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Idea:Task Classification for AI-Human Allocation
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=== Architecture Tasks === '''Definition:''' System design, technology selection, scalability planning, infrastructure decisions, and high-level structural planning for software systems. ==== Task Characteristics ==== '''Strategic Nature:''' * Long-term impact on system evolution and maintenance * Complex trade-off analysis between multiple competing factors * Integration of business requirements with technical constraints * Consideration of future growth, scalability, and adaptability needs '''Typical Examples:''' * Database schema design and data architecture planning * Microservices decomposition and service boundary definition * Technology stack selection and framework evaluation * Security architecture and compliance framework design * Performance optimization strategy and monitoring approach planning ==== Success Factor Analysis ==== '''Critical Success Factors (Weight 5/5):''' * '''Strategic Thinking:''' Long-term vision and architectural planning capabilities * '''Domain Expertise:''' Understanding of industry requirements and constraints * '''Creative Problem-Solving:''' Innovation and novel approach development '''High Importance Factors (Weight 4/5):''' * '''Technical Depth:''' Comprehensive understanding of architectural patterns and trade-offs * '''Context Retention:''' Awareness of project history, constraints, and stakeholder requirements '''Moderate Importance Factors (Weight 3/5):''' * '''Communication & Collaboration:''' Stakeholder alignment and decision documentation * '''Error Recovery:''' Risk assessment and mitigation strategy development ==== Optimal Allocation Strategy ==== '''Primary Approach: Human-Led with AI Analytical Support''' '''Human Leadership Requirements:''' * Strategic decision-making and long-term vision development * Stakeholder communication and requirement synthesis * Risk assessment and trade-off analysis * Creative solution development for unprecedented challenges '''AI Support Capabilities:''' * Comprehensive option generation and alternative analysis * Performance modeling and scalability projection * Best practice research and pattern identification * Documentation generation and decision rationale recording '''Success Metrics:''' * System performance and scalability achievement against projections * Architectural decision effectiveness over time * Stakeholder satisfaction with architectural outcomes * Maintenance overhead and technical debt accumulation rates
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