AI Agent Evaluation: A Passing Test Is Not Production Proof
Evaluate the complete agent release and its enforcement boundaries. Use fault injection, independently checked outcomes, and explicit limits when introducing production authority.
automation
AI Agent Authorization: Approval Is Not a Blank Check
Bind agent approval to the exact action, identity, target, policy, and validity window. Revalidate changed conditions and give uncertain execution and recovery their own authority rules.
AI Output Verification: Check Claims Before Acting
Evaluate infrastructure claims against scoped evidence. Use a two-cluster example to separate supportability, capacity, isolation, and resilience, including the difference between normal and failure-state capacity.
AI Agent Learning: Governing What Becomes Permanent
Decide which agent observations may become durable memory, procedures, or training data. Build qualification, evaluation, release, and revocation paths that preserve evidence without automatically approving the lesson.
Schrödinger’s Cat and AI: Plausible Is Not Proven
Separate a plausible AI answer from a verified claim and an authorized action. Use the Schrödinger’s cat analogy carefully, then apply evidence gates to infrastructure decisions.
AI Agent Stability: When Retries Become the Incident
Prevent retries and corrective actions from amplifying an incident. Define retry ownership, finite budgets, stabilization rules, and reconciliation for actions whose outcomes remain unknown.
AI Agent Verification: Prove the Outcome, Not the Tool Call
Verify the outcome of an agent action beyond the tool response. Separate acceptance, configuration, convergence, and service evidence, then test the conditions that could produce a false success report.
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 … Explore: 7 layers of agentic AI – Action Layer
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 … Explore: How to Build an AI Agent from Scratch…
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 … Explore: Advanced Ansible Playbook for Nutanix: Enterprise-Grade VM Provisioning…
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 … Explore: Auto-Generate Nutanix Reports with Ansible and Email Integration
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 … Explore: Building a Self-Healing Nutanix Environment with Ansible
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 … Explore: Deploying Multi-VM Applications on AHV with Ansible
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 … Explore: Patching and Updating Prism Services via Playbooks
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 … Explore: Building a Super Bash Script for Nutanix in…
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 … Explore: Nutanix Cluster Expansion Using Ansible
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 … Explore: Managing VM Power State with Ansible
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 … Explore: Nutanix CLI and Bash Scripting Best Practices
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 … Explore: Dynamic VM Network Assignment Using Ansible
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 … Explore: Nutanix User and Role Management via CLI