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Practical writing on Kubernetes, cloud architecture, DevOps, and AI-augmented infrastructure — from real production experience.
4 articles
Building a Multi-Agent LLM Debate Engine with Python
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.
AI-Augmented DevOps: Using LLMs to Review Terraform Plans and Predict Deployment Failures
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%.
Migrating off AAD Pod Identity on Multi-Region AKS
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.
GitOps at Scale: Multi-Cluster Management with Flux v2 and 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.
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