AI sandboxing is having its Kubernetes moment
… With structural isolation, a policy failure is contained to the workload it affects. Pre-fail controls become best-effort hardening with a safety net underneath – not the last line of defense. …
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What changes when feedback moves earlier?
Shifting validation to review-time changes developer behavior in several practical ways. Faster feedback. Rather than waiting for a CI run to complete, violations appear immediately during review. Issues can be addressed before merge, in the same context where they were introduced. Shared visibility. Policy violations are no longer buried in CI logs accessible only to the developer. They become part of the review discussion, visible to the entire team. This builds shared awareness of policy intent—not just individual compliance. Fewer feedback loops. In early usage across real pull requests, a
Why Kubernetes policy enforcement happens too late—and what to do about itAnnouncing Kyverno release 1.18!
… TL;DR Kyverno 1.18 delivers: Stronger security controls for HTTP-based policy execution and multiple CVE mitigations Significant CLI enhancements for testing and applying modern policy types Policy engine improvements for performance, observability, and scalability Enhancements to the policies Helm… …
Why Kubernetes policy enforcement happens too late—and what to do about it
… Natural language policy authoring. For platform teams, writing and maintaining Rego or Kyverno policies today requires significant domain expertise. …
Extending AI gateways with Rust: Custom transformations in kgateway
… To use a real LLM: Get an API key from OpenAI, Anthropic, or Gemini Create a Kubernetes secret with your key Update the AgentgatewayBackend to use the real host and authentication yaml apiVersion: gateway.kgateway.dev/v1alpha1 kind: Backend metadata: name: openai namespace: kgateway-system spec: ty… …
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Building a cloud native platform from the ground up with Kairos, k0rdent, and bindy
… We treat our Kairos images exactly like application container images: every change triggers a GitHub Actions pipeline that builds the image, runs integration tests against a live VM, and publishes a new OCI tag only on a clean pass. …
Benchmarking AI agent retrieval strategies on Kubernetes bug fixes
… On 138211, mandatory retrieval pushed the agent to discover the policy evaluation layer before implementing a fix, leading to a better architectural choice. But the limitation remains, once the relevant code is found, the agent still reasons locally. …
Three TAG leads walk into the TOC
… This work continues; we have initiatives focusing on Supply Chain Insights, IAM Best Practices, MCP Authn/z, Security Controls and more that can have impacts for all projects across the landscape to all end users. …