BLOG & INSIGHTS
Decisions behind better software: project scope, AI integration, security, cloud operations and the practical details that change delivery costs.
447 articles found
Agent security is identity security. How to scope tools, credentials, sandboxes and egress so a manipulated agent is a contained process, not a breach.
Tracing, token accounting, online evals and drift detection - the observability stack that turns LLM apps from black boxes into operable systems.
Where LLM agents genuinely help in security operations - triage, enrichment, reporting - and the guardrails that stop them from closing real incidents.
A pragmatic model governance stack - inventory, model cards, eval gates, and change control - mapped to the EU AI Act, ISO 42001, and NIST AI RMF.
Prompt injection cannot be patched away. Here is a layered defense model for LLM apps that read untrusted content and hold real tool access.
Why production RAG lives or dies on chunking, hybrid retrieval, evaluation, and permissions - not on the model you plug in at the end.
Per-pull-request environments on Kubernetes, namespaces, vCluster, GitOps wiring, and the data and cost discipline that makes them stick.
HPA, KEDA, and Karpenter each solve a different scaling problem, production reliability depends on making the three loops cooperate, not compete.
Reconstructing cost accountability inside shared Kubernetes clusters: OpenCost, label enforcement, right-sizing, and a staged path to chargeback.
Turning a collection of snowflake Kubernetes clusters into a declaratively managed fleet: lifecycle as code, layered config, and upgrade waves.
Why internal developer platforms fail as mandates and succeed as products, with a 90-day plan for shipping golden paths teams adopt willingly.
How to structure repositories, reconciliation, secrets, and promotion so GitOps still works when you pass your third Kubernetes cluster.
