Infrastructure guides for teams building in India

GitHub Actions vs GitLab CI vs Woodpecker CI: Self-Hosted CI/CD Pipeline Showdown 2026

A detailed comparison of three CI/CD platforms from a self-hosted perspective. Pricing, performance, security, and which one wins for small-to-mid teams on a budget.

cPanel vs DirectAdmin vs HestiaCP vs CloudPanel: The 2026 VPS Control Panel Showdown

An honest, data-driven comparison of the four most popular VPS hosting control panels. Pricing, resource usage, features, security, and which panel fits which use case.

Graphs vs Loops: The 2026 AI Agent Architecture Debate Explained

Two unrelated announcements collided in July 2026 and reignited the oldest argument in agentic AI: should agent orchestration look like a graph or a loop? Here is what the debate actually means and when to use each.

Production LEMP Stack on Ubuntu 24.04: Nginx, PHP-FPM 8.3, MariaDB, Redis, SSL

A complete production-grade LEMP stack setup guide. From bare Ubuntu 24.04 VPS to a secure, optimized web server in under an hour.

Loop Engineering: The Practice That Replaced Prompt Engineering in 2026

Loop engineering, coined in June 2026, is the practice of designing systems that prompt AI agents autonomously - with verification, retry, and state management. Here is the complete guide.

The #1 GitHub Repo Right Now Is an AI Agent Book. Here Is What That Means for Your GPU Bill

bojieli/ai-agent-book just hit #1 on GitHub trending with 9,600+ stars. It is the definitive open-source guide to building AI agents. Here is why every agent you build needs real GPU infrastructure behind it.

wp2shell Is Now Being Exploited in the Wild. If You Have Not Patched, Someone Is Already Inside

SecurityWeek confirms wp2shell (CVE-2026-63030 + CVE-2026-60137) is now being actively exploited in the wild. Three days after disclosure, attackers are compromising default WordPress installs. Here is what to check right now.

AWS Just Killed Bedrock Agents. Here Is What AgentCore Means for Your AI Workloads

Amazon deprecated Bedrock Agents and closed it to new customers after July 30, 2026. Bedrock AgentCore replaces it with multi-agent orchestration, memory, Gateway, and a new architecture. Here is what to migrate and when.

H200 vs B200 vs Blackwell Pro: Which GPU Should Your Indian AI Team Rent in 2026?

wp2shell: A Critical WordPress RCE That Needs No Password. Patch Your Site Before Someone Else Does

Kimi K3 Is the First Open 2.8 Trillion Parameter Model. Here Is What That Means for Your GPU Infrastructure

Moonshot AI launched Kimi K3 on July 16, 2026 - a 2.8T parameter open-weight model with 1M context, Delta Attention, and Mixture of 896 Experts. It runs on 16 active experts per token. Here is what developers need to know.

How to Set Up GitOps with ArgoCD on Bare Metal Kubernetes

A step-by-step guide to deploying ArgoCD on k3s, connecting it to GitHub, and making your Kubernetes cluster sync automatically from Git. No more kubectl apply.

AWS Just Broke Ground on a Rs 60,000 Crore Data Centre in Hyderabad. Here Is What It Means for You

Telangana CM Revanth Reddy laid the foundation stone for AWS's flagship hyperscale data centre at Bharat Future City on July 15, 2026. Rs 60,000 crore investment. Right in ServerGurus' backyard.

CVE-2026-56155: Attackers Are Already Exploiting This ADFS Zero-Day. Patch Before They Find Your Server

Microsoft confirmed CVE-2026-56155 was exploited in the wild as a zero-day before the July 2026 patch. ADFS servers are the target. CVSS 7.8, CISA KEV listed. Patch tonight.

CVE-2026-56190: Any Windows Server With RDP Exposed Can Be Taken Over. No Password Required

A 9.8 CVSS unauthenticated RCE in Windows RDP shipped in July 2026 Patch Tuesday. No user interaction needed. Just a packet to port 3389. Patch tonight.

NVIDIA Released an Open-Weight LLM That Does 6x the Work on the Same GPU

Nemotron-Labs-Diffusion is an 8B parameter model that delivers 6.82 tokens per forward pass. It runs on a single GPU. Here is how to deploy it and what it means for your inference costs.

Microsoft Just Open-Sourced a PostgreSQL Extension That Replaces Temporal and Airflow

pg_durable brings durable execution inside PostgreSQL. Retries, scheduling, parallel fan-out, and crash recovery - all in SQL. No containers. No external services. Here is how it works and when you should use it.

OpenAI Launched GPT-5.6. Here Is What It Means for Your GPU Infrastructure

GPT-5.6 shipped July 9 with three models: Sol, Terra, and Luna. Frontier intelligence is now available to everyone. But running frontier models still needs frontier hardware.

Meta Just Crashed the Cloud Party. Here Is What It Means for Your GPU Bills

Meta launched Meta Compute on July 1, selling excess AI GPU capacity to compete with AWS, Google, and Microsoft. CoreWeave stock dropped 10%. Here is what actually changes for you.

How to Set Up a CI/CD Pipeline for ML Models Using GitHub Actions and Docker

A step-by-step guide to building a production CI/CD pipeline that tests, builds, and deploys machine learning models. Works with any GPU infrastructure.

AWS Just Raised GPU Prices 20%. Here Is What You Should Actually Be Paying for an H100

AWS GPU prices rose 15% in January, then another 20% on July 1. The same NVIDIA silicon costs $5.19/hr on AWS and $2.01/hr from independent providers. Here is the real math.

CVE-2026-47291: Any Unpatched Windows Server Can Be Taken Over Remotely via HTTP.sys

A critical 9.8 CVSS vulnerability in Windows HTTP.sys lets unauthenticated attackers execute code with kernel privileges. If you run IIS, WinRM, or any HTTP.sys service, patch now.

cPanel File Manager Can Access Symlinks That SSH Cannot

cPanel has acknowledged that File Manager bypasses SSH-based symlink restrictions. If you run shared hosting, here is what this means for your server security.

GhostLock: A 15-Year-Old Linux Bug That Gives Any User Root

CVE-2026-43499 lets any local user escalate to root on any Linux server shipped since 2011. If you run shared hosting, VPS nodes, or container hosts, here is what to do right now.

Bare Metal vs Cloud VPS for a Hyderabad SaaS Startup

Should your Hyderabad startup run on a Cloud VPS or a dedicated bare metal server? A practical comparison of performance, cost, scaling, and when to switch.

How Much Does a GPU Server Cost in India? (L40S vs Blackwell, 2026)

A clear 2026 breakdown of GPU server pricing in India - NVIDIA L40S vs Blackwell Pro 6000 ADA, single vs multi-GPU, and when renting beats buying for AI training and inference.