software-dev-agents

Use this agent when you need expert content creation, copywriting, or written communication for digital products and marketing. This agent should be invoked for creating compelling copy, developing content strategies, writing technical documentation, or crafting messaging that engages and converts audiences. The agent provides comprehensive content solutions spanning marketing copy, technical writing, UX writing, and editorial content with deep understanding of audience psychology and conversion optimization.

Use this agent when you need expert narrative design, story architecture, or interactive storytelling for content-driven products. This agent should be invoked for creating compelling storylines, developing character arcs, designing branching narratives, or building immersive story experiences. The agent provides comprehensive narrative solutions spanning world-building, character development, dialogue writing, and story structure with deep understanding of storytelling principles and interactive media.

Use this agent when designing user interfaces for AI/ML applications, creating user flows for machine learning features, optimizing AI model interactions, designing feedback mechanisms for AI outputs, or improving the usability of intelligent systems.

Use this agent when you need expert interaction design, user flow optimization, or interface behavior specification. This agent should be invoked for designing intuitive navigation patterns, creating interactive prototypes, defining micro-interactions, or solving complex interaction challenges. The agent provides comprehensive interaction design solutions spanning information architecture, gesture design, animation principles, and usability optimization with deep understanding of human-computer interaction and cognitive psychology.

Use this agent when you need expert user research, behavioral analysis, or user insights gathering for product development. This agent should be invoked for conducting user interviews, analyzing user behavior data, creating user personas, mapping user journeys, or validating product hypotheses through research. The agent provides comprehensive user research methodologies spanning qualitative and quantitative research, usability testing, and data-driven insights with deep understanding of human psychology and research best practices.

Use this agent when you need comprehensive user experience design, interface optimization, and usability enhancement. This agent should be invoked when designing intuitive user interfaces, conducting user research and usability testing, creating interaction flows and wireframes, developing design systems, or when optimizing user experiences across mobile, web, and AI products. The agent conducts user research, creates user journey maps, designs information architecture, develops prototypes, and ensures accessibility compliance to create delightful and efficient user experiences.

Use this agent when you need expert visual design, brand identity creation, or user interface aesthetics. This agent should be invoked for creating design systems, defining visual languages, designing icons and illustrations, or ensuring brand consistency across products. The agent provides comprehensive visual design solutions spanning typography, color theory, layout principles, and visual hierarchy with deep understanding of design principles and aesthetic trends.

Use this agent when you need expert customer success strategy, retention optimization, or customer lifecycle management. This agent should be invoked for onboarding process design, customer health scoring, expansion opportunities, or churn prevention. The agent provides comprehensive customer success solutions spanning customer journey optimization, value realization, and growth strategies with deep understanding of customer success metrics and relationship management.

Use this agent when you need expert customer support strategy, service optimization, or support team management. This agent should be invoked for support process design, ticket management systems, customer satisfaction improvement, or support quality assurance. The agent provides comprehensive support solutions spanning multi-channel support, escalation procedures, and customer experience optimization with deep understanding of support operations and customer service best practices.

Use this agent when you need expert technical support, troubleshooting guidance, or technical documentation. This agent should be invoked for complex technical issues, integration support, API documentation, or technical customer education. The agent provides comprehensive technical support solutions spanning problem diagnosis, solution development, and technical communication with deep understanding of software systems and customer technical needs.

Use this agent when you need specialized expertise in advertising algorithms, programmatic advertising systems, or digital marketing optimization. This agent should be invoked for ad targeting optimization, bid management systems, campaign performance analysis, or advertising attribution modeling. The agent provides comprehensive advertising technology solutions spanning real-time bidding, audience targeting, conversion optimization, and ad spend efficiency with deep understanding of advertising business models and performance metrics.

Use this agent when you need specialized expertise in audio processing, speech recognition, music analysis, or audio generation systems. This agent should be invoked for audio signal processing, voice AI applications, music technology solutions, or acoustic analysis challenges. The agent provides comprehensive audio technology solutions spanning speech recognition, audio synthesis, music information retrieval, and acoustic modeling with deep understanding of digital signal processing and modern deep learning approaches for audio.

Use this agent when you need to design, develop, or deploy computer vision systems for comprehensive image and video analysis tasks including object detection, image classification, semantic segmentation, face recognition, OCR, or visual AI applications. This agent should be invoked when tackling complex visual perception challenges that require production-ready solutions, real-time processing capabilities, edge deployment optimization, or multi-modal visual understanding systems. The agent specializes in building intelligent visual perception systems that can analyze, understand, and process visual data at scale across various industries and applications.

Use this agent when you need expert game algorithm design, numerical balancing, or game system optimization. This agent should be invoked for creating balanced game economies, designing matchmaking systems, implementing progression algorithms, or optimizing game mechanics through mathematical modeling. The agent provides comprehensive game algorithm solutions spanning economy design, player behavior modeling, and system optimization with deep understanding of game theory and player psychology.

Use this agent when you need to deploy machine learning models to production, monitor their performance, manage model versioning and rollbacks, set up CI/CD pipelines for ML systems, configure monitoring and alerting for AI services, troubleshoot production ML issues, or optimize model serving infrastructure.

Use this agent when you need to design, develop, or deploy machine learning systems for production environments with specific focus on model architecture design, training pipeline optimization, MLOps implementation, or AI system integration. This agent should be invoked when dealing with complex ML engineering challenges that require production-ready solutions, including distributed training, model optimization, deployment strategies, and system scalability. The agent specializes in transforming cutting-edge algorithms into scalable, reliable solutions that deliver measurable business value.

Use this agent when you need to design, develop, or optimize machine learning models and algorithms for complex AI problems. This includes tasks like model architecture design, algorithm selection, hyperparameter optimization, performance analysis, research paper implementation, or solving novel ML challenges.

Use this agent when you need to design, develop, or deploy natural language processing systems and applications including language model fine-tuning, text analysis pipelines, conversational AI development, document understanding systems, or multilingual processing capabilities. This agent should be invoked when handling complex language understanding and generation challenges that require production-ready solutions, including RAG systems, vector search architectures, large language model deployment, or advanced text processing pipelines. The agent specializes in building intelligent language understanding and generation systems that can process, understand, and generate human language at scale.

Use this agent when you need specialized expertise in recommendation systems, personalization algorithms, or user preference modeling. This agent should be invoked for designing recommendation architectures, optimizing recommendation performance, implementing real-time personalization, or solving cold start problems. The agent provides comprehensive recommendation solutions spanning collaborative filtering, content-based approaches, deep learning recommendations, and multi-armed bandit strategies with deep understanding of user behavior analysis and business impact optimization.

Use this agent when you need specialized expertise in risk management algorithms, fraud detection systems, or financial security solutions. This agent should be invoked for anti-fraud system design, credit risk modeling, anomaly detection implementation, or regulatory compliance in financial services. The agent provides comprehensive risk control solutions spanning statistical risk modeling, machine learning fraud detection, real-time risk assessment, and compliance automation with deep understanding of financial regulations and business risk tolerance.

Use this agent when you need specialized expertise in search systems, information retrieval, or query understanding technologies. This agent should be invoked for search architecture design, relevance optimization, semantic search implementation, or search performance tuning. The agent provides comprehensive search solutions spanning traditional information retrieval, modern vector search, query processing, and ranking optimization with deep understanding of user search behavior and search quality metrics.

Use this agent when you need to design comprehensive AI system architectures, plan technology integration strategies, or make high-level technical decisions for AI projects.

Use this agent when you need enterprise data architecture design, data modeling strategies, data warehouse architecture, ETL pipeline design, or big data platform planning. This agent should be invoked when making decisions about data storage patterns, analytics infrastructure, data governance frameworks, real-time vs batch processing architectures, or when establishing data quality and lineage tracking systems. The agent analyzes data requirements, designs scalable data platforms, and creates architectures that maximize data asset value while supporting analytics and ML workloads.

Use this agent when you need enterprise security architecture design, threat modeling, cybersecurity strategy development, zero-trust architecture implementation, or comprehensive security framework design. This agent should be invoked when addressing security concerns in system design, conducting security assessments, implementing compliance frameworks, designing identity and access management systems, or when establishing security policies and incident response architectures. The agent analyzes security requirements, identifies threats and vulnerabilities, and designs defense-in-depth security architectures that protect against modern threats while enabling business functionality.

Use this agent when you need enterprise-scale system architecture design, technology stack evaluation, architectural governance, or complex distributed systems planning. This agent should be invoked when facing decisions about system scalability, microservices decomposition, cloud migration strategies, performance optimization, or when establishing architectural standards and patterns. The agent analyzes system requirements, evaluates trade-offs, and designs resilient architectures that balance technical excellence with business objectives.

Use this agent when you need expert guidance on designing, evaluating, or improving system architectures. This includes planning new systems, refactoring existing architectures, making technology stack decisions, designing for scalability and security, or ensuring architectural alignment with business goals.

Use this agent when you need to design, build, or optimize backend API infrastructure for AI applications. This includes creating RESTful APIs, integrating machine learning models into production systems, designing scalable microservices architectures, implementing authentication and authorization, optimizing database queries, setting up monitoring and logging, or troubleshooting performance issues in backend services.

Use this agent when you need to design, develop, or optimize Go-based backend systems and microservices using Go 1.22+ and the established tech stack (Gin, GORM, Zap, Viper). This agent should be invoked for building high-performance REST APIs, implementing concurrent systems with goroutines, optimizing database operations, setting up structured logging, or troubleshooting Go performance issues. The agent specializes in production-ready, scalable Go backend development with focus on clean architecture and best practices.

Use this agent when you need to design, develop, or optimize Java-based enterprise backend systems and microservices using Java 17+ and the Spring ecosystem. This agent should be invoked for building robust REST APIs with Spring Boot, implementing complex enterprise business logic, designing reactive microservices with Spring WebFlux, optimizing JPA/Hibernate operations, or troubleshooting Java performance and security issues. The agent specializes in enterprise-grade, scalable Java backend development with focus on Spring Framework best practices and distributed systems.

Use this agent when you need to design, develop, or optimize Node.js-based backend systems and real-time applications using modern JavaScript/TypeScript and the Node.js ecosystem. This agent should be invoked for building scalable REST APIs with Express.js, developing enterprise applications with Nest.js, implementing real-time features with WebSockets and Socket.io, optimizing event-driven architectures with async/await patterns, or troubleshooting JavaScript backend performance issues. The agent specializes in high-performance, event-driven Node.js backend development with focus on real-time communication and microservices.

Use this agent when you need to design, develop, or optimize Python-based backend systems and data-intensive applications using modern Python and the Python ecosystem. This agent should be invoked for building high-performance APIs with FastAPI, developing complex web applications with Django, implementing async programming patterns with asyncio, integrating machine learning models into production systems, designing ETL pipelines, or troubleshooting Python performance and scalability issues. The agent specializes in data-intensive, scalable Python backend development with focus on ML integration and async programming.

Use this agent when you need to architect, develop, or enhance business intelligence platforms that transform complex enterprise data into actionable insights through interactive dashboards, analytical reports, and self-service analytics capabilities. This agent should be invoked when dealing with dimensional modeling challenges, dashboard performance optimization, complex KPI requirements, or enterprise BI platform implementations. The agent analyzes business requirements, user personas, and data complexity to design comprehensive BI solutions with optimal data models and intuitive user experiences.

Use this agent when you need to architect, implement, or optimize enterprise-scale big data platforms capable of processing petabyte-scale datasets with high performance and fault tolerance. This agent should be invoked when dealing with distributed computing challenges, real-time streaming architectures, or complex data processing pipelines that require expertise in Hadoop ecosystem technologies. The agent analyzes data volume and velocity requirements to design optimal distributed systems using Spark, Flink, Kafka, and other big data technologies.

Use this agent when you need to design, build, or optimize data pipelines for AI/ML workflows, including data collection strategies, ETL processes, data validation frameworks, storage architecture decisions, or scaling data processing systems.

Use this agent when you need comprehensive database administration expertise for production database systems. This agent should be invoked for database performance optimization, backup and recovery strategies, database security hardening, capacity planning, or troubleshooting complex database issues. The agent provides expert guidance on multi-database management across MySQL, PostgreSQL, MongoDB, Redis, and other database systems.

Use this agent when you need to architect, implement, or troubleshoot sophisticated data integration pipelines that extract, transform, and load data from multiple heterogeneous sources. This agent should be invoked when dealing with complex data transformation logic, data quality challenges, incremental processing requirements, or workflow orchestration issues. The agent analyzes data sources, transformation complexity, and integration patterns to design robust ETL/ELT solutions with comprehensive error handling and monitoring capabilities.

Use this agent when you need specialized expertise in NoSQL database technologies, distributed database architectures, or polyglot persistence strategies. This agent should be invoked for NoSQL database selection, schema design, performance optimization, sharding strategies, or implementing scalable non-relational data solutions. The agent provides expert guidance across document, key-value, column-family, and graph databases with deep understanding of CAP theorem implications and eventual consistency patterns.

Use this agent when you need specialized native Android development expertise for building high-performance mobile applications. This agent should be invoked when working with modern Android development including Kotlin coroutines and flows, implementing Jetpack Compose UI, integrating Android-specific device features, optimizing app performance and battery usage, or resolving Android platform-specific technical challenges. The agent excels in Android architecture patterns, Jetpack libraries integration, and Google Play Store optimization.

Use this agent when you need specialized Flutter cross-platform development expertise for building high-performance mobile applications. This agent should be invoked when working with Flutter 3.16+ and Dart 3.2+ development, implementing complex state management with BLoC or Riverpod, creating custom widgets and platform channels, optimizing Flutter performance and rendering, or resolving Flutter-specific technical challenges. The agent excels in cross-platform architecture, native integration, and Flutter ecosystem optimization.

Use this agent when you need specialized HarmonyOS development expertise for building distributed applications across the HarmonyOS ecosystem. This agent should be invoked when working with ArkTS and ArkUI framework development, implementing distributed device collaboration and cross-device functionality, creating atomic services and multi-HAP architectures, optimizing HarmonyOS performance and device resource management, or resolving HarmonyOS-specific technical challenges. The agent excels in distributed system patterns, Super Device concepts, and HarmonyOS ecosystem integration.

Use this agent when you need specialized native iOS development expertise for building premium Apple platform applications. This agent should be invoked when working with modern iOS development including Swift 5.9+ with async/await concurrency, implementing SwiftUI declarative interfaces, integrating Apple ecosystem services and frameworks, optimizing iOS performance and memory management, or resolving iOS platform-specific technical challenges. The agent excels in Apple Human Interface Guidelines, App Store optimization, and iOS-specific architectural patterns.

Use this agent when you need specialized React Native cross-platform development expertise for building performant mobile applications. This agent should be invoked when working with React Native 0.73+ and the New Architecture (Fabric/TurboModules), implementing complex React patterns with TypeScript integration, creating custom native modules and bridges, optimizing React Native performance and JavaScript thread efficiency, or resolving React Native-specific technical challenges. The agent excels in React Native ecosystem integration, native module development, and cross-platform optimization strategies.

Use this agent when you need comprehensive Angular development expertise for enterprise-grade web applications. This agent should be invoked when working with Angular 17+ features including standalone components, implementing complex RxJS reactive patterns, designing scalable dependency injection architectures, optimizing Angular performance with OnPush strategies, or resolving Angular-specific technical challenges. The agent specializes in enterprise Angular patterns, NgRx state management, and Angular Universal SSR optimization.

Use this agent when you need comprehensive React development expertise for modern web applications. This agent should be invoked when working with React 18+ features, implementing complex state management architectures, building scalable component libraries, optimizing bundle performance, or resolving React-specific technical challenges. The agent specializes in modern React patterns, TypeScript integration, Next.js development, and production-ready optimization strategies.

Use this agent when you need specialized Vue.js development expertise for modern reactive web applications. This agent should be invoked when working with Vue 3+ Composition API, implementing Pinia state management, building reactive component libraries, optimizing Vue reactivity systems, or resolving Vue-specific technical challenges. The agent excels in Vue's reactive programming paradigm, Nuxt.js development, and Vue ecosystem optimization.

Use this agent when you need expertise in cloud architecture design, multi-cloud management, cloud migration planning, or cloud-native infrastructure solutions. This agent should be invoked when dealing with cloud platform selection, designing scalable cloud architectures, planning enterprise cloud migrations, implementing cloud cost optimization strategies, or resolving complex multi-cloud integration challenges. The agent analyzes cloud requirements, designs comprehensive cloud solutions, and provides detailed implementation roadmaps with security and compliance considerations.

Use this agent when you need expertise in DevOps transformation, CI/CD pipeline optimization, deployment automation, or containerization strategies. This agent should be invoked when implementing DevOps cultural changes, designing complex CI/CD workflows, troubleshooting deployment pipeline failures, setting up comprehensive monitoring and observability systems, or implementing GitOps and infrastructure automation. The agent analyzes development workflows, designs automated delivery pipelines, and implements DevOps best practices with security and reliability considerations.

Use this agent when you need expertise in enterprise infrastructure architecture, platform engineering, large-scale system design, or infrastructure automation. This agent should be invoked when designing scalable infrastructure platforms, building internal developer platforms, implementing infrastructure-as-code at scale, managing complex compute/storage/network architectures, or resolving critical infrastructure performance and reliability issues. The agent analyzes infrastructure requirements, designs comprehensive platform solutions, and implements enterprise-grade infrastructure with high availability and disaster recovery considerations.

Use this agent when you need expertise in enterprise network architecture, network security design, SD-WAN implementation, or complex network troubleshooting. This agent should be invoked when designing multi-site network infrastructures, implementing zero-trust network architectures, optimizing network performance for critical applications, configuring advanced load balancing and firewall solutions, or resolving complex network connectivity and performance issues. The agent analyzes network requirements, designs comprehensive network solutions, and implements enterprise-grade networking with security and high availability considerations.

Use this agent when you need comprehensive data engineering expertise, data warehouse architecture design, and advanced analytics implementation. This agent should be invoked when building data infrastructure, implementing ETL/ELT pipelines, or creating business intelligence solutions that require scalable data processing capabilities. The agent analyzes data requirements, designs data architectures, and implements enterprise-scale data systems for analytics and machine learning.

Use this agent when you need comprehensive marketing automation expertise, growth marketing strategies, and advanced marketing analytics implementation. This agent should be invoked when building marketing technology stacks, implementing customer acquisition campaigns, or optimizing marketing performance through data-driven approaches. The agent analyzes marketing funnels, designs automation workflows, and implements scalable growth marketing systems.

Use this agent when you need comprehensive product-led growth expertise, user behavior analytics implementation, and systematic experimentation frameworks. This agent should be invoked when optimizing product funnels, implementing growth experiments, or building data-driven product decision-making systems. The agent analyzes user behavior patterns, designs growth experiments, and implements product analytics systems that drive sustainable user engagement and retention.

Use this agent when you need to coordinate the creation and maintenance of comprehensive project documentation following software engineering standards. This includes feasibility studies, requirements analysis, high-level design, detailed design, and ensuring all documentation adheres to specific formatting and content guidelines.

Use this agent when you need to design, build, or optimize robust test automation frameworks and processes for web, mobile, and API testing. This agent should be invoked when implementing automated test suites, setting up CI/CD test automation, designing data-driven test frameworks, configuring parallel test execution, or troubleshooting automation reliability and flaky test issues. The agent analyzes testing requirements and creates scalable, maintainable automation solutions using modern tools and best practices.

Use this agent when you need expert code review and feedback on software implementations. This agent should be called after completing a logical chunk of code development, before committing changes, or when seeking guidance on code quality improvements.

Use this agent when you need comprehensive manual testing strategies and execution for thorough quality assurance that uncovers issues automated tests cannot detect. This agent should be invoked when designing manual test cases, conducting exploratory testing sessions, performing usability and accessibility testing, executing cross-platform compatibility validation, or coordinating user acceptance testing. The agent analyzes user workflows and creates systematic manual testing approaches focusing on user experience, edge cases, and real-world scenarios.

Use this agent when you need to design, execute, or optimize comprehensive performance testing strategies and capacity planning for applications and systems. This agent should be invoked when conducting load testing, stress testing, scalability analysis, performance monitoring implementation, bottleneck identification, or performance optimization recommendations. The agent analyzes system performance characteristics and designs realistic testing scenarios that validate application behavior under various load conditions.

Use this agent when you need comprehensive security testing and vulnerability assessment for applications, APIs, and systems. This agent should be invoked when conducting security audits, penetration testing, implementing automated security testing, performing threat modeling, validating compliance requirements, or integrating security testing into CI/CD pipelines. The agent analyzes security risks and implements systematic security testing approaches including SAST, DAST, and manual penetration testing methodologies.

Use this agent when you need to design comprehensive testing strategies, architect scalable test frameworks, or establish enterprise-level quality assurance processes. This agent should be invoked when planning test architecture for complex systems, implementing test pyramid strategies, designing CI/CD testing integration, or establishing quality gates and metrics. The agent analyzes system architecture and designs systematic testing approaches that ensure quality across the entire software development lifecycle.

Use this agent when you need expert AI safety, model security, or responsible AI development guidance. This agent should be invoked for addressing algorithmic bias, ensuring model robustness, implementing AI governance frameworks, or mitigating AI-related risks. The agent provides comprehensive AI safety solutions spanning model evaluation, bias detection, adversarial testing, and ethical AI implementation with deep understanding of AI safety principles and regulatory compliance.

Use this agent when you need comprehensive regulatory compliance expertise, governance framework development, and audit preparation support. This agent should be invoked when facing complex compliance challenges requiring regulatory interpretation, policy development, or risk mitigation strategies. The agent analyzes regulatory requirements, designs compliance frameworks, and ensures organizational adherence to legal standards across multiple jurisdictions.

Use this agent when you need comprehensive enterprise risk management expertise, advanced risk modeling, and crisis response capabilities. This agent should be invoked when facing complex risk scenarios requiring quantitative analysis, strategic risk assessment, or business continuity planning. The agent analyzes risk interdependencies, develops risk response strategies, and implements enterprise-wide risk management frameworks aligned with business objectives.

Use this agent when you need comprehensive cybersecurity expertise including penetration testing, security architecture design, and incident response capabilities. This agent should be invoked when facing security threats, conducting security assessments, or implementing security controls and monitoring systems. The agent analyzes security vulnerabilities, designs defense strategies, and implements comprehensive security frameworks to protect against cyber threats.

Use this agent when you need expert brand strategy, brand positioning, or brand management guidance. This agent should be invoked for developing brand identity, creating brand guidelines, managing brand reputation, or building brand equity. The agent provides comprehensive brand solutions spanning brand strategy, visual identity, messaging, and brand experience with deep understanding of brand psychology and market positioning.

Use this agent when you need expert digital marketing strategy, paid advertising, or online campaign management. This agent should be invoked for SEM/SEO strategy, social media advertising, programmatic advertising, or digital campaign optimization. The agent provides comprehensive digital marketing solutions spanning paid search, display advertising, social media marketing, and conversion optimization with deep understanding of digital channels and performance marketing.

Use this agent when you need expert growth strategy, conversion optimization, or data-driven marketing initiatives. This agent should be invoked for user acquisition optimization, retention strategy, viral marketing, or growth hacking techniques. The agent provides comprehensive growth solutions spanning funnel optimization, experimentation, and scalable growth tactics with deep understanding of growth frameworks and metrics.

Use this agent when you need expert social media strategy, content creation, or community management. This agent should be invoked for platform-specific marketing, influencer partnerships, viral content creation, or social media crisis management. The agent provides comprehensive social media solutions spanning content strategy, community building, and social commerce with deep understanding of platform algorithms and social trends.

Use this agent when you need comprehensive business requirements analysis, stakeholder management, and process optimization. This agent should be invoked when dealing with unclear or complex business requirements, conflicting stakeholder needs, process inefficiencies, or when translating high-level business goals into detailed technical specifications. The agent conducts thorough stakeholder analysis, elicits requirements through various techniques, documents business processes, and creates detailed functional specifications with clear acceptance criteria.

Use this agent when you need strategic product leadership, comprehensive market analysis, and long-term product vision development. This agent should be invoked when defining product strategy, prioritizing features across multiple products, analyzing competitive landscapes, identifying new market opportunities, or when making high-level product investment decisions. The agent conducts market research, creates strategic roadmaps, defines product positioning, and drives cross-functional alignment to achieve product-market fit and sustainable growth.

Use this agent when you need expert agile product delivery, sprint planning, and backlog optimization. This agent should be invoked when managing complex product backlogs, writing detailed user stories with acceptance criteria, facilitating Scrum ceremonies, resolving sprint planning conflicts, or when development teams need clearer requirements and priorities. The agent translates product vision into actionable user stories, prioritizes features based on business value, manages stakeholder expectations, and ensures maximum value delivery in each sprint through effective agile practices.

Use this agent when you need strategic product management guidance, including defining product vision and roadmaps, prioritizing features based on user needs and business value, facilitating cross-functional team alignment, conducting market analysis, creating user personas and journey maps, making data-driven product decisions, or resolving product strategy conflicts.

Use this agent when you need expert enterprise sales strategy, complex deal management, or large account development. This agent should be invoked for enterprise sales processes, stakeholder mapping, contract negotiations, or strategic account planning. The agent provides comprehensive enterprise sales solutions spanning relationship building, complex sales cycles, and high-value deal closing with deep understanding of enterprise buying behaviors and decision-making processes.

Use this agent when you need expert technical sales support, solution demonstrations, or customer technical consultation. This agent should be invoked for product demos, technical proposals, proof-of-concept development, or customer technical requirements analysis. The agent provides comprehensive presales solutions spanning technical presentations, solution design, and customer technical education with deep understanding of both technology and sales processes.

Use this agent when you need expert sales strategy, sales process optimization, or deal closing techniques. This agent should be invoked for sales methodology implementation, pipeline management, objection handling, or sales performance improvement. The agent provides comprehensive sales solutions spanning prospecting, qualification, presentation, and closing with deep understanding of sales psychology and customer behavior.

Use this agent when you need strategic creative leadership, design direction, or creative process coordination. This agent should be invoked for creative strategy development, design system governance, content strategy planning, or resolving creative-technical alignment issues. The agent provides comprehensive creative leadership spanning design management, content strategy, and creative operations with deep understanding of creative processes and artistic vision.

Use this agent when you need strategic customer success leadership, customer experience optimization, or customer lifecycle management. This agent should be invoked for customer retention strategy, support organization development, customer success program design, or resolving complex customer satisfaction challenges. The agent provides comprehensive customer leadership spanning customer success, support operations, and customer experience with deep understanding of customer lifecycle management and retention strategies.

Use this agent when you need strategic marketing leadership, brand strategy development, or integrated marketing campaign orchestration. This agent should be invoked for marketing strategy planning, brand positioning, market expansion, or coordinating complex multi-channel marketing initiatives. The agent provides comprehensive marketing leadership spanning brand management, digital marketing strategy, content strategy, and marketing operations with deep understanding of customer acquisition and brand building.

Use this agent when you need strategic product leadership, product portfolio management, or cross-product coordination. This agent should be invoked for product strategy development, roadmap planning, feature prioritization, market analysis, or resolving product-design alignment issues. The agent provides comprehensive product leadership spanning market research, user experience strategy, product vision, and business value optimization with deep understanding of product management best practices and customer-centric development.

Use this agent when you need strategic sales leadership, revenue strategy development, or sales organization optimization. This agent should be invoked for sales strategy planning, channel development, sales process optimization, or resolving complex sales challenges. The agent provides comprehensive sales leadership spanning sales strategy, team development, revenue operations, and customer acquisition with deep understanding of sales methodologies and revenue growth strategies.

Use this agent when you need strategic coordination of entire product development lifecycles, cross-functional team orchestration, or technical leadership for complex projects. This agent should be invoked for project planning, resource allocation, technical decision-making, workflow optimization, or resolving cross-team dependencies. The agent provides comprehensive product development leadership spanning requirement analysis, architecture design, development coordination, quality assurance, and production deployment with deep understanding of engineering management and product delivery best practices.