May 5 · 5 min read · Building bulletproof deployments with immutable infrastructure patterns Configuration drift is the silent killer of production systems. You start with identical servers, but over time, manual patches, partial updates, and environmental differences cr...
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Mar 25 · 6 min read · Architecting a Production Multi-Agent AI Platform: Technical Leadership in Action From Concept to Infrastructure: A Case Study in Systematic Problem-Solving Over the past few hours, I architected and deployed BrightStream - a production-grade positiv...
Join discussionMar 14 · 5 min read · Download Istio curl -L https://istio.io/downloadIstio | sh - cd istio-* Install the control plane ./bin/istioctl install --set profile=demo -y Enable sidecar injection for your namespace kubectl label namespace default istio-injection=enabled **Step...
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Mar 14 · 5 min read · Istio VirtualService: defines traffic behavior apiVersion: networking.istio.io/v1beta1 kind: VirtualService metadata: name: user-service spec: hosts: user-service http: match: uri: prefix: "/users" route: destination: host: user-service po...
Join discussionMar 14 · 4 min read · Enable automatic injection kubectl label namespace production istio-injection=enabled Verify injection kubectl get pods -n production -o jsonpath='{.items[].spec.containers[].name}' ``` 2. Mutual TLS Misconfiguration Problem: Enabling strict mTLS bre...
Join discussionJan 6 · 7 min read · The world of Artificial Intelligence and Machine Learning is accelerating at an unprecedented pace. From automating complex tasks to powering groundbreaking scientific discoveries, AI/ML workloads are becoming the backbone of modern enterprise. But a...
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Aug 17, 2025 · 5 min read · I was grabbing coffee ☕ with a former colleague last week, and she asked me something that made me pause: "Is DevOps still... DevOps? Or has it become something completely different?" 🤔 It got me thinking. I've been doing this for over a decade now,...
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