world of LLM

LLM Quantization: All You Need to Know!

Intro Over the past year, I was drowning into GitHub PRs, half-baked redit discussions, videos, and scattered docs trying to decode the chaos of quantization for Large Language Models (LLMs). Everyone was talking about running Llama models on a laptop, but no one was explaining how it actually worked—and forget about finding proper research papers …

my terraform oci-oke quick start fork. easier , more user friendly kubernetes in Oracle Cloud.

My moded OCI-OKE Terraform Module & why you should try it!

Intro If you’ve ever set up Kubernetes clusters on Oracle Cloud with Terraform or Resource Manager, you’ve probably tried the OKE Quickstart modules. Sure, they’re a solid starting point—streamlined, efficient. But after diving deeper into them, I realized the stack wasn’t exactly easy to use and felt more readable to their builders than to us …

Terraform Pipelines for Dummies Part2: GitHub Actions AWS Deploy (OIDC)

Intro Did you know that 12 millions secrets were publicly exposed in GitHub in 2023 alone? This is additional evidence that leaked secrets rhyme with financial and reputation loss for users, organizations and even states. The worst thing to do is make it easy for hackers to infiltrate your company’s system. This is where workload …

All-in-one DevOps VM

The Ultimate DevOps Sandbox “Tired of juggling multiple VMs for your DevOps stack? Get it all in one place with the ultimate DevOps VM—just one command, zero hassle.” Intro This idea’s been chilling in my mind for ages while I was playing around with Vagrant. I’ve lost count of the number of cool builds I’ve …

How to Survive Pearson Vue exam glitch nightmare

Intro Recently, I passed the AWS SAA certification, and while sharing your achievement on socials after long months of preparation and grind can be gratifying, some Pearson Vue test takers, didn’t have the same smooth experience, for unexpected challenges due to OnVue software glitches.In this short post, I’ll take you through the surreal blunders of …