Observability MCP Server Security: Hardening Sentry, PagerDuty, and Grafana for SRE Agents
How to harden observability MCP servers: Sentry injection risk, PagerDuty RBAC scoping, and Grafana bind hygiene. Verified configs for SRE teams.
Source-verified articles on DevOps, cloud infrastructure, AI, and SaaS.
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.
Malicious JetBrains plugins stole AI API keys from 70K devs. Platform defense: IDE allowlists, LLM gateway brokering, egress detection, key rotation.
74 confirmed CVEs traced to AI-generated code. 45% OWASP failure rate. Learn how to build the CI/CD security pipeline your AI coding tools require.
The hands-on guide for platform teams hitting the single-node wall: tensor vs pipeline parallelism, native multi-node vLLM, LeaderWorkerSet, and llm-d wide expert parallelism.
Engineering leads explain how Kiro, Cursor Plan Mode, and Claude Code implement spec-first development — and how to enforce compliance at org scale with CI gates and EARS linting.
AI agent egress gateways remove real secrets from the agent's reach. Category analysis vs NetworkPolicy, Cilium, LLM gateways, and sandboxes.
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