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personamanagmentlayer

@personamanagmentlayer seed · attribution · source repo

0 followers · 191 skills

1. ▌
   Ml Expert · personamanagmentlayer

   Expert-level machine learning, deep learning, model training, and MLOps. Use when the user mentions machine learning, deep learning, neural networks, MLOps, or data science, or when the task involves Machine Learning Fundamentals, Data Preparation, or Model Training.
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   QA Expert · personamanagmentlayer

   Expert-level quality assurance, testing strategies, automation, and QA processes. Use when the user mentions testing, test automation, quality assurance, or Selenium, or when the task involves Testing Types, QA Processes, Test Strategy, or Defect Management.
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   RAG Expert · personamanagmentlayer bundle

   Design retrieval-augmented generation systems: chunking, embeddings, vector and hybrid search, reranking, grounding and evaluation. Use when the user mentions RAG, retrieval, semantic search, embeddings, vector databases, pgvector, Chroma, Qdrant, Pinecone, chunking or reranking, wants an assistant answering over their own documents, or when the task involves grounding answers in sources, citation, or fixing a retrieval system that returns irrelevant results.
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   Jest Expert · personamanagmentlayer bundle

   Expert in Jest unit testing framework, mocks, snapshots, coverage reports, watch mode, and custom matchers. Use when the user mentions testing, unit testing, JavaScript, QA, mocking, or snapshots, or when the task involves Jest Framework, Test Structure, Advanced Features, or Basic Unit Tests.
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   Grpc Expert · personamanagmentlayer

   Expert-level gRPC, Protocol Buffers, microservices communication, and streaming. Use when the user mentions Protocol Buffers, microservices, RPC, or streaming, or when the task involves gRPC Fundamentals, Communication Patterns, or Production Features.
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6. ▌
   Dbt Expert · personamanagmentlayer bundle

   Expert-level dbt (data build tool), models, tests, documentation, incremental models, macros, and Jinja templating. Use when the user mentions analytics engineering, SQL, data transformation, Jinja, or testing, or when the task involves Project Structure and Configuration, Sources and Staging Models, Intermediate and Mart Models, or Incremental Models.
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7. ▌
   SQL Expert · personamanagmentlayer bundle

   Expert-level SQL database design, querying, optimization, and administration across PostgreSQL, MySQL, and SQL Server. Use when the user mentions database, PostgreSQL, MySQL, or query optimization, or when the task involves Database Design, Advanced Queries, Indexes and Performance, or Transactions and Concurrency.
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8. ▌
   AWS Expert · personamanagmentlayer bundle

   Expert-level AWS cloud architecture, services, security, cost optimization, and best practices. Use when the user mentions cloud, infrastructure, devops, or serverless, or when the task involves Compute Services, Storage Services, Database Services, or Networking.
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9. ▌
   GCP Expert · personamanagmentlayer

   Expert-level Google Cloud Platform, services, and cloud architecture. Use when the user mentions Google Cloud, Cloud Functions, BigQuery, or Firestore.
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10. ▌
    Git Expert · personamanagmentlayer bundle

    Expert-level Git version control with advanced workflows, branching strategies, and best practices for team collaboration. Use when the user mentions version control, collaboration, or workflow, or when the task involves Essential Git Commands, Advanced Git Techniques, Branching Strategies, or Conflict Resolution.
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11. ▌
    Kafka Expert · personamanagmentlayer

    Expert-level Apache Kafka, event streaming, Kafka Streams, and distributed messaging. Use when the user mentions streaming, messaging, event driven, or Kafka Streams.
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12. ▌
    Mysql Expert · personamanagmentlayer bundle

    MySQL and MariaDB administration and development: InnoDB internals, indexing, query tuning, replication, and online schema change. Use when the user mentions MySQL, MariaDB, InnoDB, `my.cnf`, slow queries, `EXPLAIN`, binlog or replication lag, gtid, Percona or pt-online-schema-change, or when the task involves designing a MySQL schema, diagnosing lock contention, or migrating a large table without downtime.
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13. ▌
    Redis Expert · personamanagmentlayer bundle

    Expert-level Redis for caching, pub/sub, data structures, and high-performance applications. Use when the user mentions cache, pub/sub, in-memory stores, key-value stores, or NoSQL, or when the task involves Data Structures, Basic Operations, Advanced Patterns, or Redis Streams.
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14. ▌
    Sre Expert · personamanagmentlayer

    Expert-level site reliability engineering, SLOs, incident management, and operational excellence. Use when the user mentions reliability, monitoring, incident management, SLOs, or observability, or when the task involves SRE Fundamentals, Reliability Practices, SRE Principles, or On-Call.
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15. ▌
    5g Expert · personamanagmentlayer bundle

    Design and deploy production-ready 5G network solutions including network slicing, edge computing, and ultra-low latency applications. Use when the user mentions 5G, network slicing, NFV/SDN, MEC or multi-access edge computing, URLLC/eMBB/mMTC, RAN or core network design, or needs ultra-low-latency mobile network architecture.
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16. ▌
    Cypress Expert · personamanagmentlayer bundle

    Expert in Cypress testing framework, custom commands, fixtures, plugins, visual testing, and component testing. Use when the user mentions testing, end-to-end tests, QA, automation, end-to-end testing, or Cypress commands, or when the task involves Cypress Framework, Test Structure, Advanced Features, or Custom Commands.
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17. ▌
    Fastapi Expert · personamanagmentlayer

    Expert-level FastAPI development for high-performance Python APIs with async support. Use when the user mentions Python, API, async, REST, OpenAPI, or Pydantic, or when the task involves FastAPI Features.
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18. ▌
    GRAPHQL Expert · personamanagmentlayer bundle

    Expert-level GraphQL API development with schema design, resolvers, and subscriptions. Use when the user mentions API, apollo, schema, resolvers, subscriptions, or relay, or when the task involves Schema Design, Queries and Mutations, Apollo Server 4, or DataLoader for N+1 Prevention.
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19. ▌
    Openapi Expert · personamanagmentlayer bundle

    Expert-level OpenAPI/Swagger specification for API design, documentation, and code generation. Use when the user mentions swagger, API specs, REST, API design, or documentation, or when the task involves OpenAPI Specification, Webhooks, or Polymorphism.
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20. ▌
    Azure Expert · personamanagmentlayer

    Expert-level Microsoft Azure cloud platform, services, and architecture. Use when the user mentions cloud, Microsoft platforms, Azure Functions, or Cosmos DB.
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21. ▌
    Looker Expert · personamanagmentlayer bundle

    Expert-level Looker BI, LookML, explores, dimensions, measures, dashboards, and data modeling. Use when the user mentions LookML, BI, analytics, dashboards, or data modeling, or when the task involves LookML Basics, Advanced Dimensions and Measures, Persistent Derived Tables, or Explores and Joins.
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22. ▌
    Cicd Expert · personamanagmentlayer bundle

    Expert-level CI/CD with GitHub Actions, Jenkins, deployment pipelines, and automation. Use when the user mentions CI/CD, GitHub Actions, Jenkins, GitLab CI, deployment, or automation, or when the task involves CI/CD Fundamentals, Pipeline Design, Workflow Basics, or Docker Build and Push.
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23. ▌
    Helm Expert · personamanagmentlayer bundle

    Expert-level Helm 3 package management, chart development, templating, and production operations. Use when the user mentions Kubernetes, package manager, charts, templates, or deployment, or when the task involves Helm Architecture, Chart Structure, Values.yaml, or Helm Hooks.
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24. ▌
    Iot Expert · personamanagmentlayer

    Expert-level IoT systems, embedded devices, edge computing, and IoT protocols. Use when the user mentions embedded, edge computing, MQTT, sensors, or firmware, or when the task involves IoT Architecture, IoT Protocols, Embedded Systems, or Device Design.
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25. ▌
    Sap Expert · personamanagmentlayer

    Expert in SAP ERP systems, ABAP programming, SAP HANA, S/4HANA, Fiori applications, and SAP integration patterns including OData, RFC, and IDoc. Use when the user mentions ERP, enterprise, business apps, ABAP, HANA, or S/4HANA, or when the task involves SAP Ecosystem, ABAP Development, Integration Technologies, or ABAP Report with ALV Grid.
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26. ▌
    R Expert · personamanagmentlayer

    Expert-level R statistical computing, data analysis, and visualization. Use when the user mentions statistics, data analysis, ggplot2, or the tidyverse, or when the task involves R Fundamentals, Statistical Analysis, Data Visualization, or Code Style.
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27. ▌
    Selenium Expert · personamanagmentlayer bundle

    Expert in Selenium WebDriver, Selenium Grid, page object model, waits, cross-browser testing, and test automation frameworks. Use when the user mentions testing, end-to-end tests, QA, automation, WebDriver, or Selenium grid, or when the task involves Selenium Components, Browser Support, Advanced Features, or Basic WebDriver Setup.
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28. ▌
    Skill Router · personamanagmentlayer

    Find the right skill in the PCL standard library and compose several when a task spans domains. Use when the user asks which skill applies, cannot find a capability, wants to know what the library covers, is starting a task that spans several domains, or when the task involves choosing between overlapping skills, discovering skills by keyword, or deciding whether a new skill is needed.
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29. ▌
    Slack Expert · personamanagmentlayer bundle

    Expert in Slack bot development, Block Kit UI, Events API, slash commands, OAuth flows, and app distribution. Use when the user mentions communication, collaboration, bots, API, Slack bot, or Block Kit, or when the task involves Slack Platform, Development Tools, Slack Bot with Bolt, or Python Slack Bot.
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30. ▌
    Teams Expert · personamanagmentlayer bundle

    Expert in Microsoft Teams bot development, tabs, messaging extensions, adaptive cards, Graph API integration, and Teams app deployment. Use when the user mentions Microsoft platforms Microsoft Teams, Microsoft Teams, communication, collaboration, Microsoft platforms, or Microsoft Teams bot, or when the task involves Teams Platform, Bot Framework, Teams Bot, or Tab Application.
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31. ▌
    Airflow Expert · personamanagmentlayer bundle

    Expert-level Apache Airflow orchestration, DAGs, operators, sensors, XComs, task dependencies, and scheduling. Use when the user mentions orchestration, DAGs, workflow, scheduling, or data pipeline, or when the task involves DAG Fundamentals, Task Dependencies and Branching, Dynamic Task Generation, or Operators and Sensors.
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32. ▌
    Mongodb Expert · personamanagmentlayer bundle

    Expert-level MongoDB database design, aggregation pipelines, indexing, replication, and production operations. Use when the user mentions NoSQL, database, aggregation, or performance, or when the task involves CRUD Operations, Query Operators, Aggregation Pipeline, or Indexing.
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33. ▌
    Powerbi Expert · personamanagmentlayer bundle

    Expert-level Power BI, DAX, M language, data modeling, Power Query, report design, and paginated reports. Use when the user mentions DAX, Power Query, BI, Microsoft platforms, analytics, or data modeling, or when the task involves DAX Fundamentals, Advanced DAX, Row-Level Security, or Report Design.
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34. ▌
    Tableau Expert · personamanagmentlayer bundle

    Expert-level Tableau Desktop/Server, calculated fields, LOD expressions, dashboards, data blending, and performance optimization. Use when the user mentions BI, visualization, dashboards, LOD, or analytics, or when the task involves Calculated Fields, Level of Detail Expressions, Parameters and Dynamic Calculations, or Data Blending and Relationships.
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35. ▌
    Istio Expert · personamanagmentlayer bundle

    Expert-level Istio service mesh management, traffic control, security, and observability for Kubernetes. Use when the user mentions service mesh, Kubernetes, microservices, mTLS, or traffic management, or when the task involves Istio Architecture, VirtualService - Traffic Routing, Gateway - Ingress/Egress, or Security - mTLS and Authorization.
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36. ▌
    Nginx Expert · personamanagmentlayer bundle

    Expert-level Nginx configuration, reverse proxy, load balancing, SSL/TLS, caching, and performance tuning. Use when the user mentions web server, reverse proxy, load balancer, or SSL, or when the task involves Basic Configuration, SSL/TLS, Caching, or Performance Optimization.
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37. ▌
    Web3 Expert · personamanagmentlayer bundle

    Build production-ready Web3 applications including smart contracts, dApps, DeFi protocols, and decentralized storage solutions. Use when the user mentions Web3, smart contracts or Solidity, dApps, DeFi protocols, ethers.js or web3.js, IPFS, or on-chain integration with Ethereum-compatible networks.
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38. ▌
    Go Expert · personamanagmentlayer bundle

    Expert-level Go development with Go 1.22+ features, concurrency, standard library, and production-grade best practices. Use when the user mentions concurrency, microservices, or backend, or when the task involves idiomatic Go, goroutines and channels, context-based cancellation, or writing an HTTP server.
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39. ▌
    Webrtc Expert · personamanagmentlayer bundle

    Expert in WebRTC real-time communication, signaling protocols, ICE/STUN/TURN servers, peer connections, media streams, and building video/audio applications. Use when the user mentions real time, video, audio, peer to peer, signaling, or ice, or when the task involves WebRTC Architecture, Protocols & Standards, Basic Video Chat, or Screen Sharing.
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40. ▌
    Design Expert · personamanagmentlayer

    Expert-level system design, architecture patterns, scalability, and distributed systems. Use when the user mentions system design, architecture, scalability, distributed systems, or patterns, or when the task involves Architecture Patterns or Design Principles.
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41. ▌
    Argocd Expert · personamanagmentlayer bundle

    Expert-level ArgoCD GitOps deployment, application management, sync strategies, and production operations. Use when the user mentions GitOps, Kubernetes, continuous deployment, declarative, or automation, or when the task involves ArgoCD Architecture, Application CRD, AppProject, or ApplicationSet.
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42. ▌
    Devops Expert · personamanagmentlayer

    Expert-level DevOps practices, culture, automation, and continuous delivery. Use when the user mentions CI/CD, automation, infrastructure, or culture, or when the task involves DevOps Culture or Culture & Process.
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43. ▌
    Docker Expert · personamanagmentlayer bundle

    Expert-level Docker containerization, image optimization, and container orchestration. Use this skill for building efficient Docker images, managing containers, and implementing Docker best practices.
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44. ▌
    Media Expert · personamanagmentlayer bundle

    Expert-level media production, content management, streaming, broadcasting, and media technology systems. Use when the user mentions video, streaming, broadcast, CMS, or production, or when the task involves Media Production, Streaming and Broadcasting, Technologies, or Standards and Protocols.
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45. ▌
    Sales Expert · personamanagmentlayer bundle

    Build comprehensive sales technology solutions including CRM implementation, pipeline management, sales forecasting, and performance analytics. Use when the user mentions CRM, sales pipelines, lead qualification, opportunity tracking, sales forecasting, quotas or territories, or sales automation.
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46. ▌
    Cpp Expert · personamanagmentlayer bundle

    Expert-level C++ development with modern C++20/23, STL, memory management, and performance. Use when the user mentions C++, C++20, C++23, the STL, templates, or performance, or when the task involves Modern C++ Features, Memory Management, Ranges and Views, or Coroutines.
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47. ▌
    Nim Expert · personamanagmentlayer bundle

    Expert knowledge in Nim language, metaprogramming, async/await, Python/C interoperability, and macro systems. Use when the user mentions metaprogramming, async, macros, Python interop, c interop, or compiled, or when the task involves Language Features, Async/Await, Interoperability, or Installation and Setup.
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48. ▌
    Pcl Expert · personamanagmentlayer bundle

    Expert in Persona Control Language (PCL) - language design, compiler architecture, runtime systems, and ecosystem development. Use when the user mentions persona control language, compiler design, language design, DSL, runtime systems, or lexer, or when the task involves Language Design & Specification, Compiler Architecture, Language Server Protocol, or Model Context Protocol.
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49. ▌
    PHP Expert · personamanagmentlayer bundle

    Expert-level PHP development with PHP 8+, Laravel, Composer, and modern best practices. Use when the user mentions Laravel, Composer, Symfony, PHPUnit, or PSR standards, or when the task involves PHP 8+ Features, Object-Oriented PHP, Modern PHP, or Constructor Property Promotion.
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50. ▌
    Zig Expert · personamanagmentlayer

    Expert knowledge in Zig systems programming, comptime metaprogramming, manual memory management, and C interoperability. Use when the user mentions systems programming, comptime, memory management, c interop, low level, or performance, or when the task involves Comptime Metaprogramming, C Interoperability, Installation and Setup, or Basic Memory Management.
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51. ▌
    Playwright Expert · personamanagmentlayer bundle

    Expert in Playwright E2E testing framework, auto-waiting mechanisms, test generation, trace viewer, and CI/CD integration. Use when the user mentions testing, end-to-end tests, QA, automation, end-to-end testing, or test automation, or when the task involves Playwright Framework, Test Organization, Advanced Features, or Basic Test Structure.
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52. ▌
    Gdpr Expert · personamanagmentlayer

    Expert in GDPR compliance, data protection, privacy by design, consent management, DPO responsibilities, and EU data regulations. Use when the user mentions privacy, data protection, compliance, consent, a DPO, or eu regulation, or when the task involves GDPR Fundamentals, Key Principles, Data Subject Rights, or Privacy by Design.
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53. ▌
    Soc2 Expert · personamanagmentlayer

    Expert in SOC 2 compliance, trust service criteria, audit preparation, controls implementation, and security frameworks. Use when the user mentions compliance, audit, trust services, AICPA, controls, or security framework, or when the task involves Trust Service Criteria, SOC 2 Types, Security Common Criteria, or Control Implementation Framework.
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54. ▌
    Discord Expert · personamanagmentlayer bundle

    Expert in Discord bot development using discord.js and discord.py, slash commands, embeds, voice channels, moderation, and bot deployment. Use when the user mentions communication, community, bots, API, Discord bot, or discord.js, or when the task involves Discord Platform, Bot Development, Discord.js Bot, or Discord.py Bot.
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55. ▌
    Testing Expert · personamanagmentlayer bundle

    Expert-level software testing with unit tests, integration tests, E2E tests, TDD/BDD, and testing best practices. Use when the user mentions TDD, BDD, unit tests, integration tests, or end-to-end tests, or when the task involves Testing Fundamentals, Unit Testing, Integration Testing, or End-to-End Testing.
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56. ▌
    AI Engineer Expert · personamanagmentlayer

    Expert-level AI implementation, deployment, LLM integration, and production AI systems. Use when the user mentions AI engineering, LLM, deployment, production AI, or integration, or when the task involves LLM Patterns, LLM Integration, or Production Systems.
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57. ▌
    API Design Expert · personamanagmentlayer

    Expert-level API design principles, REST, GraphQL, versioning, and API best practices. Use when the user mentions REST, GraphQL, API versioning, or API security, or when the task involves API Design Principles, API Styles, or Documentation.
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58. ▌
    Data Mesh Expert · personamanagmentlayer bundle

    Expert-level data mesh architecture, domain-oriented ownership, data products, federated governance, and self-serve platforms. Use when the user mentions architecture, domain driven, data products, governance, or platform, or when the task involves Data Mesh Principles, Domain-Oriented Data Ownership, Data as a Product, or Self-Serve Data Infrastructure Platform.
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59. ▌
    Snowflake Expert · personamanagmentlayer bundle

    Expert-level Snowflake data warehouse platform, virtual warehouses, data sharing, streams, tasks, and SQL optimization. Use when the user mentions data warehouse, SQL, analytics, or cloud, or when the task involves Architecture and Virtual Warehouses, Database Objects and Organization, Data Loading and Stages, or Streams and Tasks.
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60. ▌
    Ansible Expert · personamanagmentlayer bundle

    Expert-level Ansible for configuration management, automation, and infrastructure as code. Use when the user mentions automation, configuration management, infrastructure as code, playbooks, or roles, or when the task involves Ansible Architecture, Basic Inventory, YAML Inventory, or Dynamic Inventory.
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61. ▌
    Grafana Expert · personamanagmentlayer bundle

    Expert-level Grafana dashboards, visualization, data sources, alerting, and production operations. Use when the user mentions dashboards, visualization, monitoring, observability, or alerting, or when the task involves Grafana Architecture, Installation on Kubernetes, Data Sources, or Dashboard JSON.
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62. ▌
    Linkerd Expert · personamanagmentlayer bundle

    Expert-level Linkerd service mesh management, traffic control, reliability, and production operations. Use when the user mentions service mesh, Kubernetes, microservices, mTLS, or observability, or when the task involves Linkerd Architecture, Mesh Injection, Traffic Management, or Reliability Features.
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63. ▌
    Agtech Expert · personamanagmentlayer bundle

    Expert in agricultural technology, precision agriculture, crop monitoring, livestock tracking, farm analytics, and sustainable farming practices. Use when the user mentions precision agriculture, farming, crop monitoring, livestock, farm management, or sustainable agriculture, or when the task involves Livestock Management, Farm Management Systems, Precision Agriculture Platform, or Data Collection.
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64. ▌
    Edtech Expert · personamanagmentlayer bundle

    Expert in education technology, adaptive learning, student analytics, virtual classrooms, assessment tools, and learning management systems. Use when the user mentions education, e learning, lms, adaptive learning, student analytics, or virtual classroom, or when the task involves Learning Management Systems, Virtual Classrooms, Assessment and Testing, or Adaptive Learning Engine.
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65. ▌
    Energy Expert · personamanagmentlayer bundle

    Expert-level energy systems, smart grids, renewable energy, power management, and energy analytics. Use when the user mentions smart grid, renewable, power, utilities, or SCADA, or when the task involves Energy Systems, Smart Grid Technology, Standards and Protocols, or Smart Grid Operations.
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66. ▌
    Gaming Expert · personamanagmentlayer bundle

    Build comprehensive game systems including gameplay mechanics, multiplayer infrastructure, analytics tracking, and monetization features. Use when the user mentions game development, Unity or Unreal, gameplay mechanics, multiplayer netcode, game analytics, or in-game monetization.
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67. ▌
    Oracle Expert · personamanagmentlayer bundle

    Expert in Oracle Database, PL/SQL programming, Oracle RAC, Data Guard, performance tuning, backup/recovery, and enterprise database administration. Use when the user mentions database, enterprise, ERP, PL/SQL, Oracle RAC, or Data Guard, or when the task involves Oracle Architecture, PL/SQL Programming, Performance & Tuning, or PL/SQL Package with Complex Logic.
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68. ▌
    Retail Expert · personamanagmentlayer bundle

    Expert-level retail systems, POS, inventory management, e-commerce, customer analytics, and omnichannel retail. Use when the user mentions POS, ecommerce, inventory, CRM, or omnichannel, or when the task involves Retail Systems, Omnichannel Retail, Technologies, or POS Operations.
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69. ▌
    IOS Expert · personamanagmentlayer bundle

    Expert in iOS development with SwiftUI, UIKit, Combine, and Apple ecosystem integration. Use when the user mentions mobile, Swift, SwiftUI, UIKit, Apple platforms, or Xcode, or when the task involves iOS App Architecture, SwiftUI Fundamentals, UIKit Essentials, or Combine Framework.
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70. ▌
    Vue Expert · personamanagmentlayer bundle

    Expert knowledge in Vue.js 3, Composition API, Pinia state management, and Nuxt.js for building modern reactive web applications. Use when the user mentions Vue 3, the Composition API, Pinia, Nuxt, reactive, or frontend, or when the task involves Vue 3 Fundamentals, Composition API, Pinia State Management, or Nuxt.js.
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71. ▌
    Dart Expert · personamanagmentlayer

    Expert-level Dart, Flutter, mobile development, and cross-platform apps. Use when the user mentions Flutter, mobile, cross platform, or widgets, or when the task involves Dart Language or Flutter Framework.
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72. ▌
    Java Expert · personamanagmentlayer bundle

    Expert-level Java development with Java 21+ features, Spring Boot, Maven/Gradle, and enterprise best practices. Use when the user mentions JVM, Spring, Maven, Gradle, or enterprise, or when the task involves Modern Java, Spring Boot, Build Tools, or Dependency Injection.
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73. ▌
    Ruby Expert · personamanagmentlayer bundle

    Expert-level Ruby development with Rails, modern features, testing, and best practices. Use when the user mentions Ruby on Rails, RSpec, gem, Sinatra, or metaprogramming, or when the task involves Ruby 3+ Features, Object-Oriented, Functional Features, or Pattern Matching.
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74. ▌
    Rust Expert · personamanagmentlayer bundle

    Expert-level Rust development with ownership, lifetimes, async, error handling, and production-grade patterns. Use when the user mentions systems programming, memory safety, concurrency, or Cargo, or when the task involves Ownership and Borrowing, Type System, Async Programming, or Web Development.
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75. ▌
    Audit Expert · personamanagmentlayer bundle

    Expert-level security auditing, compliance, code review, and vulnerability assessment. Use when the user mentions compliance, security review, code review, vulnerability assessment, SOC 2, or GDPR, or when the task involves Audit Types, Audit Frameworks, Audit Process, or Authentication Review.
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76. ▌
    AI Architect Expert · personamanagmentlayer

    Expert-level AI system design, MLOps, architecture patterns, and AI infrastructure. Use when the user mentions AI architecture, MLOps, system design, AI infrastructure, or scalability, or when the task involves AI System Architecture, MLOps Infrastructure, Scalability Patterns, or Architecture Design.
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77. ▌
    Data Science Expert · personamanagmentlayer

    Expert-level data science, analytics, visualization, and statistical modeling. Use when the user mentions analytics, visualization, statistics, pandas, or NumPy, or when the task involves Data Analysis, Machine Learning, Data Visualization, or Feature Engineering.
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78. ▌
    Databricks Expert · personamanagmentlayer bundle

    Expert-level Databricks platform, Apache Spark, Delta Lake, MLflow, notebooks, and cluster management. Use when the user mentions Apache Spark, Delta Lake, MLflow, lakehouse architecture, or PySpark, or when the task involves Cluster Configuration and Management, Delta Lake Architecture, PySpark Data Processing, or MLflow Integration.
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79. ▌
    Postgresql Expert · personamanagmentlayer bundle

    Expert-level PostgreSQL database administration, advanced queries, performance tuning, and production operations. Use when the user mentions database, SQL, or performance, or when the task involves Advanced Data Types, Full-Text Search, Advanced Indexes, or Advanced Queries.
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80. ▌
    Biotech Expert · personamanagmentlayer bundle

    Expert in biotechnology systems, genomics, LIMS, bioinformatics pipelines, lab automation, and bioprocess management. Use when the user mentions genomics, bioinformatics, LIMS, lab automation, bioprocessing, or gene sequencing, or when the task involves Genomics and Sequencing Technologies, Laboratory Information Management Systems, Bioprocess Management, or Bioinformatics Pipeline Framework.
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81. ▌
    Farming Expert · personamanagmentlayer

    Expert-level precision agriculture, farm management systems, crop monitoring, and agtech. Use when the user mentions agriculture, precision agriculture, agtech, or crop management, or when the task involves Farm Management or AgTech Solutions.
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82. ▌
    Finance Expert · personamanagmentlayer

    Expert-level financial systems, FinTech, banking, payments, and financial technology. Use when the user mentions fintech, banking, payments, trading, or accounting, or when the task involves Financial Systems, FinTech Stack, Key Challenges, or Data Handling.
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83. ▌
    Fintech Expert · personamanagmentlayer bundle

    Expert in financial technology, payment processing, open banking APIs, PSD2, blockchain in finance, robo-advisors, and RegTech. Use when the user mentions payments, open banking, PSD2, blockchain, cryptocurrency, or robo advisor, or when the task involves Payment Processing, Blockchain in Finance, Payment Security, or API Design.
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84. ▌
    Hr Tech Expert · personamanagmentlayer bundle

    Build comprehensive HR technology solutions including HRIS implementation, recruitment automation, performance management, and employee analytics. Use when the user mentions HRIS, an ATS or recruitment pipeline, payroll, onboarding, performance reviews, or employee engagement analytics.
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85. ▌
    Regtech Expert · personamanagmentlayer bundle

    Expert in regulatory technology, compliance automation, KYC/AML, transaction monitoring, risk assessment, and automated reporting. Use when the user mentions compliance, KYC, AML, transaction monitoring, risk assessment, or regulatory reporting, or when the task involves KYC/AML Compliance, KYC/AML Program, Regulatory Bodies, or Regulations.
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86. ▌
    Trading Expert · personamanagmentlayer

    Expert-level algorithmic trading, market systems, quantitative analysis, and trading platforms. Use when the user mentions algorithmic trading, quant, markets, finance, or high-frequency trading, or when the task involves Trading Systems, Market Data, or Execution.
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87. ▌
    Workday Expert · personamanagmentlayer bundle

    Expert in Workday HCM platform, integrations, custom reports, business processes, calculated fields, and Workday Studio development. Use when the user mentions HR, finance, ERP, cloud, HCM, or Workday integration, or when the task involves Workday Modules, Integration Technologies, Reporting & Analytics, or Custom Report with Calculated Fields.
    0
    installs
88. ▌
    Julia Expert · personamanagmentlayer bundle

    Expert knowledge in Julia scientific computing, multiple dispatch, performance optimization, and numerical analysis. Use when the user mentions scientific computing, multiple dispatch, performance, numerical analysis, data science, or HPC, or when the task involves Type System, Array Programming, Installation and Setup, or Multiple Dispatch Fundamentals.
    0
    installs
89. ▌
    Scala Expert · personamanagmentlayer

    Expert-level Scala, functional programming, Akka, and reactive systems. Use when the user mentions functional programming, Akka, Cats, or ZIO, or when the task involves Scala Fundamentals, Reactive Systems, or Scala Style.
    0
    installs
90. ▌
    Swift Expert · personamanagmentlayer bundle

    Expert-level Swift development for iOS, macOS with SwiftUI, Combine, and modern Swift 5.9+. Use when the user mentions iOS, macOS, SwiftUI, Combine, async await, or Apple platforms, or when the task involves Modern Swift Features, Basics and Optionals, Functions and Closures, or Structs and Classes.
    0
    installs
91. ▌
    Load Testing Expert · personamanagmentlayer bundle

    Expert in performance and load testing using JMeter, k6, Gatling, load patterns, metrics analysis, and performance optimization. Use when the user mentions performance, testing, QA, scalability, performance testing, or JMeter, or when the task involves Load Testing Types, Key Metrics, Tools & Frameworks, or k6 Load Test Script.
    0
    installs
92. ▌
    Codeql Expert · personamanagmentlayer

    Expert-level CodeQL for static analysis, vulnerability detection, and security code scanning. Use when the user mentions static analysis, SAST, vulnerability detection, or github security, or when the task involves writing CodeQL queries, building a CodeQL database, taint tracking, or scanning for injection and hardcoded credentials.
    0
    installs
93. ▌
    Tdd Workflow · personamanagmentlayer bundle

    Drive implementation through a test-first loop: write a failing test, make it pass with the simplest change, then refactor under a green suite. Use when the user asks for TDD or test-driven development, wants tests written before the code, is adding behaviour to code that has tests, is fixing a bug and wants a regression test first, or when the task involves red-green-refactor, characterisation tests, or working safely on untested legacy code.
    0
    installs
94. ▌
    Cloudflare Expert · personamanagmentlayer bundle

    Expert-level Cloudflare Workers, CDN, edge computing, and security services. Use when the user mentions edge computing, CDN, workers, or WAF, or when the task involves Cloudflare Services or Developer Tools.
    0
    installs
95. ▌
    Terraform Expert · personamanagmentlayer bundle

    Expert-level Terraform infrastructure as code, modules, state management, and production best practices. Use when the user mentions infrastructure as code, devops, or automation, or when the task involves Terraform Basics, Resource Management, Modules, or State Management.
    0
    installs
96. ▌
    Maritime Expert · personamanagmentlayer bundle

    Expert-level maritime systems, vessel tracking, port operations, cargo management, and maritime logistics. Use when the user mentions shipping, logistics, vessel, port, or Cargo, or when the task involves Maritime Systems, Maritime Technologies, Standards and Protocols, or Vessel Operations.
    0
    installs
97. ▌
    Proptech Expert · personamanagmentlayer bundle

    Expert in property technology, smart buildings, IoT for real estate, property management platforms, virtual tours, and tenant portals. Use when the user mentions real estate, smart buildings, IoT, property management, virtual tours, or tenant portals, or when the task involves Smart Building Systems, Property Management Technology, Virtual Tours and 3D Visualization, or Smart Building IoT Platform.
    0
    installs
98. ▌
    Robotics Expert · personamanagmentlayer bundle

    Develop production-ready robotic systems with autonomous navigation, sensor fusion, and intelligent control for real-world applications. Use when the user mentions ROS or ROS 2, autonomous navigation, SLAM, motion planning, sensor fusion, or robot control systems.
    0
    installs
99. ▌
    Flask Expert · personamanagmentlayer bundle

    Expert-level Flask web development, REST APIs, extensions, and production deployment. Use when the user mentions Python, web framework, REST APIs, or Jinja2, or when the task involves Flask Fundamentals or Flask Extensions.
    0
    installs
100. ▌
     React Expert · personamanagmentlayer bundle

     Expert-level React development with hooks, performance optimization, state management, and modern patterns. Use when the user mentions frontend, hooks, JSX, TypeScript, or Next.js, or when the task involves Modern React, State Management, Forms, or Performance Optimization.
     0
     installs