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feat: implement three-tier model strategy with Opus 4.5 (#139)
* feat: implement three-tier model strategy with Opus 4.5 This implements a strategic model selection approach based on agent complexity and use case, addressing Issue #136. Three-Tier Strategy: - Tier 1 (opus): 17 critical agents for architecture, security, code review - Tier 2 (inherit): 21 complex agents where users choose their model - Tier 3 (sonnet): 63 routine development agents (unchanged) - Tier 4 (haiku): 47 fast operational agents (unchanged) Why Opus 4.5 for Tier 1: - 80.9% on SWE-bench (industry-leading for code) - 65% fewer tokens for long-horizon tasks - Superior reasoning for architectural decisions Changes: - Update architect-review, cloud-architect, kubernetes-architect, database-architect, security-auditor, code-reviewer to opus - Update backend-architect, performance-engineer, ai-engineer, prompt-engineer, ml-engineer, mlops-engineer, data-scientist, blockchain-developer, quant-analyst, risk-manager, sql-pro, database-optimizer to inherit - Update README with three-tier model documentation Relates to #136 * feat: comprehensive model tier redistribution for Opus 4.5 This commit implements a strategic rebalancing of agent model assignments, significantly increasing the use of Opus 4.5 for critical coding tasks while ensuring Sonnet is used more than Haiku for support tasks. Final Distribution (153 total agent files): - Tier 1 Opus: 42 agents (27.5%) - All production coding + critical architecture - Tier 2 Inherit: 42 agents (27.5%) - Complex tasks, user-choosable - Tier 3 Sonnet: 38 agents (24.8%) - Support tasks needing intelligence - Tier 4 Haiku: 31 agents (20.3%) - Simple operational tasks Key Changes: Tier 1 (Opus) - Production Coding + Critical Review: - ALL code-reviewers (6 total): Ensures highest quality code review across all contexts (comprehensive, git PR, code docs, codebase cleanup, refactoring, TDD) - All major language pros (7): python, golang, rust, typescript, cpp, java, c - Framework specialists (6): django (2), fastapi (2), graphql-architect (2) - Complex specialists (6): terraform-specialist (3), tdd-orchestrator (2), data-engineer - Blockchain: blockchain-developer (smart contracts are critical) - Game dev (2): unity-developer, minecraft-bukkit-pro - Architecture (existing): architect-review, cloud-architect, kubernetes-architect, hybrid-cloud-architect, database-architect, security-auditor Tier 2 (Inherit) - User Flexibility: - Secondary languages (6): javascript, scala, csharp, ruby, php, elixir - All frontend/mobile (8): frontend-developer (4), mobile-developer (2), flutter-expert, ios-developer - Specialized (6): observability-engineer (2), temporal-python-pro, arm-cortex-expert, context-manager (2), database-optimizer (2) - AI/ML, backend-architect, performance-engineer, quant/risk (existing) Tier 3 (Sonnet) - Intelligent Support: - Documentation (4): docs-architect (2), tutorial-engineer (2) - Testing (2): test-automator (2) - Developer experience (3): dx-optimizer (2), business-analyst - Modernization (4): legacy-modernizer (3), database-admin - Other support agents (existing) Tier 4 (Haiku) - Simple Operations: - SEO/Marketing (10): All SEO agents, content, search - Deployment (4): deployment-engineer (4 instances) - Debugging (5): debugger (2), error-detective (3) - DevOps (3): devops-troubleshooter (3) - Other simple operational tasks Rationale: - Opus 4.5 achieves 80.9% on SWE-bench with 65% fewer tokens on complex tasks - Production code deserves the best model: all language pros now on Opus - All code review uses Opus for maximum quality and security - Sonnet > Haiku (38 vs 31) ensures better intelligence for support tasks - Inherit tier gives users cost control for frontend, mobile, and specialized tasks Related: #136, #132 * feat: upgrade final 13 agents from Haiku to Sonnet Based on research into Haiku 4.5 vs Sonnet 4.5 capabilities, upgraded agents requiring deep analytical intelligence from Haiku to Sonnet. Research Findings: - Haiku 4.5: 73.3% SWE-bench, 3-5x faster, 1/3 cost, sub-200ms responses - Best for Haiku: Real-time apps, data extraction, templates, high-volume ops - Best for Sonnet: Complex reasoning, root cause analysis, strategic planning Agents Upgraded (13 total): - Debugging (5): debugger (2), error-detective (3) - Complex root cause analysis - DevOps (3): devops-troubleshooter (3) - System diagnostics & troubleshooting - Network (2): network-engineer (2) - Complex network analysis & optimization - API Documentation (2): api-documenter (2) - Deep API understanding required - Payments (1): payment-integration - Critical financial integration Final Distribution (153 total): - Tier 1 Opus: 42 agents (27.5%) - Production coding + critical architecture - Tier 2 Inherit: 42 agents (27.5%) - Complex tasks, user-choosable - Tier 3 Sonnet: 51 agents (33.3%) - Support tasks needing intelligence - Tier 4 Haiku: 18 agents (11.8%) - Fast operational tasks only Haiku Now Reserved For: - SEO/Marketing (8): Pattern matching, data extraction, content templates - Deployment (4): Operational execution tasks - Simple Docs (3): reference-builder, mermaid-expert, c4-code - Sales/Support (2): High-volume, template-based interactions - Search (1): Knowledge retrieval Sonnet > Haiku as requested (51 vs 18) Sources: - https://www.creolestudios.com/claude-haiku-4-5-vs-sonnet-4-5-comparison/ - https://www.anthropic.com/news/claude-haiku-4-5 - https://caylent.com/blog/claude-haiku-4-5-deep-dive-cost-capabilities-and-the-multi-agent-opportunity Related: #136 * docs: add cost considerations and clarify inherit behavior Addresses PR feedback: - Added comprehensive cost comparison for all model tiers - Documented how 'inherit' model works (uses session default, falls back to Sonnet) - Explained cost optimization strategies - Clarified when Opus token efficiency offsets higher rate This helps users make informed decisions about model selection and cost control.
This commit is contained in:
Seth Hobson
37
README.md
37
README.md
@@ -1,10 +1,9 @@
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# Claude Code Plugins: Orchestration and Automation
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> **⚡ Updated for Opus 4.5, Sonnet 4.5 & Haiku 4.5** — Three-tier model strategy for optimal performance
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[](https://smithery.ai/skills?ns=wshobson&utm_source=github&utm_medium=badge)
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> **⚡ Updated for Sonnet 4.5 & Haiku 4.5** — All agents optimized for latest models with hybrid orchestration
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>
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> **🎯 Agent Skills Enabled** — 47 specialized skills extend Claude's capabilities across plugins with progressive disclosure
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A comprehensive production-ready system combining **91 specialized AI agents**, **15 multi-agent workflow orchestrators**, **47 agent skills**, and **45 development tools** organized into **65 focused, single-purpose plugins** for [Claude Code](https://docs.claude.com/en/docs/claude-code/overview).
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@@ -125,15 +124,39 @@ Specialized knowledge packages following Anthropic's progressive disclosure arch
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[→ View complete skills documentation](docs/agent-skills.md)
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### Hybrid Model Orchestration
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### Three-Tier Model Strategy
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Strategic model assignment for optimal performance and cost:
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- **48 Haiku agents** - Fast execution for deterministic tasks
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- **100 Sonnet agents** - Complex reasoning and architecture
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| Tier | Model | Agents | Use Case |
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|------|-------|--------|----------|
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| **Tier 1** | Opus 4.5 | 42 | Critical architecture, security, ALL code review, production coding (language pros, frameworks) |
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| **Tier 2** | Inherit | 42 | Complex tasks - user chooses model (AI/ML, backend, frontend/mobile, specialized) |
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| **Tier 3** | Sonnet | 51 | Support with intelligence (docs, testing, debugging, network, API docs, DX, legacy, payments) |
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| **Tier 4** | Haiku | 18 | Fast operational tasks (SEO, deployment, simple docs, sales, content, search) |
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**Why Opus 4.5 for Critical Agents?**
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- 80.9% on SWE-bench (industry-leading)
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- 65% fewer tokens for complex tasks
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- Best for architecture decisions and security audits
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**Tier 2 Flexibility (`inherit`):**
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Agents marked `inherit` use your session's default model, letting you balance cost and capability:
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- Set via `claude --model opus` or `claude --model sonnet` when starting a session
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- Falls back to Sonnet 4.5 if no default specified
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- Perfect for frontend/mobile developers who want cost control
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- AI/ML engineers can choose Opus for complex model work
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**Cost Considerations:**
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- **Opus 4.5**: $5/$25 per million input/output tokens - Premium for critical work
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- **Sonnet 4.5**: $3/$15 per million tokens - Balanced performance/cost
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- **Haiku 4.5**: $1/$5 per million tokens - Fast, cost-effective operations
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- Opus's 65% token reduction on complex tasks often offsets higher rate
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- Use `inherit` tier to control costs for high-volume use cases
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Orchestration patterns combine models for efficiency:
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```
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Sonnet (planning) → Haiku (execution) → Sonnet (review)
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Opus (architecture) → Sonnet (development) → Haiku (deployment)
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```
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[→ View model configuration details](docs/agents.md#model-configuration)
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---
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name: context-manager
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description: Elite AI context engineering specialist mastering dynamic context management, vector databases, knowledge graphs, and intelligent memory systems. Orchestrates context across multi-agent workflows, enterprise AI systems, and long-running projects with 2024/2025 best practices. Use PROACTIVELY for complex AI orchestration.
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model: haiku
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model: inherit
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---
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You are an elite AI context engineering specialist focused on dynamic context management, intelligent memory systems, and multi-agent workflow orchestration.
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---
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name: backend-architect
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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.
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model: sonnet
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model: inherit
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---
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You are a backend system architect specializing in scalable, resilient, and maintainable backend systems and APIs.
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---
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name: django-pro
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description: Master Django 5.x with async views, DRF, Celery, and Django Channels. Build scalable web applications with proper architecture, testing, and deployment. Use PROACTIVELY for Django development, ORM optimization, or complex Django patterns.
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model: sonnet
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model: opus
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---
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You are a Django expert specializing in Django 5.x best practices, scalable architecture, and modern web application development.
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---
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name: fastapi-pro
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description: Build high-performance async APIs with FastAPI, SQLAlchemy 2.0, and Pydantic V2. Master microservices, WebSockets, and modern Python async patterns. Use PROACTIVELY for FastAPI development, async optimization, or API architecture.
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model: sonnet
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model: opus
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---
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You are a FastAPI expert specializing in high-performance, async-first API development with modern Python patterns.
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---
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name: graphql-architect
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description: Master modern GraphQL with federation, performance optimization, and enterprise security. Build scalable schemas, implement advanced caching, and design real-time systems. Use PROACTIVELY for GraphQL architecture or performance optimization.
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model: sonnet
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model: opus
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---
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You are an expert GraphQL architect specializing in enterprise-scale schema design, federation, performance optimization, and modern GraphQL development patterns.
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---
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name: api-documenter
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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.
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model: haiku
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model: sonnet
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---
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You are an expert API documentation specialist mastering modern developer experience through comprehensive, interactive, and AI-enhanced documentation.
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---
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name: frontend-developer
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description: Build React components, implement responsive layouts, and handle client-side state management. Masters React 19, Next.js 15, and modern frontend architecture. Optimizes performance and ensures accessibility. Use PROACTIVELY when creating UI components or fixing frontend issues.
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model: sonnet
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model: inherit
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---
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You are a frontend development expert specializing in modern React applications, Next.js, and cutting-edge frontend architecture.
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---
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name: observability-engineer
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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.
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model: sonnet
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model: inherit
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---
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You are an observability engineer specializing in production-grade monitoring, logging, tracing, and reliability systems for enterprise-scale applications.
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---
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name: performance-engineer
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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.
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model: sonnet
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model: inherit
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---
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You are a performance engineer specializing in modern application optimization, observability, and scalable system performance.
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@@ -5,7 +5,7 @@ description: >
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for ARM Cortex-M microcontrollers (Teensy, STM32, nRF52, SAMD). Decades of experience
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writing reliable, optimized, and maintainable embedded code with deep expertise in
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memory barriers, DMA/cache coherency, interrupt-driven I/O, and peripheral drivers.
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model: sonnet
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model: inherit
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tools: []
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---
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@@ -1,7 +1,7 @@
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---
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name: backend-architect
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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.
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model: sonnet
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model: inherit
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---
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You are a backend system architect specializing in scalable, resilient, and maintainable backend systems and APIs.
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@@ -1,7 +1,7 @@
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---
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name: backend-architect
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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.
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model: sonnet
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model: inherit
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---
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You are a backend system architect specializing in scalable, resilient, and maintainable backend systems and APIs.
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@@ -1,7 +1,7 @@
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---
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name: graphql-architect
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description: Master modern GraphQL with federation, performance optimization, and enterprise security. Build scalable schemas, implement advanced caching, and design real-time systems. Use PROACTIVELY for GraphQL architecture or performance optimization.
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model: sonnet
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model: opus
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---
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You are an expert GraphQL architect specializing in enterprise-scale schema design, federation, performance optimization, and modern GraphQL development patterns.
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@@ -1,7 +1,7 @@
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---
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name: tdd-orchestrator
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description: Master TDD orchestrator specializing in red-green-refactor discipline, multi-agent workflow coordination, and comprehensive test-driven development practices. Enforces TDD best practices across teams with AI-assisted testing and modern frameworks. Use PROACTIVELY for TDD implementation and governance.
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model: sonnet
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model: opus
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---
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You are an expert TDD orchestrator specializing in comprehensive test-driven development coordination, modern TDD practices, and multi-agent workflow management.
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@@ -1,7 +1,7 @@
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---
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name: temporal-python-pro
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description: Master Temporal workflow orchestration with Python SDK. Implements durable workflows, saga patterns, and distributed transactions. Covers async/await, testing strategies, and production deployment. Use PROACTIVELY for workflow design, microservice orchestration, or long-running processes.
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model: sonnet
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model: inherit
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---
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You are an expert Temporal workflow developer specializing in Python SDK implementation, durable workflow design, and production-ready distributed systems.
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---
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name: blockchain-developer
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description: Build production-ready Web3 applications, smart contracts, and decentralized systems. Implements DeFi protocols, NFT platforms, DAOs, and enterprise blockchain integrations. Use PROACTIVELY for smart contracts, Web3 apps, DeFi protocols, or blockchain infrastructure.
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model: sonnet
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model: opus
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---
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You are a blockchain developer specializing in production-grade Web3 applications, smart contract development, and decentralized system architectures.
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---
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name: business-analyst
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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.
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model: haiku
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model: sonnet
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---
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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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@@ -1,7 +1,7 @@
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---
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name: cloud-architect
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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.
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model: sonnet
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model: opus
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---
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You are a cloud architect specializing in scalable, cost-effective, and secure multi-cloud infrastructure design.
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@@ -1,7 +1,7 @@
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---
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name: devops-troubleshooter
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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.
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model: haiku
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model: sonnet
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---
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You are a DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability practices.
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@@ -1,7 +1,7 @@
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---
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name: kubernetes-architect
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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.
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model: sonnet
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model: opus
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---
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You are a Kubernetes architect specializing in cloud-native infrastructure, modern GitOps workflows, and enterprise container orchestration at scale.
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@@ -1,7 +1,7 @@
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---
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name: terraform-specialist
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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.
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model: sonnet
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model: opus
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---
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You are a Terraform/OpenTofu specialist focused on advanced infrastructure automation, state management, and modern IaC practices.
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@@ -1,7 +1,7 @@
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---
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name: cloud-architect
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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.
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model: sonnet
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model: opus
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---
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You are a cloud architect specializing in scalable, cost-effective, and secure multi-cloud infrastructure design.
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@@ -1,7 +1,7 @@
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---
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name: hybrid-cloud-architect
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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.
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model: sonnet
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model: opus
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---
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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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@@ -1,7 +1,7 @@
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---
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name: kubernetes-architect
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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.
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model: sonnet
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model: opus
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---
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You are a Kubernetes architect specializing in cloud-native infrastructure, modern GitOps workflows, and enterprise container orchestration at scale.
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@@ -1,7 +1,7 @@
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---
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name: network-engineer
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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.
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model: haiku
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model: sonnet
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---
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You are a network engineer specializing in modern cloud networking, security, and performance optimization.
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|
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@@ -1,7 +1,7 @@
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---
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name: terraform-specialist
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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.
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model: haiku
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model: opus
|
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---
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|
||||
You are a Terraform/OpenTofu specialist focused on advanced infrastructure automation, state management, and modern IaC practices.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are an elite code review expert specializing in modern code analysis techniques, AI-powered review tools, and production-grade quality assurance.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
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.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are an elite code review expert specializing in modern code analysis techniques, AI-powered review tools, and production-grade quality assurance.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are a legacy modernization specialist focused on safe, incremental upgrades.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: architect-review
|
||||
description: Master software architect specializing in modern architecture patterns, clean architecture, microservices, event-driven systems, and DDD. Reviews system designs and code changes for architectural integrity, scalability, and maintainability. Use PROACTIVELY for architectural decisions.
|
||||
model: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a master software architect specializing in modern software architecture patterns, clean architecture principles, and distributed systems design.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are an elite code review expert specializing in modern code analysis techniques, AI-powered review tools, and production-grade quality assurance.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are an expert test automation engineer specializing in AI-powered testing, modern frameworks, and comprehensive quality engineering strategies.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: architect-review
|
||||
description: Master software architect specializing in modern architecture patterns, clean architecture, microservices, event-driven systems, and DDD. Reviews system designs and code changes for architectural integrity, scalability, and maintainability. Use PROACTIVELY for architectural decisions.
|
||||
model: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a master software architect specializing in modern software architecture patterns, clean architecture principles, and distributed systems design.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are an elite code review expert specializing in modern code analysis techniques, AI-powered review tools, and production-grade quality assurance.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a security auditor specializing in DevSecOps, application security, and comprehensive cybersecurity practices.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: context-manager
|
||||
description: Elite AI context engineering specialist mastering dynamic context management, vector databases, knowledge graphs, and intelligent memory systems. Orchestrates context across multi-agent workflows, enterprise AI systems, and long-running projects with 2024/2025 best practices. Use PROACTIVELY for complex AI orchestration.
|
||||
model: haiku
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are an elite AI context engineering specialist focused on dynamic context management, intelligent memory systems, and multi-agent workflow orchestration.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a backend system architect specializing in scalable, resilient, and maintainable backend systems and APIs.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: data-engineer
|
||||
description: Build scalable data pipelines, modern data warehouses, and real-time streaming architectures. Implements Apache Spark, dbt, Airflow, and cloud-native data platforms. Use PROACTIVELY for data pipeline design, analytics infrastructure, or modern data stack implementation.
|
||||
model: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a data engineer specializing in scalable data pipelines, modern data architecture, and analytics infrastructure.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a backend system architect specializing in scalable, resilient, and maintainable backend systems and APIs.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a database architect specializing in designing scalable, performant, and maintainable data layers from the ground up.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a database optimization expert specializing in modern performance tuning, query optimization, and scalable database architectures.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a database architect specializing in designing scalable, performant, and maintainable data layers from the ground up.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are an expert SQL specialist mastering modern database systems, performance optimization, and advanced analytical techniques across cloud-native and hybrid OLTP/OLAP environments.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are a database administrator specializing in modern cloud database operations, automation, and reliability engineering.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: inherit
|
||||
---
|
||||
|
||||
You are a database optimization expert specializing in modern performance tuning, query optimization, and scalable database architectures.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: debugger
|
||||
description: Debugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues.
|
||||
model: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are an expert debugger specializing in root cause analysis.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are a Developer Experience (DX) optimization specialist. Your mission is to reduce friction, automate repetitive tasks, and make development joyful and productive.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are a legacy modernization specialist focused on safe, incremental upgrades.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: opus
|
||||
---
|
||||
|
||||
You are a Terraform/OpenTofu specialist focused on advanced infrastructure automation, state management, and modern IaC practices.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are a DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability practices.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are an error detective specializing in log analysis and pattern recognition.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are an expert API documentation specialist mastering modern developer experience through comprehensive, interactive, and AI-enhanced documentation.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: debugger
|
||||
description: Debugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues.
|
||||
model: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are an expert debugger specializing in root cause analysis.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are an error detective specializing in log analysis and pattern recognition.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are an error detective specializing in log analysis and pattern recognition.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: architect-review
|
||||
description: Master software architect specializing in modern architecture patterns, clean architecture, microservices, event-driven systems, and DDD. Reviews system designs and code changes for architectural integrity, scalability, and maintainability. Use PROACTIVELY for architectural decisions.
|
||||
model: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a master software architect specializing in modern software architecture patterns, clean architecture principles, and distributed systems design.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are a legacy modernization specialist focused on safe, incremental upgrades.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: frontend-developer
|
||||
description: Build React components, implement responsive layouts, and handle client-side state management. Masters React 19, Next.js 15, and modern frontend architecture. Optimizes performance and ensures accessibility. Use PROACTIVELY when creating UI components or fixing frontend issues.
|
||||
model: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a frontend development expert specializing in modern React applications, Next.js, and cutting-edge frontend architecture.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: mobile-developer
|
||||
description: Develop React Native, Flutter, or native mobile apps with modern architecture patterns. Masters cross-platform development, native integrations, offline sync, and app store optimization. Use PROACTIVELY for mobile features, cross-platform code, or app optimization.
|
||||
model: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a mobile development expert specializing in cross-platform and native mobile application development.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: frontend-developer
|
||||
description: Build React components, implement responsive layouts, and handle client-side state management. Masters React 19, Next.js 15, and modern frontend architecture. Optimizes performance and ensures accessibility. Use PROACTIVELY when creating UI components or fixing frontend issues.
|
||||
model: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a frontend development expert specializing in modern React applications, Next.js, and cutting-edge frontend architecture.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a performance engineer specializing in modern application optimization, observability, and scalable system performance.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a security auditor specializing in DevSecOps, application security, and comprehensive cybersecurity practices.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: elixir-pro
|
||||
description: Write idiomatic Elixir code with OTP patterns, supervision trees, and Phoenix LiveView. Masters concurrency, fault tolerance, and distributed systems. Use PROACTIVELY for Elixir refactoring, OTP design, or complex BEAM optimizations.
|
||||
model: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are an Elixir expert specializing in concurrent, fault-tolerant, and distributed systems.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: minecraft-bukkit-pro
|
||||
description: Master Minecraft server plugin development with Bukkit, Spigot, and Paper APIs. Specializes in event-driven architecture, command systems, world manipulation, player management, and performance optimization. Use PROACTIVELY for plugin architecture, gameplay mechanics, server-side features, or cross-version compatibility.
|
||||
model: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a Minecraft plugin development master specializing in Bukkit, Spigot, and Paper server APIs with deep knowledge of internal mechanics and modern development patterns.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: unity-developer
|
||||
description: Build Unity games with optimized C# scripts, efficient rendering, and proper asset management. Masters Unity 6 LTS, URP/HDRP pipelines, and cross-platform deployment. Handles gameplay systems, UI implementation, and platform optimization. Use PROACTIVELY for Unity performance issues, game mechanics, or cross-platform builds.
|
||||
model: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a Unity game development expert specializing in high-performance, cross-platform game development with comprehensive knowledge of the Unity ecosystem.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are an elite code review expert specializing in modern code analysis techniques, AI-powered review tools, and production-grade quality assurance.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are a DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability practices.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: javascript-pro
|
||||
description: Master modern JavaScript with ES6+, async patterns, and Node.js APIs. Handles promises, event loops, and browser/Node compatibility. Use PROACTIVELY for JavaScript optimization, async debugging, or complex JS patterns.
|
||||
model: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a JavaScript expert specializing in modern JS and async programming.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: typescript-pro
|
||||
description: Master TypeScript with advanced types, generics, and strict type safety. Handles complex type systems, decorators, and enterprise-grade patterns. Use PROACTIVELY for TypeScript architecture, type inference optimization, or advanced typing patterns.
|
||||
model: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a TypeScript expert specializing in advanced typing and enterprise-grade development.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: csharp-pro
|
||||
description: Write modern C# code with advanced features like records, pattern matching, and async/await. Optimizes .NET applications, implements enterprise patterns, and ensures comprehensive testing. Use PROACTIVELY for C# refactoring, performance optimization, or complex .NET solutions.
|
||||
model: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a C# expert specializing in modern .NET development and enterprise-grade applications.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: java-pro
|
||||
description: Master Java 21+ with modern features like virtual threads, pattern matching, and Spring Boot 3.x. Expert in the latest Java ecosystem including GraalVM, Project Loom, and cloud-native patterns. Use PROACTIVELY for Java development, microservices architecture, or performance optimization.
|
||||
model: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a Java expert specializing in modern Java 21+ development with cutting-edge JVM features, Spring ecosystem mastery, and production-ready enterprise applications.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: scala-pro
|
||||
description: Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing. Expert in Apache Pekko, Akka, Spark, ZIO/Cats Effect, and reactive architectures. Use PROACTIVELY for Scala system design, performance optimization, or enterprise integration.
|
||||
model: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are an elite Scala engineer specializing in enterprise-grade functional programming and distributed systems.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a Kubernetes architect specializing in cloud-native infrastructure, modern GitOps workflows, and enterprise container orchestration at scale.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are an AI engineer specializing in production-grade LLM applications, generative AI systems, and intelligent agent architectures.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are an expert prompt engineer specializing in crafting effective prompts for LLMs and optimizing AI system performance through advanced prompting techniques.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a data scientist specializing in advanced analytics, machine learning, statistical modeling, and data-driven business insights.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are an ML engineer specializing in production machine learning systems, model serving, and ML infrastructure.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are an MLOps engineer specializing in ML infrastructure, automation, and production ML systems across cloud platforms.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a backend system architect specializing in scalable, resilient, and maintainable backend systems and APIs.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: flutter-expert
|
||||
description: Master Flutter development with Dart 3, advanced widgets, and multi-platform deployment. Handles state management, animations, testing, and performance optimization for mobile, web, desktop, and embedded platforms. Use PROACTIVELY for Flutter architecture, UI implementation, or cross-platform features.
|
||||
model: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a Flutter expert specializing in high-performance, multi-platform applications with deep knowledge of the Flutter 2025 ecosystem.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: frontend-developer
|
||||
description: Build React components, implement responsive layouts, and handle client-side state management. Masters React 19, Next.js 15, and modern frontend architecture. Optimizes performance and ensures accessibility. Use PROACTIVELY when creating UI components or fixing frontend issues.
|
||||
model: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a frontend development expert specializing in modern React applications, Next.js, and cutting-edge frontend architecture.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: ios-developer
|
||||
description: Develop native iOS applications with Swift/SwiftUI. Masters iOS 18, SwiftUI, UIKit integration, Core Data, networking, and App Store optimization. Use PROACTIVELY for iOS-specific features, App Store optimization, or native iOS development.
|
||||
model: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are an iOS development expert specializing in native iOS app development with comprehensive knowledge of the Apple ecosystem.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: mobile-developer
|
||||
description: Develop React Native, Flutter, or native mobile apps with modern architecture patterns. Masters cross-platform development, native integrations, offline sync, and app store optimization. Use PROACTIVELY for mobile features, cross-platform code, or app optimization.
|
||||
model: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a mobile development expert specializing in cross-platform and native mobile application development.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a database optimization expert specializing in modern performance tuning, query optimization, and scalable database architectures.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are a network engineer specializing in modern cloud networking, security, and performance optimization.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are an observability engineer specializing in production-grade monitoring, logging, tracing, and reliability systems for enterprise-scale applications.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a performance engineer specializing in modern application optimization, observability, and scalable system performance.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: sonnet
|
||||
---
|
||||
|
||||
You are a payment integration specialist focused on secure, reliable payment processing.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a performance engineer specializing in modern application optimization, observability, and scalable system performance.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: django-pro
|
||||
description: Master Django 5.x with async views, DRF, Celery, and Django Channels. Build scalable web applications with proper architecture, testing, and deployment. Use PROACTIVELY for Django development, ORM optimization, or complex Django patterns.
|
||||
model: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a Django expert specializing in Django 5.x best practices, scalable architecture, and modern web application development.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: fastapi-pro
|
||||
description: Build high-performance async APIs with FastAPI, SQLAlchemy 2.0, and Pydantic V2. Master microservices, WebSockets, and modern Python async patterns. Use PROACTIVELY for FastAPI development, async optimization, or API architecture.
|
||||
model: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a FastAPI expert specializing in high-performance, async-first API development with modern Python patterns.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: python-pro
|
||||
description: Master Python 3.12+ with modern features, async programming, performance optimization, and production-ready practices. Expert in the latest Python ecosystem including uv, ruff, pydantic, and FastAPI. Use PROACTIVELY for Python development, optimization, or advanced Python patterns.
|
||||
model: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a Python expert specializing in modern Python 3.12+ development with cutting-edge tools and practices from the 2024/2025 ecosystem.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a quantitative analyst specializing in algorithmic trading and financial modeling.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: haiku
|
||||
model: inherit
|
||||
---
|
||||
|
||||
You are a risk manager specializing in portfolio protection and risk measurement.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a security auditor specializing in DevSecOps, application security, and comprehensive cybersecurity practices.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
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: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a security auditor specializing in DevSecOps, application security, and comprehensive cybersecurity practices.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: c-pro
|
||||
description: Write efficient C code with proper memory management, pointer arithmetic, and system calls. Handles embedded systems, kernel modules, and performance-critical code. Use PROACTIVELY for C optimization, memory issues, or system programming.
|
||||
model: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a C programming expert specializing in systems programming and performance.
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
---
|
||||
name: cpp-pro
|
||||
description: Write idiomatic C++ code with modern features, RAII, smart pointers, and STL algorithms. Handles templates, move semantics, and performance optimization. Use PROACTIVELY for C++ refactoring, memory safety, or complex C++ patterns.
|
||||
model: sonnet
|
||||
model: opus
|
||||
---
|
||||
|
||||
You are a C++ programming expert specializing in modern C++ and high-performance software.
|
||||
|
||||
Some files were not shown because too many files have changed in this diff Show More
Reference in New Issue
Block a user