Writing on Kubernetes platforms, multi-cloud architecture, GitOps, and agentic AI applied to infrastructure.https://divyanshsrivastav.com/en-ushttps://divyanshsrivastav.com/blog/multi-agent-llm-debate-engine/https://divyanshsrivastav.com/blog/multi-agent-llm-debate-engine/Architecture decisions, 4 LLM provider integration, and lessons learned building Synapse — a 45-file, 12,000-line multi-agent debate system with a 5-phase pipeline and 306 tests.Sun, 15 Feb 2026 00:00:00 GMTai-mldevopshttps://divyanshsrivastav.com/blog/ai-augmented-devops-llm-terraform-review/https://divyanshsrivastav.com/blog/ai-augmented-devops-llm-terraform-review/How AI agents are transforming infrastructure operations—from automated Terraform plan reviews to predicting deployment failures before they happen, cutting incident response time by 60%.Mon, 06 Oct 2025 00:00:00 GMTai-mlterraformdevopshttps://divyanshsrivastav.com/blog/multi-region-aks-workload-identity/https://divyanshsrivastav.com/blog/multi-region-aks-workload-identity/AAD Pod Identity hit end-of-support in late 2024. The migration to Workload Identity on a multi-region AKS estate is straightforward at the YAML level — and brutal in the details. Two failure modes from cutover, the architecture that works, and what to budget for.Sat, 27 Sep 2025 00:00:00 GMTkubernetesazurehttps://divyanshsrivastav.com/blog/gitops-multi-cluster-flux-cluster-api/https://divyanshsrivastav.com/blog/gitops-multi-cluster-flux-cluster-api/Managing 50+ Kubernetes clusters with GitOps using Flux v2 and Cluster API—declarative multi-cluster orchestration, automated cluster lifecycle, and enterprise-scale deployment patterns.Wed, 24 Sep 2025 00:00:00 GMTkubernetesdevops