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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 diagnosis.

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.

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.

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.

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.

In-app purchases and subscriptions with RevenueCat. Product configuration, entitlements, paywalls, restore purchases, subscription status. Use when implementing subscriptions, one-time purchases, paywalls, or monetization.

Implement in-app update prompts with version checking, force/soft updates, Android In-App Updates, and store redirects. Supports Supabase and Firebase Remote Config backends. Use when adding update dialogs, version management, or blocking outdated app versions.

File and directory naming conventions for TypeScript/JavaScript projects. Use when creating new files or directories.

Use `as const` and `as const satisfies Type` for constant definitions in TypeScript. Use when defining constants, config objects, or string union types.

Use when communicating via Matrix chat, notifying teams, or managing E2EE. Triggers on #room:server references, Matrix URLs, and chat requests.

Generación unificada de imágenes por IA multiplataforma, compatible con Volcengine Seedream, Alibaba Qwen Image y Google Gemini (Nano Banana). Cambia fácilmente entre modelos con un selector desplegable.

Formatea automáticamente artículos Markdown en tarjetas gráficas para Xiaohongshu/redes sociales. Procesa la entrada Markdown, pagina, genera HTML, toma capturas de pantalla con Playwright y produce imágenes PNG/WebP.