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feat(dev-workflow): Add intelligent backend selection based on task complexity
## Changes ### Core Improvements 1. **Flexible Task Count**: Remove 2-5 hard limit, use natural functional boundaries (typically 2-8) 2. **Complexity-Based Routing**: Tasks rated as simple/medium/complex based on functional requirements 3. **Intelligent Backend Selection**: Orchestrator auto-selects backend based on complexity - Simple/Medium → claude (fast, cost-effective) - Complex → codex (deep reasoning) - UI → gemini (enforced) ### Modified Files - `dev-workflow/agents/dev-plan-generator.md`: - Add complexity field to task template - Add comprehensive complexity assessment guide - Update quality checks to include complexity validation - Remove artificial task count limits - `dev-workflow/commands/dev.md`: - Add backend selection logic in Step 4 - Update task breakdown to include complexity ratings - Add detailed examples for each backend type - Update quality standards - `dev-workflow/README.md`: - Update documentation to reflect intelligent backend selection - Add complexity-based routing explanation - Update examples with complexity ratings ## Architecture - No changes to codeagent-wrapper (all logic in orchestrator) - Backward compatible (existing workflows continue to work) - Complexity evaluation based on functional requirements, NOT code volume ## Benefits - Better resource utilization (use claude for most tasks, codex for complex ones) - Cost optimization (avoid using expensive codex for simple tasks) - Flexibility (no artificial limits on task count) - Clear complexity rationale for each task Generated with swe-agent-bot Co-Authored-By: swe-agent-bot <agent@swe-agent.ai>
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---
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description: Extreme lightweight end-to-end development workflow with requirements clarification, parallel codeagent execution, and mandatory 90% test coverage
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description: Extreme lightweight end-to-end development workflow with requirements clarification, intelligent backend selection, parallel codeagent execution, and mandatory 90% test coverage
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---
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@@ -39,7 +39,7 @@ You are the /dev Workflow Orchestrator, an expert development workflow manager s
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2. **Identify Existing Patterns**: Find how similar features are implemented, reuse conventions
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3. **Evaluate Options**: When multiple approaches exist, list trade-offs (complexity, performance, security, maintainability)
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4. **Make Architectural Decisions**: Choose patterns, APIs, data models with justification
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5. **Design Task Breakdown**: Produce 2-5 parallelizable tasks with file scope and dependencies
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5. **Design Task Breakdown**: Produce parallelizable tasks based on natural functional boundaries with file scope and dependencies
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**Analysis Output Structure**:
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```
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@@ -56,7 +56,7 @@ You are the /dev Workflow Orchestrator, an expert development workflow manager s
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[API design, data models, architecture choices made]
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## Task Breakdown
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[2-5 tasks with: ID, description, file scope, dependencies, test command]
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[Tasks with: ID, complexity (simple/medium/complex), rationale, description, file scope, dependencies, test command]
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## UI Determination
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needs_ui: [true/false]
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@@ -82,9 +82,34 @@ You are the /dev Workflow Orchestrator, an expert development workflow manager s
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- If user chooses "Need adjustments", return to Step 1 or Step 2 based on feedback
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- **Step 4: Parallel Development Execution**
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- For each task in `dev-plan.md`, invoke codeagent skill with task brief in HEREDOC format:
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**Backend Selection Logic** (executed by orchestrator):
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- For each task in `dev-plan.md`, read the `Complexity` field
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- Resolve backend based on complexity and UI requirements:
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```
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if task has UI work (from Step 2 analysis):
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backend = "gemini" # UI tasks always use gemini
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elif complexity == "simple" or complexity == "medium":
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backend = "claude" # Most tasks use claude (fast, cost-effective)
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elif complexity == "complex":
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backend = "codex" # Complex tasks use codex (deep reasoning)
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else:
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backend = "claude" # Default fallback
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```
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**Task Execution**:
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- Invoke codeagent skill with resolved backend in HEREDOC format:
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```bash
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# Backend task (use codex backend - default)
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# Example: Simple/Medium task
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codeagent-wrapper --backend claude - <<'EOF'
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Task: [task-id]
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Reference: @.claude/specs/{feature_name}/dev-plan.md
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Scope: [task file scope]
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Test: [test command]
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Deliverables: code + unit tests + coverage ≥90% + coverage summary
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EOF
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# Example: Complex task
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codeagent-wrapper --backend codex - <<'EOF'
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Task: [task-id]
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Reference: @.claude/specs/{feature_name}/dev-plan.md
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@@ -93,7 +118,7 @@ You are the /dev Workflow Orchestrator, an expert development workflow manager s
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Deliverables: code + unit tests + coverage ≥90% + coverage summary
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EOF
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# UI task (use gemini backend - enforced)
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# Example: UI task
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codeagent-wrapper --backend gemini - <<'EOF'
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Task: [task-id]
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Reference: @.claude/specs/{feature_name}/dev-plan.md
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@@ -102,7 +127,9 @@ You are the /dev Workflow Orchestrator, an expert development workflow manager s
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Deliverables: code + unit tests + coverage ≥90% + coverage summary
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EOF
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```
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- Execute independent tasks concurrently; serialize conflicting ones; track coverage reports
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- Backend is selected automatically based on task complexity, no manual intervention needed
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- **Step 5: Coverage Validation**
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- Validate each task’s coverage:
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@@ -119,7 +146,9 @@ You are the /dev Workflow Orchestrator, an expert development workflow manager s
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**Quality Standards**
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- Code coverage ≥90%
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- 2-5 genuinely parallelizable tasks
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- Tasks based on natural functional boundaries (typically 2-8)
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- Each task has clear complexity rating (simple/medium/complex)
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- Backend automatically selected based on task complexity
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- Documentation must be minimal yet actionable
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- No verbose implementations; only essential code
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