#llmops

vLLM crashing with torch.cuda.OutOfMemoryError on Kubernetes? Tune gpu_memory_utilization, tensor_parallel_size, max_num_seqs, and max_model_len to fix it fast.

Google Cloud open-sourced k8s-aibom, a Kubernetes controller that builds CycloneDX ML-BOMs at runtime and surfaces the shadow AI already running in your clusters.

Build Claude Code security skills that scan for secrets, run SAST, and catch prompt injection, then enforce them with hooks in your DevSecOps pipeline.

AI agents now open PRs and run deploys inside your pipeline. Here is how to govern their tool access and gate their actions with OPA and MCP.

Compare vLLM, TGI, Ollama, BentoML, and Ray Serve for production LLM serving. Real Helm values, GPU overhead, autoscaling, and a decision matrix.

Master the safe evaluation of LLM-generated Terraform. This guide covers validation, security, and best practices to integrate AI into your infrastructure workflo...

Learn to secure AI agent MCP servers from prompt injection and secret leaks. This guide covers least privilege, containerization, and network policies for DevOps.

Use OpenTelemetry to add LLM observability to your Python apps. Follow our guide to trace requests, track API costs, and build monitoring dashboards in Grafana.

Secure your RAG pipeline against data leakage, a top OWASP LLM risk. Learn why prompt hardening isn't enough and how to implement user access controls.

Reduce LLM API costs in CI/CD with a simple prompt cache. Learn how to use a Git repository as a database-free key-value store for LLM prompts and responses.

Secure your AI agents by detecting and preventing malicious MCP skills. Learn to implement sandboxing, egress filtering, and zero-trust architectures.

Learn to build autonomous Kubernetes agents using MCP, Kagent, and K8sGPT to automate diagnostics, resource optimization, and GitOps workflows.