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constrained-optimization

Provides a methodology for formulating, comparing, validating, and auditing constrained optimization decisions using explicit variables, objectives, feasibility rules, tradeoffs, baselines, and solver evidence.

★ 88 GitHub Stars
94 Score de qualité
8 Fichiers

About this Skill

Define, compare, and audit constrained optimization decisions with explicit variables, units, hard and soft constraints, feasibility, Pareto tradeoffs, and honest solver evidence. Do not use for statistical modeling or ML fitting, which belong to data-scientist or ml-engineering, or for operating a named solver.

Cas d’usage

  • Formulating constrained decisions
  • Comparing optimization methods fairly
  • Auditing returned solutions
  • Evaluating feasibility and constraint violations
  • Documenting Pareto tradeoffs and robustness

Fonctionnalités

  • Defines variables, units, domains, and bounds
  • Separates hard, soft, and informational constraints
  • Establishes feasible and heuristic baselines
  • Reports solver status, bounds, gaps, and unresolved uncertainty
  • Provides formulation and solution-audit templates

Agents compatibles

Not specified

Skill files

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