Constraint Modeler

Model comprehensive system constraints with systematic validation and optimization: $ARGUMENTS

Current System Context

• Domain scope: Based on $ARGUMENTS (business, technical, operational, financial)
• Existing constraints: @documentation or configuration files
• System boundaries: Current limitations and dependencies
• Change dynamics: Historical constraint evolution patterns

Task

Create comprehensive constraint models for accurate simulation and decision-making:

Constraint Domain: Use $ARGUMENTS to focus on business, technical, regulatory, or resource constraints

Constraint Framework:

1. Hard Constraints - Absolute limits that cannot be violated (legal, physical, technical)
2. Soft Constraints - Preferences and trade-offs that can be managed (budget, quality, timing)
3. Dynamic Constraints - Limitations that evolve over time (market, technology, capacity)
4. Constraint Dependencies - Relationships and interactions between different limitations
5. Validation Framework - Methods to verify constraint accuracy and relevance
6. Optimization Strategies - Approaches to relax, substitute, or circumvent constraints

Advanced Analysis: Constraint sensitivity analysis, bottleneck identification, scenario boundary definition, and optimization algorithms.

Strategic Application: Link constraint models to decision scenarios, resource allocation, and strategic planning.

Output: Complete constraint model with interaction matrices, validation reports, optimization recommendations, and scenario boundary definitions.