As LLM agents gain the ability to read code, modify files, send emails and call APIs, ArbiterOS introduces a runtime governance layer that turns model intents into structured, traceable instructions, enabling policies to approve, block, or request confirmation before any high‑risk action is executed.
The article compares AWS Rex, which enforces Cedar policies on Rhai scripts, with Vercel deepsec, which lets powerful coding agents hunt vulnerabilities, showing how both defensive and offensive approaches are shaping the emerging security model for AI agents in production.
The article presents a five‑layer governance stack for AI agents—identity, centralized tool registry, policy enforcement, behavioral anomaly detection, and unified security posture—detailing how each layer mirrors traditional engineering team management to reduce attack surface, audit complexity, and migration costs.
This article explains how to strengthen Kubernetes supply‑chain security by using SLSA Source Track, the Notary Project’s Ratify tool, and policy engines like Gatekeeper to automatically generate, attach, and verify attestation proofs for OCI images before they are deployed to production clusters.
Datree is an open‑source CLI that validates Kubernetes YAML files against customizable policies, offering syntax checks, version validation, and resource limits enforcement, allowing developers to catch configuration errors without connecting to a live cluster and providing dashboard‑driven rule management.
Datree is an open‑source CLI tool that validates Kubernetes YAML files, enforces custom policies, and prevents misconfigurations without needing cluster access, offering dashboard‑driven rule management and a step‑by‑step example that shows how to fix memory and CPU limits in a deployment manifest.
Datree is an open‑source CLI that validates Kubernetes YAML files against customizable policies, preventing misconfigurations without needing cluster access; this guide explains why it’s needed, how it works, and demonstrates a step‑by‑step example fixing resource limits in a deployment.
