Insights on AI automation, ITSM integration, and the future of IT support.
Your AI Agent Pilot Worked. Here Is Why Production Is Different.
Quick Answer: Running AI agents in production requires four things most pilot projects skip: agent specialization so each agent has a defined scope, observable decision pathways so you can audit what the agent did and why, graceful failure handling so the system degrades safely when it cannot resolve something, and integration guardrails so the agent writes back to external systems correctly every time.
Read article →You're Not a Security Engineer. But Security Tickets Are Still Your Problem.
Quick Answer: Most security tickets that land on an IT helpdesk fall into five categories: account compromise, phishing, endpoint anomalies, access control issues, and certificate or authentication failures. You do not need a security certification to handle them. You need a structured diagnostic approach and the right questions to ask first.
Read article →Tickets You've Never Seen Before: How to Diagnose the Unknown
Every IT engineer hits a ticket they have never seen before. Here is the framework for diagnosing unfamiliar issues fast, without spiraling into a three-hour research hole.
Read article →Active Directory Issues: The Ones That Look Simple But Aren't
Account lockouts, login failures, replication lag: Active Directory tickets have a reputation for looking simple and hiding something deeper. Here is the diagnostic framework that finds it fast.
Read article →Why Fast Research Is a Career Advantage Nobody Talks About
Resolution speed is one of the most underrated career assets in IT. Here's why it gets noticed, how it compounds over time, and how to build the reputation of the person who never gets stuck.
Read article →