Source-verified articles on DevOps, cloud infrastructure, AI, and SaaS.
How to build a Kubernetes secrets architecture for AI agents using HashiCorp Vault, External Secrets Operator, and Vault Secrets Operator. Covers Kubernetes auth, dynamic secrets, ESO vs VSO, and how short TTLs change the threat model.
How to schedule GPU workloads on Kubernetes after DRA went GA in 1.34. Covers gang deadlock, fragmentation, KAI vs Kueue vs Volcano vs Grove, and migration off the device plugin.
Harden CI/CD pipeline permissions against Cordyceps PR hijacking. 300+ exploitable repos at Microsoft and Google. Fix patterns, OIDC, zizmor detection.
LiteLLM CVE-2026-42271 hit the CISA KEV with active exploitation. Your LLM gateway holds every AI credential you own. Patch, isolate, and harden it.
Most MCP authorization guides miss the 2025-11-25 spec. This post covers OAuth 2.1 flow, audience binding, and step-up authorization for least privilege.
How to harden observability MCP servers: Sentry injection risk, PagerDuty RBAC scoping, and Grafana bind hygiene. Verified configs for SRE teams.
A malicious repo can flip Claude Code's security settings without any prompt injection - just by being cloned. Here is how CBSE works and the org-level hardening recipe.
CVE-2026-42880 exposes plaintext Kubernetes Secrets to any Argo CD user via the diff view. Patch floor, RBAC hardening playbook, and secrets architecture.
Pickle deserialization in MLOps turns model files and inference RPC sockets into RCE vectors. Learn how to harden your model registry and serving pipeline.
How AI coding assistant config poisoning works: TrapDoor hid exfiltration instructions in CLAUDE.md. Defense playbook for platform and security teams.
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