373 lines
14 KiB
Markdown
373 lines
14 KiB
Markdown
# Adaptive Workflow System - Intelligent Route Selection
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## System Overview
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The Adaptive Workflow System provides intelligent workflow selection, dynamic route modification, and real-time adaptation based on project characteristics, complexity analysis, and execution feedback.
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## Complexity Analysis Engine
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### Multi-Dimensional Complexity Scoring
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```yaml
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complexity_analyzer:
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analysis_dimensions:
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feature_complexity:
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weight: 0.25
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factors:
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feature_count:
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scoring: "linear_scale_1_to_10"
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thresholds: {simple: "1-3", moderate: "4-7", complex: "8-15", enterprise: "15+"}
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feature_interdependency:
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scoring: "network_analysis"
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metrics: ["coupling_strength", "dependency_depth", "circular_dependencies"]
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feature_novelty:
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scoring: "innovation_assessment"
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categories: ["standard_crud", "moderate_business_logic", "complex_algorithms", "research_level"]
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user_complexity:
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weight: 0.20
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factors:
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user_type_count:
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scoring: "logarithmic_scale"
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thresholds: {simple: "1-2", moderate: "3-5", complex: "6-10", enterprise: "10+"}
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user_interaction_patterns:
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scoring: "workflow_analysis"
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patterns: ["simple_forms", "dashboards", "real_time_collaboration", "complex_workflows"]
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personalization_requirements:
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scoring: "customization_depth"
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levels: ["none", "basic_preferences", "role_based", "ai_driven"]
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technical_complexity:
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weight: 0.30
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factors:
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integration_requirements:
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scoring: "integration_complexity_matrix"
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types: ["no_integrations", "simple_apis", "multiple_systems", "legacy_systems", "real_time_sync"]
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data_complexity:
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scoring: "data_architecture_assessment"
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aspects: ["data_volume", "data_variety", "data_velocity", "data_relationships"]
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performance_requirements:
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scoring: "performance_demands"
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categories: ["basic", "responsive", "high_performance", "real_time", "massive_scale"]
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business_complexity:
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weight: 0.15
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factors:
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regulatory_requirements:
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scoring: "compliance_complexity"
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levels: ["none", "basic_privacy", "industry_specific", "multiple_jurisdictions"]
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business_process_complexity:
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scoring: "process_analysis"
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types: ["simple_workflow", "approval_chains", "complex_routing", "ai_decision_making"]
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stakeholder_complexity:
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scoring: "stakeholder_analysis"
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factors: ["stakeholder_count", "conflicting_interests", "approval_complexity"]
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project_constraints:
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weight: 0.10
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factors:
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timeline_pressure:
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scoring: "timeline_realism_analysis"
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categories: ["generous", "reasonable", "tight", "unrealistic"]
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budget_constraints:
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scoring: "resource_availability_assessment"
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levels: ["unlimited", "well_funded", "moderate", "constrained", "minimal"]
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team_experience:
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scoring: "team_capability_analysis"
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factors: ["technology_familiarity", "domain_expertise", "team_size", "collaboration_experience"]
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```
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### Dynamic Workflow Selection
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```yaml
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workflow_selection_engine:
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selection_algorithm: "multi_criteria_decision_analysis"
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workflow_options:
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rapid_prototype:
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complexity_range: [1, 3]
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characteristics: ["speed_optimized", "minimal_documentation", "core_features_only"]
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estimated_duration: "15-30_minutes"
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quality_trade_offs: ["reduced_validation", "simplified_architecture", "basic_testing"]
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standard_development:
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complexity_range: [4, 6]
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characteristics: ["balanced_approach", "comprehensive_documentation", "full_feature_set"]
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estimated_duration: "45-75_minutes"
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quality_standards: ["full_validation", "detailed_architecture", "comprehensive_testing"]
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enterprise_comprehensive:
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complexity_range: [7, 8]
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characteristics: ["thorough_analysis", "extensive_documentation", "enterprise_patterns"]
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estimated_duration: "90-120_minutes"
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additional_steps: ["security_analysis", "compliance_review", "scalability_planning"]
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complex_system_architecture:
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complexity_range: [9, 10]
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characteristics: ["research_intensive", "multiple_alternatives", "risk_mitigation_focus"]
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estimated_duration: "120-180_minutes"
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specialized_steps: ["proof_of_concept", "technology_evaluation", "architecture_alternatives"]
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override_conditions:
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user_specified_approach:
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condition: "user_explicitly_requests_specific_workflow_type"
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action: "use_user_preference_with_complexity_warnings"
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time_constraints:
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condition: "user_timeline_incompatible_with_recommended_workflow"
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action: "suggest_scope_reduction_or_timeline_extension"
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resource_constraints:
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condition: "system_resources_insufficient_for_recommended_workflow"
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action: "automatically_select_simpler_workflow_with_notification"
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domain_specialization:
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condition: "project_domain_requires_specialized_workflow"
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action: "select_domain_specific_workflow_variant"
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examples: ["healthcare_compliance", "financial_services", "gaming_development"]
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```
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## Dynamic Workflow Adaptation
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### Real-Time Workflow Modification
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```yaml
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adaptive_modification:
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adaptation_triggers:
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complexity_reassessment:
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trigger: "new_information_changes_complexity_score_significantly"
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threshold: "complexity_change > 2_points"
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actions:
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complexity_increase:
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- add_additional_validation_steps
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- include_risk_analysis_phase
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- extend_agent_timeouts
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- add_cross_agent_verification
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complexity_decrease:
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- remove_unnecessary_steps
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- simplify_templates
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- reduce_validation_overhead
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- streamline_handoffs
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quality_feedback_adaptation:
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trigger: "agent_outputs_consistently_below_quality_threshold"
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threshold: "average_quality < 7.0_for_2_consecutive_agents"
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actions:
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- add_iterative_improvement_steps
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- enable_cross_agent_mentoring
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- increase_context_richness
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- add_quality_coaching_prompts
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performance_optimization:
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trigger: "execution_time_exceeding_estimates"
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threshold: "actual_time > 150%_of_estimated_time"
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actions:
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- enable_parallel_execution_where_possible
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- simplify_remaining_steps
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- reduce_validation_overhead
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- cache_intermediate_results
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user_feedback_incorporation:
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trigger: "user_provides_additional_requirements_or_constraints"
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actions:
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- reassess_complexity_score
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- modify_remaining_workflow_steps
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- add_validation_for_new_requirements
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- update_context_with_new_information
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```
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### Workflow Branch Points
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```yaml
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dynamic_branching:
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branch_decision_points:
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post_analysis_branching:
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decision_point: "after_analyst_completion"
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branching_logic: |
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if complexity_score <= 3:
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branch_to: "simplified_pm_requirements"
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elif complexity_score >= 8:
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branch_to: "comprehensive_requirements_workshop"
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else:
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branch_to: "standard_pm_process"
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branch_options:
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simplified_pm_requirements:
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modifications:
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- use_simplified_prd_template
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- skip_detailed_user_story_mapping
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- focus_on_mvp_definition_only
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comprehensive_requirements_workshop:
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modifications:
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- add_stakeholder_interview_simulation
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- include_detailed_user_journey_mapping
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- add_competitive_analysis_deep_dive
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post_requirements_branching:
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decision_point: "after_pm_completion"
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branching_logic: |
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if project_type == "ui_only":
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branch_to: "ux_focused_path"
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elif technical_complexity_high:
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branch_to: "architecture_first_path"
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else:
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branch_to: "parallel_design_architecture_path"
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branch_options:
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ux_focused_path:
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sequence: ["ux_expert", "simplified_architecture", "developer", "qa"]
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modifications:
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- ux_expert_gets_extended_time_and_context
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- architect_focuses_on_frontend_architecture_only
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architecture_first_path:
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sequence: ["architect", "ux_expert_with_tech_constraints", "developer", "qa"]
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modifications:
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- architect_explores_multiple_technical_approaches
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- ux_expert_receives_technical_constraint_context
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parallel_design_architecture_path:
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sequence: ["(ux_expert || architect)", "developer", "qa"]
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modifications:
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- standard_parallel_execution
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- cross_validation_between_ux_and_architecture
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branch_merge_strategies:
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context_consolidation:
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method: "merge_all_branch_contexts_into_unified_context"
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conflict_resolution: "use_cross_agent_validation_protocol"
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quality_normalization:
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method: "ensure_consistent_quality_standards_across_branches"
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validation: "apply_same_quality_gates_regardless_of_branch"
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timeline_synchronization:
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method: "adjust_remaining_workflow_timing_based_on_branch_performance"
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optimization: "reallocate_time_budget_based_on_actual_branch_execution"
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```
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## Specialized Workflow Variants
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### Domain-Specific Adaptations
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```yaml
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domain_adaptations:
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healthcare_systems:
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additional_steps:
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- hipaa_compliance_analysis
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- medical_device_regulation_review
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- patient_safety_assessment
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modified_templates:
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- privacy_enhanced_architecture_template
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- medical_data_handling_specifications
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- audit_trail_requirements
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quality_gates:
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- regulatory_compliance_validation
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- security_penetration_testing_simulation
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financial_services:
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additional_steps:
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- regulatory_compliance_analysis
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- fraud_prevention_planning
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- audit_trail_design
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modified_templates:
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- financial_architecture_with_compliance
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- transaction_security_specifications
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- reporting_and_audit_requirements
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specialized_agents:
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- compliance_analyst_agent
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- security_architect_agent
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e_commerce_platforms:
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additional_steps:
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- payment_integration_planning
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- inventory_management_analysis
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- scalability_stress_testing
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modified_templates:
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- e_commerce_architecture_template
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- payment_security_specifications
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- performance_optimization_requirements
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specialized_validations:
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- pci_compliance_validation
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- performance_under_load_analysis
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content_management_systems:
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additional_steps:
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- content_workflow_analysis
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- multi_user_collaboration_design
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- seo_optimization_planning
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modified_templates:
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- cms_architecture_template
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- content_security_specifications
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- workflow_automation_requirements
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```
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### Learning and Optimization
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### Workflow Performance Learning
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```yaml
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learning_system:
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performance_tracking:
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metrics_collection:
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- workflow_completion_times_by_complexity
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- quality_scores_by_workflow_type
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- user_satisfaction_by_adaptation_decisions
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- error_rates_by_workflow_branch
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adaptation_optimization:
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successful_patterns:
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identification: "detect_workflow_modifications_that_consistently_improve_outcomes"
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integration: "automatically_incorporate_successful_patterns_into_workflow_definitions"
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failure_pattern_avoidance:
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identification: "detect_workflow_decisions_that_consistently_lead_to_poor_outcomes"
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prevention: "add_decision_rules_to_avoid_problematic_patterns"
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predictive_optimization:
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complexity_prediction_improvement:
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method: "use_historical_data_to_improve_complexity_scoring_accuracy"
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feedback_loop: "compare_initial_complexity_scores_with_actual_workflow_performance"
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workflow_selection_refinement:
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method: "optimize_workflow_selection_criteria_based_on_success_rates"
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continuous_improvement: "adjust_selection_thresholds_based_on_outcome_data"
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```
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### Integration with Main System
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```yaml
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# Enhanced CLAUDE.md integration
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system_integration:
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activation_enhancement: |
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When user request is received:
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1. Perform intelligent complexity analysis
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2. Select optimal workflow variant
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3. Initialize adaptive workflow engine
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4. Begin execution with adaptation monitoring
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user_communication: |
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"I'm analyzing your project requirements to select the optimal development approach.
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**Complexity Analysis**: {{complexity_score}}/10
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**Recommended Workflow**: {{selected_workflow}}
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**Estimated Duration**: {{estimated_duration}}
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{{#if workflow_adaptations}}
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**Workflow Adaptations**:
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{{#each workflow_adaptations}}
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- {{adaptation_reason}}: {{adaptation_action}}
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{{/each}}
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{{/if}}
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Beginning {{selected_workflow}} execution with {{agent_count}} specialized agents..."
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progress_updates: |
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"**Workflow Progress Update**:
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- Current Phase: {{current_phase}}
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- Complexity Reassessment: {{updated_complexity_score}}/10
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{{#if workflow_adaptations_made}}
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- Adaptations Made: {{workflow_adaptations_made}}
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{{/if}}
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- Estimated Completion: {{updated_completion_estimate}}
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Proceeding with {{next_phase}}..."
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```
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<function_calls>
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<invoke name="TodoWrite">
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<parameter name="todos">[{"content": "Implement Phase 1A: Context Management System", "status": "completed", "activeForm": "Implementing context management"}, {"content": "Add template intelligence and validation", "status": "completed", "activeForm": "Adding template intelligence"}, {"content": "Implement cross-agent validation protocol", "status": "completed", "activeForm": "Implementing agent validation"}, {"content": "Add parallel execution capabilities", "status": "completed", "activeForm": "Adding parallel execution"}, {"content": "Implement error detection and recovery", "status": "completed", "activeForm": "Implementing error recovery"}, {"content": "Add dynamic workflow adaptation", "status": "completed", "activeForm": "Adding dynamic workflows"}, {"content": "Update system documentation and integration", "status": "in_progress", "activeForm": "Updating documentation"}] |