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refactor: migrate to model-agnostic Sonnet/Haiku architecture

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

Final distribution: 97 Sonnet / 47 Haiku agents
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Seth Hobson
2025-10-15 14:06:54 -04:00
parent 93018df532
commit 8346c1f2f7
83 changed files with 196 additions and 112 deletions
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README.md
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@@ -870,44 +870,99 @@ Use these commands to explore available functionality:
## Model Configuration
Agents are assigned to specific Claude models based on task complexity and computational requirements. The system uses three model tiers:
Agents are assigned to specific Claude models based on task complexity and computational requirements. The system uses two model tiers:
### Model Distribution Summary
| Model | Agent Count | Use Case |
| ------ | ----------- | -------------------------------------------------------- |
| Haiku | 11 | Quick, focused tasks with minimal computational overhead |
| Sonnet | 51 | Standard development and specialized engineering tasks |
| Opus | 23 | Complex reasoning, architecture, and critical analysis |
| Model | Agent Count | Use Case |
| ------ | ----------- | ---------------------------------------------------------------------------------- |
| Haiku | 47 | Fast execution tasks: testing, documentation, ops, database optimization, business |
| Sonnet | 97 | Complex reasoning, architecture, language expertise, orchestration, security |
### Haiku Model Agents
| Category | Agents |
| ------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Context & Reference | `context-manager`, `reference-builder`, `sales-automator`, `search-specialist` |
| SEO Optimization | `seo-meta-optimizer`, `seo-keyword-strategist`, `seo-structure-architect`, `seo-snippet-hunter`, `seo-content-refresher`, `seo-cannibalization-detector`, `seo-content-planner` |
| Category | Count | Agents |
| -------------------------- | ----- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Testing & Debugging | 7 | `test-automator`, `debugger`, `error-detective` |
| Documentation | 4 | `api-documenter`, `tutorial-engineer`, `mermaid-expert` |
| Infrastructure & DevOps | 10 | `deployment-engineer`, `devops-troubleshooter`, `network-engineer`, `database-admin` |
| Database Optimization | 3 | `database-optimizer`, `sql-pro` |
| Code Quality & Refactoring | 3 | `legacy-modernizer` |
| Business Operations | 4 | `customer-support`, `business-analyst`, `content-marketer`, `risk-manager` |
| Developer Experience | 3 | `dx-optimizer`, `terraform-specialist` |
| Specialized Tools | 2 | `payment-integration`, `context-manager` |
| SEO Optimization | 7 | `seo-meta-optimizer`, `seo-keyword-strategist`, `seo-structure-architect`, `seo-snippet-hunter`, `seo-content-refresher`, `seo-cannibalization-detector`, `seo-content-planner` |
| Context & Reference | 4 | `context-manager`, `reference-builder`, `sales-automator`, `search-specialist` |
### Sonnet Model Agents
| Category | Count | Agents |
| --------------------- | ----- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Programming Languages | 18 | All language-specific agents (JavaScript, Python, Java, C++, etc.) |
| Frontend & UI | 5 | `frontend-developer`, `ui-ux-designer`, `ui-visual-validator`, `mobile-developer`, `ios-developer` |
| Infrastructure | 10 | `devops-troubleshooter`, `deployment-engineer`, `terraform-specialist`, `dx-optimizer`, `database-admin`, `database-optimizer`, `network-engineer`, `flutter-expert`, `api-documenter`, `tutorial-engineer` |
| Quality & Testing | 4 | `test-automator`, `tdd-orchestrator`, `debugger`, `error-detective` |
| Business & Support | 6 | `business-analyst`, `risk-manager`, `content-marketer`, `customer-support`, `mermaid-expert`, `legacy-modernizer` |
| Data & Content | 5 | `data-engineer`, `payment-integration`, `seo-content-auditor`, `seo-authority-builder`, `seo-content-writer` |
| Specialized Domains | 1 | `arm-cortex-expert` |
| Category | Count | Key Agents |
| --------------------------- | ----- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Architecture & Design | 12 | `backend-architect`, `frontend-developer`, `cloud-architect`, `hybrid-cloud-architect`, `kubernetes-architect`, `database-architect`, `graphql-architect` |
| Programming Languages | 18 | All language-specific experts: `python-pro`, `javascript-pro`, `typescript-pro`, `rust-pro`, `golang-pro`, `java-pro`, `cpp-pro`, `c-pro`, etc. |
| Security & Code Review | 8 | `code-reviewer`, `security-auditor`, `backend-security-coder`, `frontend-security-coder`, `mobile-security-coder` |
| Frontend & UI | 5 | `frontend-developer`, `ui-ux-designer`, `ui-visual-validator`, `mobile-developer`, `ios-developer`, `flutter-expert` |
| AI/ML & Data | 7 | `ai-engineer`, `ml-engineer`, `mlops-engineer`, `data-scientist`, `prompt-engineer`, `data-engineer` |
| Performance & Observability | 3 | `performance-engineer`, `observability-engineer`, `incident-responder` |
| Framework Specialists | 6 | `django-pro`, `fastapi-pro`, `tdd-orchestrator`, `graphql-architect` |
| Documentation | 2 | `docs-architect`, `tutorial-engineer` |
| Business Critical | 4 | `hr-pro`, `legal-advisor`, `quant-analyst` |
| SEO & Content | 3 | `seo-content-auditor`, `seo-authority-builder`, `seo-content-writer` |
| Specialized Domains | 6 | `blockchain-developer`, `unity-developer`, `minecraft-bukkit-pro`, `arm-cortex-expert`, `payment-integration`, `elixir-pro` |
| Infrastructure & Tools | 23 | Remaining infrastructure, DevOps, database, and tooling agents |
### Opus Model Agents
### Hybrid Orchestration Patterns
| Category | Count | Agents |
| --------------------------- | ----- | ----------------------------------------------------------------------------------------------------------------- |
| Architecture & Design | 5 | `backend-architect`, `cloud-architect`, `hybrid-cloud-architect`, `kubernetes-architect`, `database-architect` |
| Security & Code Review | 5 | `code-reviewer`, `security-auditor`, `backend-security-coder`, `frontend-security-coder`, `mobile-security-coder` |
| Performance & Observability | 3 | `performance-engineer`, `observability-engineer`, `incident-responder` |
| AI/ML Complex | 5 | `ai-engineer`, `ml-engineer`, `mlops-engineer`, `data-scientist`, `prompt-engineer` |
| Business Critical | 5 | `docs-architect`, `hr-pro`, `legal-advisor`, `quant-analyst`, `risk-manager` |
The plugin ecosystem leverages Sonnet + Haiku orchestration for optimal performance and cost efficiency:
#### Pattern 1: Planning → Execution
```
Sonnet: backend-architect (design API architecture)
↓
Haiku: Generate API endpoints following spec
↓
Haiku: test-automator (generate comprehensive tests)
↓
Sonnet: code-reviewer (architectural review)
```
#### Pattern 2: Reasoning → Action (Incident Response)
```
Sonnet: incident-responder (diagnose issue, create strategy)
↓
Haiku: devops-troubleshooter (execute fixes)
↓
Haiku: deployment-engineer (deploy hotfix)
↓
Haiku: Implement monitoring alerts
```
#### Pattern 3: Complex → Simple (Database Design)
```
Sonnet: database-architect (schema design, technology selection)
↓
Haiku: sql-pro (generate migration scripts)
↓
Haiku: database-admin (execute migrations)
↓
Haiku: database-optimizer (tune query performance)
```
#### Pattern 4: Multi-Agent Workflows
```
Full-Stack Feature Development:
Sonnet: backend-architect + frontend-developer (design components)
↓
Haiku: Generate code following designs
↓
Haiku: test-automator (unit + integration tests)
↓
Sonnet: security-auditor (security review)
↓
Haiku: deployment-engineer (CI/CD setup)
↓
Haiku: Setup observability stack
```
## Architecture & Design Principles
@@ -1018,9 +1073,38 @@ System prompt defining the subagent's expertise and behavior
### Model Selection Criteria
- **haiku**: Simple, deterministic tasks with minimal reasoning
- **sonnet**: Standard development and engineering tasks
- **opus**: Complex analysis, architecture, and critical operations
Choose the right model for your agent based on these guidelines:
#### Haiku - Fast Execution & Deterministic Tasks
**Use when:**
- Generating code from well-defined specifications
- Creating tests following established patterns
- Writing documentation with clear templates
- Executing infrastructure operations
- Performing database query optimization
- Handling customer support responses
- Processing SEO optimization tasks
- Managing deployment pipelines
#### Sonnet - Complex Reasoning & Architecture
**Use when:**
- Designing system architecture
- Making technology selection decisions
- Performing security audits
- Reviewing code for architectural patterns
- Creating complex AI/ML pipelines
- Providing language-specific expertise
- Orchestrating multi-agent workflows
- Handling business-critical legal/HR matters
**Decision Tree:**
```
Does the task require architectural decisions or domain expertise?
YES → sonnet
NO → Is it a well-defined, deterministic execution task?
YES → haiku
NO → sonnet (default)
```
## License