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Operate long-lived agent workloads with observability, security boundaries, and lifecycle management patterns for enterprise deployments.

/cs:ai-act-readiness <system> — EU AI Act 6-question forcing interrogation. Use during AI-system intake, before EU deployment, or during annual compliance refresh as Article 113 obligations phase in (2025-02-02 / 2025-08-02 / 2026-08-02 / 2027-08-02).

Bun as runtime, package manager, bundler, and test runner. When to choose Bun vs Node, migration notes, and Vercel deployment support.

Production deployment workflows: rolling/blue-green/canary strategies, CI/CD pipeline patterns, Docker multi-stage builds, health checks, readiness probes, rollback strategies, and environment-specific configuration management.

Django security best practices: authentication, authorization, CSRF protection, SQL injection prevention, XSS prevention, and secure deployment.

Verification loop for Django projects: migrations, linting, tests with coverage, security scans, and deployment readiness checks.

Builds and manages Kubernetes custom operators. Covers CRD design, reconciliation loops, controller patterns, and production deployment of operator-managed workloads.

Verification loop for Laravel: env checks, linting, static analysis, tests with coverage, security scans, and deployment readiness.

OWASP Top 10 security checklist with code patterns for secrets management, input validation, SQL injection prevention, XSS, CSRF, rate limiting, and pre-deployment security verification.

Rolling/blue-green/canary strategies with health checks

Production-grade Docker Compose with isolation, secrets, and reverse proxy.