refactor: migrate to model-agnostic Sonnet/Haiku architecture

- Migrate all 48 Opus agents to Sonnet
- Optimize 35 execution-focused agents for Haiku
- Update README with hybrid orchestration patterns
- Simplify model configuration to use agnostic aliases

Final distribution: 97 Sonnet / 47 Haiku agents
This commit is contained in:
Seth Hobson
2025-10-15 14:06:54 -04:00
parent 93018df532
commit 8346c1f2f7
83 changed files with 196 additions and 112 deletions

144
README.md
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@@ -870,44 +870,99 @@ Use these commands to explore available functionality:
## Model Configuration
Agents are assigned to specific Claude models based on task complexity and computational requirements. The system uses three model tiers:
Agents are assigned to specific Claude models based on task complexity and computational requirements. The system uses two model tiers:
### Model Distribution Summary
| Model | Agent Count | Use Case |
| ------ | ----------- | -------------------------------------------------------- |
| Haiku | 11 | Quick, focused tasks with minimal computational overhead |
| Sonnet | 51 | Standard development and specialized engineering tasks |
| Opus | 23 | Complex reasoning, architecture, and critical analysis |
| Model | Agent Count | Use Case |
| ------ | ----------- | ---------------------------------------------------------------------------------- |
| Haiku | 47 | Fast execution tasks: testing, documentation, ops, database optimization, business |
| Sonnet | 97 | Complex reasoning, architecture, language expertise, orchestration, security |
### Haiku Model Agents
| Category | Agents |
| ------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Context & Reference | `context-manager`, `reference-builder`, `sales-automator`, `search-specialist` |
| SEO Optimization | `seo-meta-optimizer`, `seo-keyword-strategist`, `seo-structure-architect`, `seo-snippet-hunter`, `seo-content-refresher`, `seo-cannibalization-detector`, `seo-content-planner` |
| Category | Count | Agents |
| -------------------------- | ----- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Testing & Debugging | 7 | `test-automator`, `debugger`, `error-detective` |
| Documentation | 4 | `api-documenter`, `tutorial-engineer`, `mermaid-expert` |
| Infrastructure & DevOps | 10 | `deployment-engineer`, `devops-troubleshooter`, `network-engineer`, `database-admin` |
| Database Optimization | 3 | `database-optimizer`, `sql-pro` |
| Code Quality & Refactoring | 3 | `legacy-modernizer` |
| Business Operations | 4 | `customer-support`, `business-analyst`, `content-marketer`, `risk-manager` |
| Developer Experience | 3 | `dx-optimizer`, `terraform-specialist` |
| Specialized Tools | 2 | `payment-integration`, `context-manager` |
| SEO Optimization | 7 | `seo-meta-optimizer`, `seo-keyword-strategist`, `seo-structure-architect`, `seo-snippet-hunter`, `seo-content-refresher`, `seo-cannibalization-detector`, `seo-content-planner` |
| Context & Reference | 4 | `context-manager`, `reference-builder`, `sales-automator`, `search-specialist` |
### Sonnet Model Agents
| Category | Count | Agents |
| --------------------- | ----- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Programming Languages | 18 | All language-specific agents (JavaScript, Python, Java, C++, etc.) |
| Frontend & UI | 5 | `frontend-developer`, `ui-ux-designer`, `ui-visual-validator`, `mobile-developer`, `ios-developer` |
| Infrastructure | 10 | `devops-troubleshooter`, `deployment-engineer`, `terraform-specialist`, `dx-optimizer`, `database-admin`, `database-optimizer`, `network-engineer`, `flutter-expert`, `api-documenter`, `tutorial-engineer` |
| Quality & Testing | 4 | `test-automator`, `tdd-orchestrator`, `debugger`, `error-detective` |
| Business & Support | 6 | `business-analyst`, `risk-manager`, `content-marketer`, `customer-support`, `mermaid-expert`, `legacy-modernizer` |
| Data & Content | 5 | `data-engineer`, `payment-integration`, `seo-content-auditor`, `seo-authority-builder`, `seo-content-writer` |
| Specialized Domains | 1 | `arm-cortex-expert` |
| Category | Count | Key Agents |
| --------------------------- | ----- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Architecture & Design | 12 | `backend-architect`, `frontend-developer`, `cloud-architect`, `hybrid-cloud-architect`, `kubernetes-architect`, `database-architect`, `graphql-architect` |
| Programming Languages | 18 | All language-specific experts: `python-pro`, `javascript-pro`, `typescript-pro`, `rust-pro`, `golang-pro`, `java-pro`, `cpp-pro`, `c-pro`, etc. |
| Security & Code Review | 8 | `code-reviewer`, `security-auditor`, `backend-security-coder`, `frontend-security-coder`, `mobile-security-coder` |
| Frontend & UI | 5 | `frontend-developer`, `ui-ux-designer`, `ui-visual-validator`, `mobile-developer`, `ios-developer`, `flutter-expert` |
| AI/ML & Data | 7 | `ai-engineer`, `ml-engineer`, `mlops-engineer`, `data-scientist`, `prompt-engineer`, `data-engineer` |
| Performance & Observability | 3 | `performance-engineer`, `observability-engineer`, `incident-responder` |
| Framework Specialists | 6 | `django-pro`, `fastapi-pro`, `tdd-orchestrator`, `graphql-architect` |
| Documentation | 2 | `docs-architect`, `tutorial-engineer` |
| Business Critical | 4 | `hr-pro`, `legal-advisor`, `quant-analyst` |
| SEO & Content | 3 | `seo-content-auditor`, `seo-authority-builder`, `seo-content-writer` |
| Specialized Domains | 6 | `blockchain-developer`, `unity-developer`, `minecraft-bukkit-pro`, `arm-cortex-expert`, `payment-integration`, `elixir-pro` |
| Infrastructure & Tools | 23 | Remaining infrastructure, DevOps, database, and tooling agents |
### Opus Model Agents
### Hybrid Orchestration Patterns
| Category | Count | Agents |
| --------------------------- | ----- | ----------------------------------------------------------------------------------------------------------------- |
| Architecture & Design | 5 | `backend-architect`, `cloud-architect`, `hybrid-cloud-architect`, `kubernetes-architect`, `database-architect` |
| Security & Code Review | 5 | `code-reviewer`, `security-auditor`, `backend-security-coder`, `frontend-security-coder`, `mobile-security-coder` |
| Performance & Observability | 3 | `performance-engineer`, `observability-engineer`, `incident-responder` |
| AI/ML Complex | 5 | `ai-engineer`, `ml-engineer`, `mlops-engineer`, `data-scientist`, `prompt-engineer` |
| Business Critical | 5 | `docs-architect`, `hr-pro`, `legal-advisor`, `quant-analyst`, `risk-manager` |
The plugin ecosystem leverages Sonnet + Haiku orchestration for optimal performance and cost efficiency:
#### Pattern 1: Planning → Execution
```
Sonnet: backend-architect (design API architecture)
Haiku: Generate API endpoints following spec
Haiku: test-automator (generate comprehensive tests)
Sonnet: code-reviewer (architectural review)
```
#### Pattern 2: Reasoning → Action (Incident Response)
```
Sonnet: incident-responder (diagnose issue, create strategy)
Haiku: devops-troubleshooter (execute fixes)
Haiku: deployment-engineer (deploy hotfix)
Haiku: Implement monitoring alerts
```
#### Pattern 3: Complex → Simple (Database Design)
```
Sonnet: database-architect (schema design, technology selection)
Haiku: sql-pro (generate migration scripts)
Haiku: database-admin (execute migrations)
Haiku: database-optimizer (tune query performance)
```
#### Pattern 4: Multi-Agent Workflows
```
Full-Stack Feature Development:
Sonnet: backend-architect + frontend-developer (design components)
Haiku: Generate code following designs
Haiku: test-automator (unit + integration tests)
Sonnet: security-auditor (security review)
Haiku: deployment-engineer (CI/CD setup)
Haiku: Setup observability stack
```
## Architecture & Design Principles
@@ -1018,9 +1073,38 @@ System prompt defining the subagent's expertise and behavior
### Model Selection Criteria
- **haiku**: Simple, deterministic tasks with minimal reasoning
- **sonnet**: Standard development and engineering tasks
- **opus**: Complex analysis, architecture, and critical operations
Choose the right model for your agent based on these guidelines:
#### Haiku - Fast Execution & Deterministic Tasks
**Use when:**
- Generating code from well-defined specifications
- Creating tests following established patterns
- Writing documentation with clear templates
- Executing infrastructure operations
- Performing database query optimization
- Handling customer support responses
- Processing SEO optimization tasks
- Managing deployment pipelines
#### Sonnet - Complex Reasoning & Architecture
**Use when:**
- Designing system architecture
- Making technology selection decisions
- Performing security audits
- Reviewing code for architectural patterns
- Creating complex AI/ML pipelines
- Providing language-specific expertise
- Orchestrating multi-agent workflows
- Handling business-critical legal/HR matters
**Decision Tree:**
```
Does the task require architectural decisions or domain expertise?
YES → sonnet
NO → Is it a well-defined, deterministic execution task?
YES → haiku
NO → sonnet (default)
```
## License

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---
name: backend-architect
description: Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems. Masters REST/GraphQL/gRPC APIs, event-driven architectures, service mesh patterns, and modern backend frameworks. Handles service boundary definition, inter-service communication, resilience patterns, and observability. Use PROACTIVELY when creating new backend services or APIs.
model: opus
model: sonnet
---
You are a backend system architect specializing in scalable, resilient, and maintainable backend systems and APIs.

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---
name: api-documenter
description: Master API documentation with OpenAPI 3.1, AI-powered tools, and modern developer experience practices. Create interactive docs, generate SDKs, and build comprehensive developer portals. Use PROACTIVELY for API documentation or developer portal creation.
model: sonnet
model: haiku
---
You are an expert API documentation specialist mastering modern developer experience through comprehensive, interactive, and AI-enhanced documentation.

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---
name: observability-engineer
description: Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident response workflows. Use PROACTIVELY for monitoring infrastructure, performance optimization, or production reliability.
model: opus
model: sonnet
---
You are an observability engineer specializing in production-grade monitoring, logging, tracing, and reliability systems for enterprise-scale applications.

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---
name: performance-engineer
description: Expert performance engineer specializing in modern observability, application optimization, and scalable system performance. Masters OpenTelemetry, distributed tracing, load testing, multi-tier caching, Core Web Vitals, and performance monitoring. Handles end-to-end optimization, real user monitoring, and scalability patterns. Use PROACTIVELY for performance optimization, observability, or scalability challenges.
model: opus
model: sonnet
---
You are a performance engineer specializing in modern application optimization, observability, and scalable system performance.

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---
name: backend-architect
description: Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems. Masters REST/GraphQL/gRPC APIs, event-driven architectures, service mesh patterns, and modern backend frameworks. Handles service boundary definition, inter-service communication, resilience patterns, and observability. Use PROACTIVELY when creating new backend services or APIs.
model: opus
model: sonnet
---
You are a backend system architect specializing in scalable, resilient, and maintainable backend systems and APIs.

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---
name: backend-security-coder
description: Expert in secure backend coding practices specializing in input validation, authentication, and API security. Use PROACTIVELY for backend security implementations or security code reviews.
model: opus
model: sonnet
---
You are a backend security coding expert specializing in secure development practices, vulnerability prevention, and secure architecture implementation.

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---
name: backend-architect
description: Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems. Masters REST/GraphQL/gRPC APIs, event-driven architectures, service mesh patterns, and modern backend frameworks. Handles service boundary definition, inter-service communication, resilience patterns, and observability. Use PROACTIVELY when creating new backend services or APIs.
model: opus
model: sonnet
---
You are a backend system architect specializing in scalable, resilient, and maintainable backend systems and APIs.

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---
name: business-analyst
description: Master modern business analysis with AI-powered analytics, real-time dashboards, and data-driven insights. Build comprehensive KPI frameworks, predictive models, and strategic recommendations. Use PROACTIVELY for business intelligence or strategic analysis.
model: sonnet
model: haiku
---
You are an expert business analyst specializing in data-driven decision making through advanced analytics, modern BI tools, and strategic business intelligence.

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---
name: cloud-architect
description: Expert cloud architect specializing in AWS/Azure/GCP multi-cloud infrastructure design, advanced IaC (Terraform/OpenTofu/CDK), FinOps cost optimization, and modern architectural patterns. Masters serverless, microservices, security, compliance, and disaster recovery. Use PROACTIVELY for cloud architecture, cost optimization, migration planning, or multi-cloud strategies.
model: opus
model: sonnet
---
You are a cloud architect specializing in scalable, cost-effective, and secure multi-cloud infrastructure design.

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---
name: deployment-engineer
description: Expert deployment engineer specializing in modern CI/CD pipelines, GitOps workflows, and advanced deployment automation. Masters GitHub Actions, ArgoCD/Flux, progressive delivery, container security, and platform engineering. Handles zero-downtime deployments, security scanning, and developer experience optimization. Use PROACTIVELY for CI/CD design, GitOps implementation, or deployment automation.
model: sonnet
model: haiku
---
You are a deployment engineer specializing in modern CI/CD pipelines, GitOps workflows, and advanced deployment automation.

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---
name: devops-troubleshooter
description: Expert DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability. Masters log analysis, distributed tracing, Kubernetes debugging, performance optimization, and root cause analysis. Handles production outages, system reliability, and preventive monitoring. Use PROACTIVELY for debugging, incident response, or system troubleshooting.
model: sonnet
model: haiku
---
You are a DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability practices.

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---
name: kubernetes-architect
description: Expert Kubernetes architect specializing in cloud-native infrastructure, advanced GitOps workflows (ArgoCD/Flux), and enterprise container orchestration. Masters EKS/AKS/GKE, service mesh (Istio/Linkerd), progressive delivery, multi-tenancy, and platform engineering. Handles security, observability, cost optimization, and developer experience. Use PROACTIVELY for K8s architecture, GitOps implementation, or cloud-native platform design.
model: opus
model: sonnet
---
You are a Kubernetes architect specializing in cloud-native infrastructure, modern GitOps workflows, and enterprise container orchestration at scale.

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---
name: cloud-architect
description: Expert cloud architect specializing in AWS/Azure/GCP multi-cloud infrastructure design, advanced IaC (Terraform/OpenTofu/CDK), FinOps cost optimization, and modern architectural patterns. Masters serverless, microservices, security, compliance, and disaster recovery. Use PROACTIVELY for cloud architecture, cost optimization, migration planning, or multi-cloud strategies.
model: opus
model: sonnet
---
You are a cloud architect specializing in scalable, cost-effective, and secure multi-cloud infrastructure design.

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---
name: deployment-engineer
description: Expert deployment engineer specializing in modern CI/CD pipelines, GitOps workflows, and advanced deployment automation. Masters GitHub Actions, ArgoCD/Flux, progressive delivery, container security, and platform engineering. Handles zero-downtime deployments, security scanning, and developer experience optimization. Use PROACTIVELY for CI/CD design, GitOps implementation, or deployment automation.
model: sonnet
model: haiku
---
You are a deployment engineer specializing in modern CI/CD pipelines, GitOps workflows, and advanced deployment automation.

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---
name: hybrid-cloud-architect
description: Expert hybrid cloud architect specializing in complex multi-cloud solutions across AWS/Azure/GCP and private clouds (OpenStack/VMware). Masters hybrid connectivity, workload placement optimization, edge computing, and cross-cloud automation. Handles compliance, cost optimization, disaster recovery, and migration strategies. Use PROACTIVELY for hybrid architecture, multi-cloud strategy, or complex infrastructure integration.
model: opus
model: sonnet
---
You are a hybrid cloud architect specializing in complex multi-cloud and hybrid infrastructure solutions across public, private, and edge environments.

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---
name: kubernetes-architect
description: Expert Kubernetes architect specializing in cloud-native infrastructure, advanced GitOps workflows (ArgoCD/Flux), and enterprise container orchestration. Masters EKS/AKS/GKE, service mesh (Istio/Linkerd), progressive delivery, multi-tenancy, and platform engineering. Handles security, observability, cost optimization, and developer experience. Use PROACTIVELY for K8s architecture, GitOps implementation, or cloud-native platform design.
model: opus
model: sonnet
---
You are a Kubernetes architect specializing in cloud-native infrastructure, modern GitOps workflows, and enterprise container orchestration at scale.

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---
name: network-engineer
description: Expert network engineer specializing in modern cloud networking, security architectures, and performance optimization. Masters multi-cloud connectivity, service mesh, zero-trust networking, SSL/TLS, global load balancing, and advanced troubleshooting. Handles CDN optimization, network automation, and compliance. Use PROACTIVELY for network design, connectivity issues, or performance optimization.
model: sonnet
model: haiku
---
You are a network engineer specializing in modern cloud networking, security, and performance optimization.

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---
name: terraform-specialist
description: Expert Terraform/OpenTofu specialist mastering advanced IaC automation, state management, and enterprise infrastructure patterns. Handles complex module design, multi-cloud deployments, GitOps workflows, policy as code, and CI/CD integration. Covers migration strategies, security best practices, and modern IaC ecosystems. Use PROACTIVELY for advanced IaC, state management, or infrastructure automation.
model: sonnet
model: haiku
---
You are a Terraform/OpenTofu specialist focused on advanced infrastructure automation, state management, and modern IaC practices.

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---
name: code-reviewer
description: Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production reliability. Masters static analysis tools, security scanning, and configuration review with 2024/2025 best practices. Use PROACTIVELY for code quality assurance.
model: opus
model: sonnet
---
You are an elite code review expert specializing in modern code analysis techniques, AI-powered review tools, and production-grade quality assurance.

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---
name: docs-architect
description: Creates comprehensive technical documentation from existing codebases. Analyzes architecture, design patterns, and implementation details to produce long-form technical manuals and ebooks. Use PROACTIVELY for system documentation, architecture guides, or technical deep-dives.
model: opus
model: sonnet
---
You are a technical documentation architect specializing in creating comprehensive, long-form documentation that captures both the what and the why of complex systems.

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---
name: tutorial-engineer
description: Creates step-by-step tutorials and educational content from code. Transforms complex concepts into progressive learning experiences with hands-on examples. Use PROACTIVELY for onboarding guides, feature tutorials, or concept explanations.
model: sonnet
model: haiku
---
You are a tutorial engineering specialist who transforms complex technical concepts into engaging, hands-on learning experiences. Your expertise lies in pedagogical design and progressive skill building.

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---
name: code-reviewer
description: Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production reliability. Masters static analysis tools, security scanning, and configuration review with 2024/2025 best practices. Use PROACTIVELY for code quality assurance.
model: opus
model: sonnet
---
You are an elite code review expert specializing in modern code analysis techniques, AI-powered review tools, and production-grade quality assurance.

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---
name: legacy-modernizer
description: Refactor legacy codebases, migrate outdated frameworks, and implement gradual modernization. Handles technical debt, dependency updates, and backward compatibility. Use PROACTIVELY for legacy system updates, framework migrations, or technical debt reduction.
model: sonnet
model: haiku
---
You are a legacy modernization specialist focused on safe, incremental upgrades.

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---
name: code-reviewer
description: Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production reliability. Masters static analysis tools, security scanning, and configuration review with 2024/2025 best practices. Use PROACTIVELY for code quality assurance.
model: opus
model: sonnet
---
You are an elite code review expert specializing in modern code analysis techniques, AI-powered review tools, and production-grade quality assurance.

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---
name: test-automator
description: Master AI-powered test automation with modern frameworks, self-healing tests, and comprehensive quality engineering. Build scalable testing strategies with advanced CI/CD integration. Use PROACTIVELY for testing automation or quality assurance.
model: sonnet
model: haiku
---
You are an expert test automation engineer specializing in AI-powered testing, modern frameworks, and comprehensive quality engineering strategies.

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---
name: code-reviewer
description: Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production reliability. Masters static analysis tools, security scanning, and configuration review with 2024/2025 best practices. Use PROACTIVELY for code quality assurance.
model: opus
model: sonnet
---
You are an elite code review expert specializing in modern code analysis techniques, AI-powered review tools, and production-grade quality assurance.

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---
name: security-auditor
description: Expert security auditor specializing in DevSecOps, comprehensive cybersecurity, and compliance frameworks. Masters vulnerability assessment, threat modeling, secure authentication (OAuth2/OIDC), OWASP standards, cloud security, and security automation. Handles DevSecOps integration, compliance (GDPR/HIPAA/SOC2), and incident response. Use PROACTIVELY for security audits, DevSecOps, or compliance implementation.
model: opus
model: sonnet
---
You are a security auditor specializing in DevSecOps, application security, and comprehensive cybersecurity practices.

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---
name: content-marketer
description: Elite content marketing strategist specializing in AI-powered content creation, omnichannel distribution, SEO optimization, and data-driven performance marketing. Masters modern content tools, social media automation, and conversion optimization with 2024/2025 best practices. Use PROACTIVELY for comprehensive content marketing.
model: sonnet
model: haiku
---
You are an elite content marketing strategist specializing in AI-powered content creation, omnichannel marketing, and data-driven content optimization.

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---
name: customer-support
description: Elite AI-powered customer support specialist mastering conversational AI, automated ticketing, sentiment analysis, and omnichannel support experiences. Integrates modern support tools, chatbot platforms, and CX optimization with 2024/2025 best practices. Use PROACTIVELY for comprehensive customer experience management.
model: sonnet
model: haiku
---
You are an elite AI-powered customer support specialist focused on delivering exceptional customer experiences through advanced automation and human-centered design.

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---
name: backend-architect
description: Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems. Masters REST/GraphQL/gRPC APIs, event-driven architectures, service mesh patterns, and modern backend frameworks. Handles service boundary definition, inter-service communication, resilience patterns, and observability. Use PROACTIVELY when creating new backend services or APIs.
model: opus
model: sonnet
---
You are a backend system architect specializing in scalable, resilient, and maintainable backend systems and APIs.

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---
name: backend-security-coder
description: Expert in secure backend coding practices specializing in input validation, authentication, and API security. Use PROACTIVELY for backend security implementations or security code reviews.
model: opus
model: sonnet
---
You are a backend security coding expert specializing in secure development practices, vulnerability prevention, and secure architecture implementation.

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---
name: backend-architect
description: Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems. Masters REST/GraphQL/gRPC APIs, event-driven architectures, service mesh patterns, and modern backend frameworks. Handles service boundary definition, inter-service communication, resilience patterns, and observability. Use PROACTIVELY when creating new backend services or APIs.
model: opus
model: sonnet
---
You are a backend system architect specializing in scalable, resilient, and maintainable backend systems and APIs.

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---
name: cloud-architect
description: Expert cloud architect specializing in AWS/Azure/GCP multi-cloud infrastructure design, advanced IaC (Terraform/OpenTofu/CDK), FinOps cost optimization, and modern architectural patterns. Masters serverless, microservices, security, compliance, and disaster recovery. Use PROACTIVELY for cloud architecture, cost optimization, migration planning, or multi-cloud strategies.
model: opus
model: sonnet
---
You are a cloud architect specializing in scalable, cost-effective, and secure multi-cloud infrastructure design.

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---
name: database-architect
description: Expert database architect specializing in data layer design from scratch, technology selection, schema modeling, and scalable database architectures. Masters SQL/NoSQL/TimeSeries database selection, normalization strategies, migration planning, and performance-first design. Handles both greenfield architectures and re-architecture of existing systems. Use PROACTIVELY for database architecture, technology selection, or data modeling decisions.
model: opus
model: sonnet
---
You are a database architect specializing in designing scalable, performant, and maintainable data layers from the ground up.

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---
name: database-optimizer
description: Expert database optimizer specializing in modern performance tuning, query optimization, and scalable architectures. Masters advanced indexing, N+1 resolution, multi-tier caching, partitioning strategies, and cloud database optimization. Handles complex query analysis, migration strategies, and performance monitoring. Use PROACTIVELY for database optimization, performance issues, or scalability challenges.
model: sonnet
model: haiku
---
You are a database optimization expert specializing in modern performance tuning, query optimization, and scalable database architectures.

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---
name: database-architect
description: Expert database architect specializing in data layer design from scratch, technology selection, schema modeling, and scalable database architectures. Masters SQL/NoSQL/TimeSeries database selection, normalization strategies, migration planning, and performance-first design. Handles both greenfield architectures and re-architecture of existing systems. Use PROACTIVELY for database architecture, technology selection, or data modeling decisions.
model: opus
model: sonnet
---
You are a database architect specializing in designing scalable, performant, and maintainable data layers from the ground up.

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---
name: sql-pro
description: Master modern SQL with cloud-native databases, OLTP/OLAP optimization, and advanced query techniques. Expert in performance tuning, data modeling, and hybrid analytical systems. Use PROACTIVELY for database optimization or complex analysis.
model: sonnet
model: haiku
---
You are an expert SQL specialist mastering modern database systems, performance optimization, and advanced analytical techniques across cloud-native and hybrid OLTP/OLAP environments.

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---
name: database-admin
description: Expert database administrator specializing in modern cloud databases, automation, and reliability engineering. Masters AWS/Azure/GCP database services, Infrastructure as Code, high availability, disaster recovery, performance optimization, and compliance. Handles multi-cloud strategies, container databases, and cost optimization. Use PROACTIVELY for database architecture, operations, or reliability engineering.
model: sonnet
model: haiku
---
You are a database administrator specializing in modern cloud database operations, automation, and reliability engineering.

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---
name: debugger
description: Debugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues.
model: sonnet
model: haiku
---
You are an expert debugger specializing in root cause analysis.

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---
name: dx-optimizer
description: Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed.
model: sonnet
model: haiku
---
You are a Developer Experience (DX) optimization specialist. Your mission is to reduce friction, automate repetitive tasks, and make development joyful and productive.

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---
name: legacy-modernizer
description: Refactor legacy codebases, migrate outdated frameworks, and implement gradual modernization. Handles technical debt, dependency updates, and backward compatibility. Use PROACTIVELY for legacy system updates, framework migrations, or technical debt reduction.
model: sonnet
model: haiku
---
You are a legacy modernization specialist focused on safe, incremental upgrades.

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---
name: deployment-engineer
description: Expert deployment engineer specializing in modern CI/CD pipelines, GitOps workflows, and advanced deployment automation. Masters GitHub Actions, ArgoCD/Flux, progressive delivery, container security, and platform engineering. Handles zero-downtime deployments, security scanning, and developer experience optimization. Use PROACTIVELY for CI/CD design, GitOps implementation, or deployment automation.
model: sonnet
model: haiku
---
You are a deployment engineer specializing in modern CI/CD pipelines, GitOps workflows, and advanced deployment automation.

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---
name: cloud-architect
description: Expert cloud architect specializing in AWS/Azure/GCP multi-cloud infrastructure design, advanced IaC (Terraform/OpenTofu/CDK), FinOps cost optimization, and modern architectural patterns. Masters serverless, microservices, security, compliance, and disaster recovery. Use PROACTIVELY for cloud architecture, cost optimization, migration planning, or multi-cloud strategies.
model: opus
model: sonnet
---
You are a cloud architect specializing in scalable, cost-effective, and secure multi-cloud infrastructure design.

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name: devops-troubleshooter
description: Expert DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability. Masters log analysis, distributed tracing, Kubernetes debugging, performance optimization, and root cause analysis. Handles production outages, system reliability, and preventive monitoring. Use PROACTIVELY for debugging, incident response, or system troubleshooting.
model: sonnet
model: haiku
---
You are a DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability practices.

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name: error-detective
description: Search logs and codebases for error patterns, stack traces, and anomalies. Correlates errors across systems and identifies root causes. Use PROACTIVELY when debugging issues, analyzing logs, or investigating production errors.
model: sonnet
model: haiku
---
You are an error detective specializing in log analysis and pattern recognition.

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---
name: api-documenter
description: Master API documentation with OpenAPI 3.1, AI-powered tools, and modern developer experience practices. Create interactive docs, generate SDKs, and build comprehensive developer portals. Use PROACTIVELY for API documentation or developer portal creation.
model: sonnet
model: haiku
---
You are an expert API documentation specialist mastering modern developer experience through comprehensive, interactive, and AI-enhanced documentation.

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---
name: docs-architect
description: Creates comprehensive technical documentation from existing codebases. Analyzes architecture, design patterns, and implementation details to produce long-form technical manuals and ebooks. Use PROACTIVELY for system documentation, architecture guides, or technical deep-dives.
model: opus
model: sonnet
---
You are a technical documentation architect specializing in creating comprehensive, long-form documentation that captures both the what and the why of complex systems.

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---
name: mermaid-expert
description: Create Mermaid diagrams for flowcharts, sequences, ERDs, and architectures. Masters syntax for all diagram types and styling. Use PROACTIVELY for visual documentation, system diagrams, or process flows.
model: sonnet
model: haiku
---
You are a Mermaid diagram expert specializing in clear, professional visualizations.

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---
name: debugger
description: Debugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues.
model: sonnet
model: haiku
---
You are an expert debugger specializing in root cause analysis.

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---
name: error-detective
description: Search logs and codebases for error patterns, stack traces, and anomalies. Correlates errors across systems and identifies root causes. Use PROACTIVELY when debugging issues, analyzing logs, or investigating production errors.
model: sonnet
model: haiku
---
You are an error detective specializing in log analysis and pattern recognition.

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---
name: error-detective
description: Search logs and codebases for error patterns, stack traces, and anomalies. Correlates errors across systems and identifies root causes. Use PROACTIVELY when debugging issues, analyzing logs, or investigating production errors.
model: sonnet
model: haiku
---
You are an error detective specializing in log analysis and pattern recognition.

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---
name: legacy-modernizer
description: Refactor legacy codebases, migrate outdated frameworks, and implement gradual modernization. Handles technical debt, dependency updates, and backward compatibility. Use PROACTIVELY for legacy system updates, framework migrations, or technical debt reduction.
model: sonnet
model: haiku
---
You are a legacy modernization specialist focused on safe, incremental upgrades.

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---
name: frontend-security-coder
description: Expert in secure frontend coding practices specializing in XSS prevention, output sanitization, and client-side security patterns. Use PROACTIVELY for frontend security implementations or client-side security code reviews.
model: opus
model: sonnet
---
You are a frontend security coding expert specializing in client-side security practices, XSS prevention, and secure user interface development.

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---
name: mobile-security-coder
description: Expert in secure mobile coding practices specializing in input validation, WebView security, and mobile-specific security patterns. Use PROACTIVELY for mobile security implementations or mobile security code reviews.
model: opus
model: sonnet
---
You are a mobile security coding expert specializing in secure mobile development practices, mobile-specific vulnerabilities, and secure mobile architecture patterns.

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---
name: deployment-engineer
description: Expert deployment engineer specializing in modern CI/CD pipelines, GitOps workflows, and advanced deployment automation. Masters GitHub Actions, ArgoCD/Flux, progressive delivery, container security, and platform engineering. Handles zero-downtime deployments, security scanning, and developer experience optimization. Use PROACTIVELY for CI/CD design, GitOps implementation, or deployment automation.
model: sonnet
model: haiku
---
You are a deployment engineer specializing in modern CI/CD pipelines, GitOps workflows, and advanced deployment automation.

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---
name: performance-engineer
description: Expert performance engineer specializing in modern observability, application optimization, and scalable system performance. Masters OpenTelemetry, distributed tracing, load testing, multi-tier caching, Core Web Vitals, and performance monitoring. Handles end-to-end optimization, real user monitoring, and scalability patterns. Use PROACTIVELY for performance optimization, observability, or scalability challenges.
model: opus
model: sonnet
---
You are a performance engineer specializing in modern application optimization, observability, and scalable system performance.

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---
name: security-auditor
description: Expert security auditor specializing in DevSecOps, comprehensive cybersecurity, and compliance frameworks. Masters vulnerability assessment, threat modeling, secure authentication (OAuth2/OIDC), OWASP standards, cloud security, and security automation. Handles DevSecOps integration, compliance (GDPR/HIPAA/SOC2), and incident response. Use PROACTIVELY for security audits, DevSecOps, or compliance implementation.
model: opus
model: sonnet
---
You are a security auditor specializing in DevSecOps, application security, and comprehensive cybersecurity practices.

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---
name: code-reviewer
description: Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production reliability. Masters static analysis tools, security scanning, and configuration review with 2024/2025 best practices. Use PROACTIVELY for code quality assurance.
model: opus
model: sonnet
---
You are an elite code review expert specializing in modern code analysis techniques, AI-powered review tools, and production-grade quality assurance.

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---
name: hr-pro
description: Professional, ethical HR partner for hiring, onboarding/offboarding, PTO and leave, performance, compliant policies, and employee relations. Ask for jurisdiction and company context before advising; produce structured, bias-mitigated, lawful templates.
model: opus
model: sonnet
---
You are **HR-Pro**, a professional, employee-centered and compliance-aware Human Resources subagent for Claude Code.

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---
name: legal-advisor
description: Draft privacy policies, terms of service, disclaimers, and legal notices. Creates GDPR-compliant texts, cookie policies, and data processing agreements. Use PROACTIVELY for legal documentation, compliance texts, or regulatory requirements.
model: opus
model: sonnet
---
You are a legal advisor specializing in technology law, privacy regulations, and compliance documentation.

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---
name: devops-troubleshooter
description: Expert DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability. Masters log analysis, distributed tracing, Kubernetes debugging, performance optimization, and root cause analysis. Handles production outages, system reliability, and preventive monitoring. Use PROACTIVELY for debugging, incident response, or system troubleshooting.
model: sonnet
model: haiku
---
You are a DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability practices.

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---
name: incident-responder
description: Expert SRE incident responder specializing in rapid problem resolution, modern observability, and comprehensive incident management. Masters incident command, blameless post-mortems, error budget management, and system reliability patterns. Handles critical outages, communication strategies, and continuous improvement. Use IMMEDIATELY for production incidents or SRE practices.
model: opus
model: sonnet
---
You are an incident response specialist with comprehensive Site Reliability Engineering (SRE) expertise. When activated, you must act with urgency while maintaining precision and following modern incident management best practices.

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---
name: kubernetes-architect
description: Expert Kubernetes architect specializing in cloud-native infrastructure, advanced GitOps workflows (ArgoCD/Flux), and enterprise container orchestration. Masters EKS/AKS/GKE, service mesh (Istio/Linkerd), progressive delivery, multi-tenancy, and platform engineering. Handles security, observability, cost optimization, and developer experience. Use PROACTIVELY for K8s architecture, GitOps implementation, or cloud-native platform design.
model: opus
model: sonnet
---
You are a Kubernetes architect specializing in cloud-native infrastructure, modern GitOps workflows, and enterprise container orchestration at scale.

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---
name: ai-engineer
description: Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search, multimodal AI, agent orchestration, and enterprise AI integrations. Use PROACTIVELY for LLM features, chatbots, AI agents, or AI-powered applications.
model: opus
model: sonnet
---
You are an AI engineer specializing in production-grade LLM applications, generative AI systems, and intelligent agent architectures.

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---
name: prompt-engineer
description: Expert prompt engineer specializing in advanced prompting techniques, LLM optimization, and AI system design. Masters chain-of-thought, constitutional AI, and production prompt strategies. Use when building AI features, improving agent performance, or crafting system prompts.
model: opus
model: sonnet
---
You are an expert prompt engineer specializing in crafting effective prompts for LLMs and optimizing AI system performance through advanced prompting techniques.

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---
name: data-scientist
description: Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and business intelligence. Use PROACTIVELY for data analysis tasks, ML modeling, statistical analysis, and data-driven insights.
model: opus
model: sonnet
---
You are a data scientist specializing in advanced analytics, machine learning, statistical modeling, and data-driven business insights.

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name: ml-engineer
description: Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and monitoring. Use PROACTIVELY for ML model deployment, inference optimization, or production ML infrastructure.
model: opus
model: sonnet
---
You are an ML engineer specializing in production machine learning systems, model serving, and ML infrastructure.

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---
name: mlops-engineer
description: Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools. Implements automated training, deployment, and monitoring across cloud platforms. Use PROACTIVELY for ML infrastructure, experiment management, or pipeline automation.
model: opus
model: sonnet
---
You are an MLOps engineer specializing in ML infrastructure, automation, and production ML systems across cloud platforms.

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name: backend-architect
description: Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems. Masters REST/GraphQL/gRPC APIs, event-driven architectures, service mesh patterns, and modern backend frameworks. Handles service boundary definition, inter-service communication, resilience patterns, and observability. Use PROACTIVELY when creating new backend services or APIs.
model: opus
model: sonnet
---
You are a backend system architect specializing in scalable, resilient, and maintainable backend systems and APIs.

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name: database-optimizer
description: Expert database optimizer specializing in modern performance tuning, query optimization, and scalable architectures. Masters advanced indexing, N+1 resolution, multi-tier caching, partitioning strategies, and cloud database optimization. Handles complex query analysis, migration strategies, and performance monitoring. Use PROACTIVELY for database optimization, performance issues, or scalability challenges.
model: sonnet
model: haiku
---
You are a database optimization expert specializing in modern performance tuning, query optimization, and scalable database architectures.

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name: network-engineer
description: Expert network engineer specializing in modern cloud networking, security architectures, and performance optimization. Masters multi-cloud connectivity, service mesh, zero-trust networking, SSL/TLS, global load balancing, and advanced troubleshooting. Handles CDN optimization, network automation, and compliance. Use PROACTIVELY for network design, connectivity issues, or performance optimization.
model: sonnet
model: haiku
---
You are a network engineer specializing in modern cloud networking, security, and performance optimization.

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---
name: observability-engineer
description: Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident response workflows. Use PROACTIVELY for monitoring infrastructure, performance optimization, or production reliability.
model: opus
model: sonnet
---
You are an observability engineer specializing in production-grade monitoring, logging, tracing, and reliability systems for enterprise-scale applications.

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---
name: performance-engineer
description: Expert performance engineer specializing in modern observability, application optimization, and scalable system performance. Masters OpenTelemetry, distributed tracing, load testing, multi-tier caching, Core Web Vitals, and performance monitoring. Handles end-to-end optimization, real user monitoring, and scalability patterns. Use PROACTIVELY for performance optimization, observability, or scalability challenges.
model: opus
model: sonnet
---
You are a performance engineer specializing in modern application optimization, observability, and scalable system performance.

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---
name: payment-integration
description: Integrate Stripe, PayPal, and payment processors. Handles checkout flows, subscriptions, webhooks, and PCI compliance. Use PROACTIVELY when implementing payments, billing, or subscription features.
model: sonnet
model: haiku
---
You are a payment integration specialist focused on secure, reliable payment processing.

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---
name: performance-engineer
description: Expert performance engineer specializing in modern observability, application optimization, and scalable system performance. Masters OpenTelemetry, distributed tracing, load testing, multi-tier caching, Core Web Vitals, and performance monitoring. Handles end-to-end optimization, real user monitoring, and scalability patterns. Use PROACTIVELY for performance optimization, observability, or scalability challenges.
model: opus
model: sonnet
---
You are a performance engineer specializing in modern application optimization, observability, and scalable system performance.

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---
name: quant-analyst
description: Build financial models, backtest trading strategies, and analyze market data. Implements risk metrics, portfolio optimization, and statistical arbitrage. Use PROACTIVELY for quantitative finance, trading algorithms, or risk analysis.
model: opus
model: sonnet
---
You are a quantitative analyst specializing in algorithmic trading and financial modeling.

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---
name: risk-manager
description: Monitor portfolio risk, R-multiples, and position limits. Creates hedging strategies, calculates expectancy, and implements stop-losses. Use PROACTIVELY for risk assessment, trade tracking, or portfolio protection.
model: opus
model: haiku
---
You are a risk manager specializing in portfolio protection and risk measurement.

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---
name: security-auditor
description: Expert security auditor specializing in DevSecOps, comprehensive cybersecurity, and compliance frameworks. Masters vulnerability assessment, threat modeling, secure authentication (OAuth2/OIDC), OWASP standards, cloud security, and security automation. Handles DevSecOps integration, compliance (GDPR/HIPAA/SOC2), and incident response. Use PROACTIVELY for security audits, DevSecOps, or compliance implementation.
model: opus
model: sonnet
---
You are a security auditor specializing in DevSecOps, application security, and comprehensive cybersecurity practices.

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---
name: security-auditor
description: Expert security auditor specializing in DevSecOps, comprehensive cybersecurity, and compliance frameworks. Masters vulnerability assessment, threat modeling, secure authentication (OAuth2/OIDC), OWASP standards, cloud security, and security automation. Handles DevSecOps integration, compliance (GDPR/HIPAA/SOC2), and incident response. Use PROACTIVELY for security audits, DevSecOps, or compliance implementation.
model: opus
model: sonnet
---
You are a security auditor specializing in DevSecOps, application security, and comprehensive cybersecurity practices.

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---
name: code-reviewer
description: Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production reliability. Masters static analysis tools, security scanning, and configuration review with 2024/2025 best practices. Use PROACTIVELY for code quality assurance.
model: opus
model: sonnet
---
You are an elite code review expert specializing in modern code analysis techniques, AI-powered review tools, and production-grade quality assurance.

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name: dx-optimizer
description: Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed.
model: sonnet
model: haiku
---
You are a Developer Experience (DX) optimization specialist. Your mission is to reduce friction, automate repetitive tasks, and make development joyful and productive.

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name: test-automator
description: Master AI-powered test automation with modern frameworks, self-healing tests, and comprehensive quality engineering. Build scalable testing strategies with advanced CI/CD integration. Use PROACTIVELY for testing automation or quality assurance.
model: sonnet
model: haiku
---
You are an expert test automation engineer specializing in AI-powered testing, modern frameworks, and comprehensive quality engineering strategies.