7 layers of agentic AI – Action Layer

Introduction The Action Layer is the hands and voice of agentic AI, where all upstream planning, reasoning, and perception are finally translated into concrete results. This layer is responsible for executing decisions, interacting with external systems, and delivering measurable outcomes. In enterprise architectures, the Action Layer connects intelligent agents to the real world by automating … Read more

How to Build an AI Agent from Scratch with CrewAI and Clarifai

Introduction AI agents are reshaping automation by moving from simple scripts to adaptive, intelligent systems that can plan, reason, and act on real goals. Unlike traditional software, these agents can gather data, analyze information, break down objectives, and execute steps, all with a surprising degree of autonomy and flexibility. Today, you will learn how to … Read more

Advanced Ansible Playbook for Nutanix: Enterprise-Grade VM Provisioning with Validation, Tagging, and Notification

Introduction In production environments, VM provisioning requires more than just spinning up a virtual machine. You must ensure the VM is validated, tagged correctly, and monitored for failures. This enterprise-grade Ansible playbook combines provisioning, tagging, verification, and notifications in a single flow. My Personal Repository on GitHub Nutanix Repository on GitHub Diagram: Full-Stack Enterprise Playbook … Read more

Auto-Generate Nutanix Reports with Ansible and Email Integration

Introduction Nutanix operations teams benefit from having a consolidated daily snapshot of cluster health, VM status, and storage capacity. With Ansible, you can automate report generation and email delivery. This post shows how to create a consolidated Nutanix infrastructure report and send it to your team each morning. My Personal Repository on GitHub Nutanix Repository … Read more

Building a Self-Healing Nutanix Environment with Ansible

Introduction Self-healing infrastructure reduces downtime and manual intervention. With Ansible, Nutanix admins can detect VM or system issues and automatically trigger recovery actions, like powering on VMs, attaching NICs, or restoring from snapshots. This playbook outlines a closed-loop health monitor and repair engine. My Personal Repository on GitHub Nutanix Repository on GitHub Diagram: Self-Healing Automation … Read more

Patching and Updating Prism Services via Playbooks

Introduction Nutanix Prism Central and Prism Element updates are essential for security and performance. But manual patching risks inconsistencies, missed steps, and delays. With Ansible, you can validate upgrade readiness, schedule updates, and report results, all in a controlled and automated way. My Personal Repository on GitHub Nutanix Repository on GitHub Diagram: Prism Update Automation … Read more

Deploying Multi-VM Applications on AHV with Ansible

Introduction Many enterprise applications require multiple virtual machines, web frontends, app layers, and databases. With Ansible and Nutanix AHV, you can define entire application stacks in YAML and deploy them with a single command. This playbook demonstrates how to deploy and configure multiple VMs in a repeatable fashion. My Personal Repository on GitHub Nutanix Repository … Read more

Nutanix Cluster Expansion Using Ansible

Introduction Scaling a Nutanix cluster manually via Prism is fine for one-off events, but enterprise and edge environments demand repeatable, secure automation. This guide shows how to onboard new nodes to a Nutanix cluster using Ansible. With a single playbook, you can add multiple hosts, validate their state, and complete your cluster expansion. My Personal … Read more

Managing VM Power State with Ansible

Introduction Whether you’re scheduling routine maintenance, automating DR procedures, or managing lab environments, the ability to control VM power state is essential. With Ansible, you can automate VM power operations, start, stop, reboot, and validate, all from a single playbook. My Personal Repository on GitHub Nutanix Repository on GitHub Diagram: VM Power Workflow Use Case … Read more

Building a Super Bash Script for Nutanix in Enterprise Environments

Introduction In enterprise environments, admins require a consolidated script that executes multiple Nutanix operational tasks safely and consistently. This article presents a production-grade “super script” that consolidates health checks, VM inventory, snapshot rotation, and alert generation, suited for daily use in mission-critical deployments. My Personal Repository on GitHub Nutanix Repository on GitHub Diagram: Super Script … Read more

Dynamic VM Network Assignment Using Ansible

Introduction Virtual machine networking in Nutanix AHV is defined by subnet assignments, bridges (e.g., br0), and VLAN tags. Ansible lets you assign VM NICs dynamically during or after deployment, ensuring proper segmentation for dev, test, and prod workloads. This guide provides a flexible playbook for assigning networks to Nutanix VMs. My Personal Repository on GitHub … Read more

Nutanix CLI and Bash Scripting Best Practices

Introduction Bash and Nutanix CLI (ncli, acli) scripting is a powerful combo, but power demands responsibility. From production-level safety to logging and parameter handling, this post outlines essential best practices to help you create clean, robust, and maintainable automation scripts for Nutanix environments. My Personal Repository on GitHub Nutanix Repository on GitHub Diagram: Safe Scripting … Read more

Nutanix User and Role Management via CLI

Introduction Role-based access control (RBAC) is critical in enterprise datacenter security. Nutanix Prism allows fine-grained user and group role mapping, and this can be fully automated using ncli. In this guide, we create, update, and delete Prism users and assign them appropriate roles using Bash scripts. My Personal Repository on GitHub Nutanix Repository on GitHub … Read more

Nutanix Cluster Expansion with CLI and Bash

Introduction As workloads grow, Nutanix clusters must scale to meet demand. While Prism simplifies node addition, using ncli and Bash provides automation for site builds, disaster recovery scenarios, and DevOps pipelines. This guide outlines how to script and repeatably expand your Nutanix cluster using CLI tools. My Personal Repository on GitHub Nutanix Repository on GitHub … Read more

Nutanix Credentials Rotation Script with Bash

Introduction Credential rotation is a fundamental part of security hygiene. For Nutanix environments that rely on ncli, automating service account password updates ensures compliance, reduces risk, and eliminates outages due to expired credentials. This guide walks through scripting secure rotation using Bash. My Personal Repository on GitHub Nutanix Repository on GitHub Diagram: Credential Rotation Flow … Read more

Automating Snapshot Lifecycle for Nutanix with Ansible

Introduction Snapshots are critical for backup and recovery, but they must be managed correctly to avoid sprawl. With Ansible, you can automate the full snapshot lifecycle on Nutanix AHV, creating, listing, and deleting snapshots through playbooks. This article shows you how to set up reusable snapshot tasks and schedule them reliably. My Personal Repository on … Read more

Deploying Nutanix AHV VMs with Ansible

Introduction Once your Ansible control node is configured, deploying a virtual machine on Nutanix AHV is just a few lines of YAML away. This article walks through an enterprise-ready playbook to launch AHV VMs using the Nutanix Ansible collection. We’ll cover options for CPU, memory, networks, and storage, and how to make the playbook reusable. … Read more

Automating Nutanix with Ansible: Foundations, Playbooks, and Best Practices

Introduction Nutanix and Ansible are a natural fit for enterprise automation. While Nutanix provides powerful APIs and CLI tools, Ansible brings repeatable, version-controlled orchestration to the datacenter. This guide helps you install, authenticate, and run your first playbook using the official Nutanix Ansible collection. My Personal Repository on GitHub Nutanix Repository on GitHub Step 1: … Read more

Nutanix Emergency VM Rescue Bash Toolkit

Introduction Every environment faces moments of failure. Whether from guest corruption, misconfigurations, or broken updates, virtual machines sometimes need urgent rescue. This guide offers a pre-built Bash-based emergency toolkit using acli to snapshot VMs, reassign NICs, attach recovery ISOs, and power cycle problematic VMs. My Personal Repository on GitHub Nutanix Repository on GitHub Diagram: Rescue … Read more

Nutanix Storage Container Management via ncli

Introduction Storage containers are a foundational part of Nutanix architecture, defining policy boundaries for deduplication, compression, and performance tiers. With ncli, you can automate the creation, resizing, and deletion of containers to match lifecycle events, DR plans, or capacity upgrades. This guide shows how to script it all with Bash. My Personal Repository on GitHub … Read more