Securing AI Autonomy in Multi-Tenant Kubernetes: Building Machine-Readable Operational Rules for kcp

As kcp evolves Kubernetes into multi-tenant, API-driven environments, AI agents must autonomously navigate increasingly complex operational constraints. Without explicit machine-readable contracts, agents risk violating tenancy boundaries, causing state inconsistencies, and compromising security. The AGENTS.md guide functions as a critical API contract that codifies workspace constraints, tenancy policies, and error-handling procedures, enabling safe and scalable autonomous AI operations across distributed kcp clusters.