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LLM Inference Benchmarking - genAI-perf and vLLM
Learn how to benchmark LLM inference using NVIDIA GenAI-Perf and vLLM on GPU infrastructure. This guide walks developers and platform teams through setting up a single-node inference stack, measuring latency and token throughput, understanding KV cache and batching behavior, and building a Grafana-based observability pipeline. Ideal for engineers learning LLM inferencing and teams operating production-grade inference platforms.

Chandan Kumar
Jan 115 min read


The Strategic Importance of DevOps and Cloud in the AI Era
As artificial intelligence continues to reshape industries, the foundational technologies enabling its deployment—cloud infrastructure...

Chandan Kumar
Aug 9, 20254 min read


Hands-on DataOps with Databricks, Terraform & GitHub Actions
In this hands-on guide, we explore how to automate Databricks deployments using Terraform and GitHub Actions—covering everything from workspace provisioning on Azure to deploying and scheduling Spark jobs via code. Perfect for data engineers and DevOps teams, this blog shares real-world code, architecture, and CI/CD workflows to help you build reproducible, scalable data pipelines using modern DataOps practices.

Chandan Kumar
Jul 9, 20252 min read


Punk Band of Software Development - Vibe Coding with All Hands AI, Devstral, and vLLM
Software development is evolving rapidly, and Artificial Intelligence is no longer a futuristic idea reserved for academia—it’s becoming an integral part of everyday engineering workflows. This shift is not just about making autocomplete smarter; it's about transforming development into a fluid, intelligent, and collaborative experience. This movement, which we call “Vibe Coding,” is redefining the entire dev process.

Chandan Kumar
Jun 30, 20256 min read


The Evolution of DevOps: From ClickOps to Platform Engineering and the Impact of AI
Platform Engineering Tech Stack for AI The ever-evolving landscape of DevOps and how advancements in AI are reshaping the way we approach...

Chandan Kumar
Jun 6, 20254 min read


Decode AI for Recruiters: How to Recruit for AI Skills and Candidates
AI recruitment is evolving with more specialized roles. While data scientists and developers were once the primary focus, roles like LLM engineers and ML infrastructure architects are now in high demand. AI teams are becoming more cross-functional, requiring candidates to collaborate across disciplines. Recruiters must stay ahead by understanding AI technologies, frameworks, and cloud services, ensuring they can identify the right talent for these rapidly evolving roles.

Chandan Kumar
May 4, 20255 min read


How to Survive AI — DevOps Engineers Career guide 2025
Illustration depicting the integration of DevOps and AI, highlighting collaboration and continuous improvement in artificial intelligence...

Chandan Kumar
Apr 27, 20259 min read


Deploying a Django Application on Kubernetes 🚀
To deploy a Django app in Kubernetes, start by containerizing it with Docker. Create a `Dockerfile` that installs dependencies, sets environment variables, and exposes the port Django runs on. Next, build the Docker image and push it to a container registry. In Kubernetes, define a `Deployment` YAML to specify your Django container, a `Service` to expose it, and a `ConfigMap` for environment variables. Use `kubectl` to apply the configurations, scale the deployment, and monit
Seema Durrani
Apr 25, 20253 min read


How to Run Docker Model Runner on Your Laptop for LLM Inferencing and Chatbot Development
Docker Model Runner on Your MacBook for LLM Apps Deepseek, Llama, Python Streamlit

Chandan Kumar
Apr 22, 20253 min read


Deploy Flask App With MySQL on Kubernetes
Deploy Flask app with MySQL on Kubernetes

Chandan Kumar
Feb 19, 20255 min read


Understanding End-of-Life (EOL) for Spring Projects: A Guide for Developers
As developers, staying informed about the lifecycle of the tech we rely on is crucial. Spring Framework, one of the most popular Java SDK

Kateryna
Aug 19, 20243 min read


ADO Migration: Migrating All Azure DevOps Items from One Organization to Another
"Streamline your development workflow! Learn how to migrate all Azure DevOps items from one organization to another with our expert guide.

Kateryna
May 23, 20243 min read


OpenTofu and Terraform: A Tale of Two Infrastructure as Code Tools
Explore the implications of IBM's acquisition of HashiCorp on Terraform users and the future of infrastructure as code. Learn how this deal

Kateryna
May 3, 20244 min read


Surviving the Age of AI - Developer Handbook
The age of AI brings with it a plethora of buzzwords and varying interpretations depending on different people and use cases. In this...

Chandan Kumar
Jan 13, 20244 min read
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