or revenue management, or when the task involves Hotel Management Systems, Technologies, Standards and Protocols, or Reservations Management.
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  45. Real Estate Expert · personamanagmentlayer bundle
    Expert-level real estate systems, property management, MLS integration, CRM, virtual tours, and market analysis. Use when the user mentions property, MLS, CRM, proptech, or listings, or when the task involves Real Estate Systems, PropTech Solutions, Standards and Regulations, or Listing Management.
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  46. Webassembly Expert · personamanagmentlayer bundle
    Create production-ready WebAssembly modules for web and server environments with optimal performance and seamless JavaScript integration. Use when the user mentions WebAssembly or Wasm, WASI, compiling Rust/C/C++ to the browser, Emscripten, wasmtime, or JavaScript-to-Wasm interop for performance-critical code.
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  47. Electron Expert · personamanagmentlayer bundle
    Expert in Electron framework, desktop app development, IPC, and cross-platform packaging. Use when the user mentions desktop, Node.js, cross platform, Windows, macOS, or Linux, or when the task involves Electron Architecture, Process Types, IPC Communication, or App Lifecycle.
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  48. Finops Expert · personamanagmentlayer
    Expert-level cloud financial operations, cost optimization, and cloud economics. Use when the user mentions cloud cost, optimization, cloud economics, or AWS cost, or when the task involves FinOps Fundamentals, Cost Management, FinOps Practices, or Cost Visibility.
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  49. Lawyer Expert · personamanagmentlayer
    Expert-level legal systems, contracts, compliance, and legal technology. Use when the user mentions legal, contracts, compliance, law, or legal tech, or when the task involves Legal Systems, Legal Technology, Compliance Frameworks, or Contract Management.
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  50. Research Expert · personamanagmentlayer
    Expert-level research methodology, academic writing, statistical analysis, and scientific investigation. Use when the user mentions methodology, statistics, academic writing, or experimental design, or when the task involves Research Design, Statistical Analysis, or Data Analysis.
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  51. Zero Trust Expert · personamanagmentlayer bundle
    Expert in zero-trust security architecture, identity verification, micro-segmentation, continuous authentication, and least-privilege access. Use when the user mentions identity, authentication, micro segmentation, least privilege, or security architecture, or when the task involves Zero Trust Principles, Identity and Access Management, Network Segmentation, or Continuous Verification.
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  52. Skill Creator Expert · personamanagmentlayer bundle
    Expert system for designing, creating, and validating PCL skills with comprehensive domain knowledge extraction. Use when the user mentions skill creation, meta programming, domain modeling, knowledge engineering, or PCL development, or when the task involves Skill Design Principles, Skill Architecture Patterns, Quality & Validation, or Domain Analysis Template.
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  53. Agent Engineering Expert · personamanagmentlayer bundle
    Build LLM agents that use tools safely: tool design, the agent loop, memory, MCP servers, multi-agent orchestration, sandboxing and prompt-injection defence. Use when the user mentions AI agents, tool use or function calling, MCP or Model Context Protocol, autonomous workflows, multi-agent systems, LangChain or Ollama, agent memory, or when the task involves giving a model the ability to act rather than only to answer.
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  54. Accessibility Expert · personamanagmentlayer bundle
    Build interfaces usable by everyone: WCAG 2.2 conformance, semantic HTML, ARIA, keyboard navigation, screen readers and accessible forms. Use when the user mentions accessibility, a11y, WCAG, ARIA, screen readers, keyboard navigation, colour contrast, focus management, the European Accessibility Act or Section 508, or when the task involves making a component, form, modal or data table usable without a mouse or with assistive technology.
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  55. Construction Expert · personamanagmentlayer bundle
    Expert-level construction management, project planning, BIM, safety compliance, and construction technology. Use when the user mentions BIM, project management, safety, or building, or when the task involves Construction Management, Technologies, Standards and Regulations, or Cost Control.
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  56. Microsoft365 Expert · personamanagmentlayer bundle
    Expert in Microsoft 365 ecosystem, Power Platform, SharePoint Online, Microsoft Teams, Graph API, and Microsoft 365 administration. Use when the user mentions Microsoft platforms, Office 365, productivity, cloud, the Power Platform, or SharePoint, or when the task involves Microsoft 365 Services, Power Platform, Graph API, or Power Automate Flow.
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  57. Social Media Expert · personamanagmentlayer bundle
    Build comprehensive social media solutions including content management, engagement tracking, influencer campaigns, and social analytics. Use when the user mentions social media content scheduling, engagement metrics, influencer campaigns, social listening, or community management.
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  58. Stockbreeder Expert · personamanagmentlayer
    Expert-level livestock management, animal health monitoring, breeding programs, and ranch management. Use when the user mentions livestock, animal husbandry, breeding, ranch management, or veterinary, or when the task involves Livestock Management, Animal Health, or Technologies.
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  59. Supply Chain Expert · personamanagmentlayer bundle
    Build comprehensive supply chain solutions including demand planning, inventory management, supplier coordination, and logistics optimization. Use when the user mentions supply chain, demand planning or forecasting, inventory and safety stock, procurement, supplier management, warehousing, or logistics optimization.
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  60. Javascript Expert · personamanagmentlayer bundle
    Expert-level JavaScript development with modern ES2024+ features, Node.js, npm ecosystem, and best practices. Use when the user mentions ECMAScript, ES2024, Node.js, npm, or web, or when the task involves Modern JavaScript, Node.js Development, Modern Tooling, or Functional Programming.
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  61. Typescript Expert · personamanagmentlayer bundle
    Expert-level TypeScript development with modern tooling, advanced types, and best practices. Use this skill for TypeScript projects requiring type-safe code, modern bundling, and comprehensive testing.
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  62. Banking Expert · personamanagmentlayer
    Expert-level banking systems, core banking, regulations, and banking technology. Use when the user mentions finance, core banking, regulations, or payments, or when the task involves Banking Systems or Key Technologies.
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  63. Chaos Engineering Expert · personamanagmentlayer bundle
    Expert in chaos engineering principles, failure injection, resilience testing, Chaos Monkey, Gremlin, and building fault-tolerant systems. Use when the user mentions reliability, testing, SRE, resilience, failure injection, or resilience testing, or when the task involves Chaos Engineering Principles, Failure Types, Tools & Platforms, or Chaos Toolkit Experiment.
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  64. Cybersecurity Expert · personamanagmentlayer bundle
    Build comprehensive cybersecurity solutions including threat detection, incident response, vulnerability management, and security compliance monitoring. Use when the user mentions threat detection, SIEM, incident response, vulnerability management, security monitoring, or security compliance programs.
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  65. Manufacturing Expert · personamanagmentlayer bundle
    Expert-level manufacturing systems, Industry 4.0, production optimization, quality control, and smart factory solutions. Use when the user mentions Industry 4.0, production, quality, MES, or PLCs, or when the task involves Manufacturing Systems, Standards and Protocols, Production Management, or Quality Management.
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  66. Biological Expert · personamanagmentlayer
    Expert-level biology, biotechnology, genetics, bioinformatics, and computational biology. Use when the user mentions biology, biotechnology, genetics, bioinformatics, or genomics, or when the task involves Molecular Biology, Genomics & Bioinformatics, Systems Biology, or Data Analysis.
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  67. Cryptography Expert · personamanagmentlayer bundle
    Expert in cryptographic algorithms, PKI, TLS/SSL, encryption standards, key management, and secure communication protocols. Use when the user mentions encryption, PKI, TLS, SSL, key management, or security, or when the task involves Cryptographic Fundamentals, Public Key Infrastructure, TLS/SSL Protocol, or Modern Cryptography.
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  68. Video Streaming Expert · personamanagmentlayer bundle
    Expert in video streaming technologies, HLS, DASH, adaptive bitrate streaming, CDN delivery, DRM protection, and video encoding/transcoding. Use when the user mentions video, streaming, media, WebRTC, multimedia, or HLS, or when the task involves Streaming Protocols, Adaptive Bitrate Streaming, FFmpeg Video Transcoding, or Node.js Streaming Server.
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  69. Debugging Workflow · personamanagmentlayer bundle
    Find the cause of a defect by hypothesis and bisection rather than by guessing, then fix it behind a regression test. Use when the user reports a bug, a crash, a test that fails intermittently, a performance regression or a production incident, asks why code behaves unexpectedly, or when the task involves reproducing a failure, isolating a root cause, git bisect, flaky tests, or reading a stack trace.
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  70. Stream Processing Expert · personamanagmentlayer bundle
    Build continuous data pipelines over event streams: windowing, watermarks, exactly-once semantics, stateful processing and change data capture. Use when the user mentions stream processing, Flink, Spark Structured Streaming, CDC or Debezium, event time versus processing time, watermarks, tumbling or sliding windows, late-arriving data, or when the task involves replicating a database into a stream or computing continuous aggregates.
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  71. Edge Computing Expert · personamanagmentlayer bundle
    Design and implement production-grade edge computing solutions including CDN optimization, fog computing architectures, and distributed edge workloads. Use when the user mentions edge computing, CDN or edge caching, fog computing, MEC, IoT edge workloads, or latency-sensitive distributed deployments.
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  72. Pharmaceutical Expert · personamanagmentlayer bundle
    Expert in pharmaceutical development, clinical trials, FDA compliance, GxP standards, pharmacovigilance, and regulatory submissions. Use when the user mentions clinical trials, FDA, GxP, pharmacovigilance, regulatory, or drug development, or when the task involves Drug Development Lifecycle, GxP Standards, Clinical Trial Management, or Clinical Trial Data Management System.
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  73. Spring Boot Expert · personamanagmentlayer bundle
    Expert-level Spring Boot, Spring Framework, REST APIs, and microservices development. Use when the user mentions Java, Spring framework, REST APIs, or microservices, or when the task involves Spring Boot Fundamentals.
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  74. Standards Expert · personamanagmentlayer
    Expert-level ISO standards, quality management, compliance, and certification. Use when the user mentions ISO standards, quality management, compliance, or certification, or when the task involves Compliance & Certification, Auditing, or Continuous Improvement.
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  75. React Native Expert · personamanagmentlayer bundle
    Expert in React Native, cross-platform mobile development, native modules, and performance optimization. Use when the user mentions mobile, JavaScript, TypeScript, cross platform, iOS, or Android, or when the task involves React Native Architecture, Component Types, Hooks Essentials, or Navigation.
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  76. Accountant Expert · personamanagmentlayer
    Expert-level accounting, tax, financial reporting, and accounting systems. Use when the user mentions accounting, tax, financial reporting, GAAP, or IFRS, or when the task involves Accounting Principles, Financial Statements, Tax & Compliance, or Accounting Systems.
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  77. Code Review Workflow · personamanagmentlayer bundle
    Review a change in a fixed order — context, correctness, security, then style — and write feedback that is actionable and ranked by severity. Use when the user asks for a code review, wants a pull request or diff reviewed before merge, asks whether a change is safe to ship, or when the task involves reviewing a patch, giving review feedback, triaging review comments, or setting review standards for a team.
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  78. Refactoring Workflow · personamanagmentlayer bundle
    Improve the structure of existing code without changing its behaviour, in small verified steps under a green test suite. Use when the user asks to refactor, clean up, restructure or simplify code, wants to reduce duplication or coupling, is preparing a codebase for a feature it cannot currently accommodate, or when the task involves extracting functions, splitting modules, breaking dependencies, or paying down technical debt.
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  79. Customer Support Expert · personamanagmentlayer bundle
    Build comprehensive customer support systems including ticketing, knowledge management, SLA tracking, and customer satisfaction analytics. Use when the user mentions helpdesk or service desk, ticketing, SLA targets, knowledge bases, escalation workflows, CSAT/NPS, or customer success operations.
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  80. Identity Access Expert · personamanagmentlayer bundle
    Design authentication and authorisation: OAuth 2.1 and OpenID Connect, session and token handling, RBAC and ABAC, and multi-tenant access control. Use when the user mentions OAuth, OIDC, SAML, SSO, JWT, refresh tokens, PKCE, login flows, sessions, roles and permissions, RBAC or ABAC, or when the task involves securing an API, implementing sign-in, or fixing a broken access control finding.
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  81. Browser Automation Expert · personamanagmentlayer bundle
    Drive a real browser to navigate, extract data and complete flows on sites without an API: scraping, crawling, authentication, dynamic content and anti-bot handling. Use when the user mentions web scraping, crawling, browser automation, Puppeteer or headless Chrome, wants data pulled from a website, needs a login or checkout flow driven programmatically, or when the task involves rendering JavaScript pages, screenshots, or extracting structured data from HTML.
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  82. Analytical Databases Expert · personamanagmentlayer bundle
    Design and query columnar analytical stores: DuckDB, ClickHouse and cloud warehouses, including file formats, partitioning, sort keys and cost control. Use when the user mentions DuckDB, ClickHouse, Parquet, columnar storage, OLAP, a data warehouse or lakehouse, analytical queries over large tables, or when the task involves aggregating billions of rows, choosing between a warehouse and an embedded engine, or making a reporting query fast enough.
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  83. Document Processing Expert · personamanagmentlayer bundle
    Read, generate and modify office documents and PDFs from code: PDF extraction and forms, Word documents, Excel workbooks and PowerPoint decks. Use when the user mentions PDF, DOCX, XLSX, PPTX, Word, Excel, PowerPoint or spreadsheets, wants data extracted from documents, needs a report or invoice generated as a file, must fill a form, or when the task involves parsing scanned documents, merging or splitting files, or producing a document a person will open.
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  84. Quality Management Expert · personamanagmentlayer bundle
    Build comprehensive quality management solutions including QMS implementation, audit tracking, nonconformance management, and continuous improvement programs. Use when the user mentions a QMS, ISO 9001, audits and CAPA, nonconformance tracking, Six Sigma, or continuous improvement programs.
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  85. Quantum Algorithms Expert · personamanagmentlayer bundle
    Develop production-ready quantum algorithms for optimization, simulation, and machine learning on near-term quantum devices. Use when the user mentions quantum computing, Qiskit or Cirq, quantum circuits, QAOA, VQE, Grover or Shor, or quantum machine learning on NISQ devices.
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  86. Telecommunications Expert · personamanagmentlayer bundle
    Expert-level telecommunications systems, network management, billing, 5G, SDN, and telecom infrastructure. Use when the user mentions telecom, networking, 5G, billing, OSS, or BSS, or when the task involves Telecommunications Systems, Network Technologies, Standards and Protocols, or Network Management.
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  87. Incident Response Expert · personamanagmentlayer
    Expert in security incident response, NIST framework, digital forensics, containment strategies, and recovery procedures. Use when the user mentions forensics, NIST, containment, recovery, or cybersecurity, or when the task involves NIST Incident Response Lifecycle, Incident Classification, Incident Response Workflow, or Forensic Collection.
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  88. Secrets Management Expert · personamanagmentlayer bundle
    Store, distribute, rotate and revoke credentials without ever placing them in source: vaults, cloud secret managers, KMS envelope encryption and dynamic credentials. Use when the user mentions secrets, API keys, credentials, HashiCorp Vault, KMS, key rotation, a leaked or committed secret, .env files, sealed secrets, or when the task involves getting a password out of code, encrypting data at rest, or responding to an exposure.
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  89. Penetration Testing Expert · personamanagmentlayer bundle
    Expert in ethical hacking, penetration testing, OWASP Top 10, vulnerability assessment, exploitation techniques, and security reporting. Use when the user mentions pentesting, ethical hacking, OWASP, vulnerability assessment, exploitation, or security testing, or when the task involves Penetration Testing Fundamentals, OWASP Top 10, Testing Methodologies, or Tools and Frameworks.
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  90. Business Intelligence Expert · personamanagmentlayer bundle
    Build comprehensive business intelligence solutions including data warehouses, ETL pipelines, interactive dashboards, and analytical reporting systems. Use when the user mentions BI, data warehousing, star or snowflake schemas, OLAP cubes, ETL/ELT pipelines, dashboards, KPIs, or analytical reporting.
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  91. Supply Chain Security Expert · personamanagmentlayer bundle
    Secure the path from dependency to deployed artefact: SBOMs, dependency scanning, build provenance, artefact signing and CI/CD integrity. Use when the user mentions supply chain security, SBOM, CycloneDX or SPDX, SCA or dependency scanning, Sigstore or cosign, SLSA, provenance and attestation, a compromised or typosquatted package, or when the task involves hardening a build pipeline or answering a vendor security questionnaire about dependencies.
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