Research and practical writing by Umer Amin Durrani, AI Technical Project Manager, DevOps practitioner, brand builder and researcher. Explore Linux, reliable software architecture, AI agents, technical delivery, brand strategy and business decisions. Clear explanations, useful questions and evidence-led analysis.
A service is down. Someone suggests restarting it. That may restore service, but it can also erase clues about why it failed. In the first few minutes, collect a small, safe evidence snapshot before c
An AI agent can look impressive in a demo and still be unready for production. A demo proves that a path can work once. A release process must show how the system behaves when inputs are incomplete, t
A backup job can report “successful” every night and still leave a team unable to restore the service it depends on. The missing piece is usually not another copy of the data. It is a tested recovery
AI can produce a working-looking change before a teammate has finished reading the ticket. The speed is useful. The review question is harder: can the team explain, test and safely own what the change
An AI agent can generate a deployment plan in seconds. That does not mean it should have production credentials. The hard question for DevOps teams is no longer only “Can the agent do the task?” It is
