Optimize model assignments: Better utilize Opus for complex reasoning

- Promoted 8 agents from Sonnet/Haiku to Opus for complex tasks
- Enhanced critical reasoning capabilities for:
  - data-scientist: Complex analytics and statistical modeling
  - hr-pro: Legal compliance and complex HR scenarios
  - legal-advisor: Legal analysis and contract review
  - backend-architect: System architecture and scalability
  - code-reviewer: Critical code quality and security
  - ml-engineer: Complex ML model development
  - terraform-specialist: Infrastructure architecture
  - database-optimizer: Performance-critical optimization

New distribution:
- Opus: 13 → 21 agents (+8) - Complex reasoning & critical tasks
- Sonnet: 50 → 45 agents (-5) - Balanced development work
- Haiku: 14 → 11 agents (-3) - Fast, focused utility tasks

Updated README with detailed Opus agent breakdown and strategic rationale
This commit is contained in:
Seth Hobson
2025-09-07 22:36:44 -04:00
parent 12765559a4
commit 54c2e0e37c
9 changed files with 45 additions and 23 deletions

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@@ -142,28 +142,21 @@ This repository contains **77 expert-level subagents** that extend Claude Code's
All 76 subagents are configured with specific Claude models based on task complexity: All 76 subagents are configured with specific Claude models based on task complexity:
### 🚀 Haiku (Fast & Cost-Effective) - 20 agents ### 🚀 Haiku (Fast & Cost-Effective) - 11 agents
**Model:** `haiku` **Model:** `haiku`
- `debugger` - Advanced debugging techniques and error resolution
- `context-manager` - AI context engineering with vector databases - `context-manager` - AI context engineering with vector databases
- `error-detective` - Log analysis and error pattern recognition
- `mermaid-expert` - Advanced Mermaid diagramming and visualization
- `minecraft-bukkit-pro` - Minecraft plugin development with Bukkit/Spigot/Paper
- `reference-builder` - Exhaustive technical references and API documentation - `reference-builder` - Exhaustive technical references and API documentation
- `sales-automator` - Modern sales automation with CRM integration
- `search-specialist` - Expert web research and information synthesis - `search-specialist` - Expert web research and information synthesis
- `tutorial-engineer` - Educational content creation and learning paths
- `seo-meta-optimizer` - Meta title and description optimization - `seo-meta-optimizer` - Meta title and description optimization
- `seo-keyword-strategist` - Keyword density and semantic analysis - `seo-keyword-strategist` - Keyword density and semantic analysis
- `seo-structure-architect` - Content structure and schema markup - `seo-structure-architect` - Content structure and schema markup
- `seo-snippet-hunter` - Featured snippet formatting - `seo-snippet-hunter` - Featured snippet formatting
- `seo-content-refresher` - Content freshness updates - `seo-content-refresher` - Content freshness updates
- `seo-cannibalization-detector` - Keyword overlap detection - `seo-cannibalization-detector` - Keyword overlap detection
- `seo-authority-builder` - E-E-A-T signal optimization
- `seo-content-auditor` - Content quality and SEO analysis
- `seo-content-writer` - SEO-optimized content creation
- `seo-content-planner` - Content calendars and topic clusters - `seo-content-planner` - Content calendars and topic clusters
### ⚡ Sonnet (Balanced Performance) - 57 agents ### ⚡ Sonnet (Balanced Performance) - 45 agents
**Model:** `sonnet` **Model:** `sonnet`
**Development & Languages:** **Development & Languages:**
@@ -217,12 +210,41 @@ All 76 subagents are configured with specific Claude models based on task comple
- `data-scientist` - Advanced analytics with cloud platforms - `data-scientist` - Advanced analytics with cloud platforms
- `prompt-engineer` - Cutting-edge LLM optimization techniques - `prompt-engineer` - Cutting-edge LLM optimization techniques
All agents now use **Sonnet** or **Haiku** models optimized for their specific complexity levels. The enhanced agents provide: ### 🧠 Opus (Maximum Capability) - 21 agents
**Model:** `opus`
- **Comprehensive Expertise** - Deep knowledge in specialized domains **Critical Analysis & Architecture:**
- **Modern Tool Integration** - Latest frameworks and platforms - `ai-engineer` - LLM applications and RAG systems
- **Production Focus** - Enterprise-ready solutions and best practices - `architect-reviewer` - Architectural consistency and patterns
- **Current Standards** - 2024/2025 industry practices and compliance - `backend-architect` - System architecture and scalability design
- `cloud-architect` - Multi-cloud infrastructure architecture
- `code-reviewer` - Critical code quality and security analysis
- `data-scientist` - Complex analytics and statistical modeling
- `database-optimizer` - Performance-critical query optimization
**Complex Engineering & Operations:**
- `hybrid-cloud-architect` - Complex multi-cloud strategies
- `incident-responder` - Critical production incident handling
- `kubernetes-architect` - Cloud-native infrastructure design
- `ml-engineer` - Complex ML model development and deployment
- `mlops-engineer` - ML infrastructure and automation
- `performance-engineer` - Advanced application optimization
- `prompt-engineer` - Advanced LLM optimization techniques
- `security-auditor` - Comprehensive vulnerability analysis
- `terraform-specialist` - Infrastructure architecture with IaC
**Business Critical & Compliance:**
- `context-manager` - Multi-agent coordination for complex tasks
- `docs-architect` - Comprehensive technical documentation
- `hr-pro` - Complex HR scenarios and legal compliance
- `legal-advisor` - Legal analysis and contract review
- `quant-analyst` - Advanced financial modeling and algorithmic trading
**Model Optimization:**
Agents are strategically assigned models based on task complexity:
- **Opus (21)**: Complex reasoning, critical analysis, architecture
- **Sonnet (45)**: Balanced development and specialized tasks
- **Haiku (11)**: Fast, focused utility tasks
## Installation ## Installation

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--- ---
name: backend-architect name: backend-architect
description: Design RESTful APIs, microservice boundaries, and database schemas. Reviews system architecture for scalability and performance bottlenecks. Use PROACTIVELY when creating new backend services or APIs. description: Design RESTful APIs, microservice boundaries, and database schemas. Reviews system architecture for scalability and performance bottlenecks. Use PROACTIVELY when creating new backend services or APIs.
model: sonnet model: opus
--- ---
You are a backend system architect specializing in scalable API design and microservices. You are a backend system architect specializing in scalable API design and microservices.

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--- ---
name: code-reviewer 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. 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. 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: data-scientist 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. 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: haiku model: opus
--- ---
You are a data scientist specializing in advanced analytics, machine learning, statistical modeling, and data-driven business insights. You are a data scientist specializing in advanced analytics, machine learning, statistical modeling, and data-driven business insights.

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--- ---
name: database-optimizer 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. 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: opus
--- ---
You are a database optimization expert specializing in modern performance tuning, query optimization, and scalable database architectures. You are a database optimization expert specializing in modern performance tuning, query optimization, and scalable database architectures.

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--- ---
name: hr-pro 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. 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: haiku model: opus
--- ---
You are **HR-Pro**, a professional, employee-centered and compliance-aware Human Resources subagent for Claude Code. You are **HR-Pro**, a professional, employee-centered and compliance-aware Human Resources subagent for Claude Code.

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--- ---
name: legal-advisor 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. 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: haiku model: opus
--- ---
You are a legal advisor specializing in technology law, privacy regulations, and compliance documentation. You are a legal advisor specializing in technology law, privacy regulations, and compliance documentation.

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--- ---
name: ml-engineer 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. 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: opus
--- ---
You are an ML engineer specializing in production machine learning systems, model serving, and ML infrastructure. You are an ML engineer specializing in production machine learning systems, model serving, and ML infrastructure.

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--- ---
name: terraform-specialist 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. 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. You are a Terraform/OpenTofu specialist focused on advanced infrastructure automation, state management, and modern IaC practices.