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⚡ AI Lessons

Dev.to · Pavan Madduri
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Docker Build Cloud Cut My CI Build Times by 75%, Here's How I Wired It to OCIR
My GPU inference image was 8GB. Building it in GitHub Actions took 14 minutes on the free runner....

Dev.to · Pavan Madduri
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Zero-Downtime Crossplane v1 v2 Migration: Adopt-in-Place at Production Scale
How we moved a production EKS fleet from Crossplane v1 claims/composites to v2 namespaced XRs with no resource recreation, no node rotation, and no downtime — p

Dev.to · Pavan Madduri
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
docker init OCIR OKE: From Empty Folder to Production in 15 Minutes
I timed myself. Starting from an empty directory with a Go application idea, how fast could I get to...

Dev.to · Pavan Madduri
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
From Docker Compose on My Laptop to OKE in Production — Same App, Zero Rewrites
I have a rule: if I can't run the full stack on my laptop with docker compose up, the architecture is...

Dev.to · Pavan Madduri
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
GPU-Aware Autoscaling for Docker Containers: From NVML to Production
Every GPU inference container has the same problem: Kubernetes HPA can't see the GPU. You scale on...

Dev.to · Pavan Madduri
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Docker + OKE: Running GPU Inference Containers on Oracle Cloud
I wanted to deploy an LLM inference API without spending $1,200/month on AWS GPU instances. OCI...

Dev.to · Pavan Madduri
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Running Docker Containers on OCI Without Kubernetes
I needed to run a container in the cloud. Not a microservices platform. Not a service mesh. Just one...
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