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