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:
### 🚀 Haiku (Fast & Cost-Effective) - 20 agents
### 🚀 Haiku (Fast & Cost-Effective) - 11 agents
**Model:** `haiku`
- `debugger` - Advanced debugging techniques and error resolution
- `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
- `sales-automator` - Modern sales automation with CRM integration
- `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-keyword-strategist` - Keyword density and semantic analysis
- `seo-structure-architect` - Content structure and schema markup
- `seo-snippet-hunter` - Featured snippet formatting
- `seo-content-refresher` - Content freshness updates
- `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
### ⚡ Sonnet (Balanced Performance) - 57 agents
### ⚡ Sonnet (Balanced Performance) - 45 agents
**Model:** `sonnet`
**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
- `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
- **Modern Tool Integration** - Latest frameworks and platforms
- **Production Focus** - Enterprise-ready solutions and best practices
- **Current Standards** - 2024/2025 industry practices and compliance
**Critical Analysis & Architecture:**
- `ai-engineer` - LLM applications and RAG systems
- `architect-reviewer` - Architectural consistency and patterns
- `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