Agent Skill for constrained optimization via ALM/ADMM/KKT — with adversarial guards, COOP cross-skill protocol, and 20k-sim validated parameters
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Skill Claude CodeCodex
Augmented Lagrangian method for constrained optimization. Handles convex QP, smooth NLP, and basic non-convex problems. Trigger on: constrained optimization, KKT conditions, Lagrange multipliers, penalty methods, equality/inequality constraints.
Skill Claude CodeCodex
Augmented Lagrangian for constrained optimization. Handles convex QP, smooth NLP, non-convex NLP, distributed ADMM. Trigger on: constrained optimization, KKT, Lagrange multipliers, ALM, ADMM, multi-start, penalty methods.
Skill Claude CodeCodex
Augmented Lagrangian for constrained optimization. Handles convex QP, smooth NLP, non-convex NLP, distributed ADMM, Safe RL, multi-objective. Trigger on: constrained optimization, KKT, ALM, ADMM, safe constraints, Pareto front, multi-objective. Also trigger for: shadow prices, sensitivity analysis, infeasibility…
Skill Claude CodeCodex
Augmented Lagrangian for constrained optimization. Handles convex QP, smooth NLP, non-convex NLP, distributed ADMM, Safe RL, multi-objective. Trigger on: constrained optimization, KKT, ALM, ADMM, safe constraints, Pareto front, shadow prices, sensitivity analysis, infeasibility diagnosis, near-infeasible problems.
Skill Claude CodeCodex
Augmented Lagrangian for constrained optimization. Handles convex QP, smooth NLP, non-convex NLP, distributed ADMM, Safe RL, multi-objective. Trigger on: constrained optimization, KKT, ALM, ADMM, safe constraints, Pareto front, shadow prices, sensitivity analysis, infeasibility diagnosis, near-infeasible problems.
Skill Claude CodeCodex
Opinionated constrained optimization skill using Augmented Lagrangian Methods (ALM), ADMM, and KKT verification. Enforces step ordering, solver routing, feasibility checks, and adversarial guards that agents skip unprompted. Trigger on: constrained optimization, KKT conditions, Lagrange multipliers, ALM, ADMM, shadow…
Skill Claude Code
Constrained optimization skill for maximizing or minimizing objectives under budgets, capacities, safety limits, equality/inequality constraints, and multi-objective trade-offs. Provides model normalization, ALM/ADMM/KKT routing, infeasibility diagnosis, shadow-price interpretation, capability-aware no-tool fallback…
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