You Cannot Review AI Work Line by Line
At 21.4 billion tokens in one week, I cannot inspect every AI output manually. Review has to be built into the workflow, with human judgment focused where it matters.
5 min readArticles
Topic: automation
Practical notes on software, infrastructure, operations, identity, AI, and technology in production.
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Tickety: An AI Sidekick for ITSM
An old friend asked for an AI sidekick for ITSM. A morning prototype turned into an open-source project, with a live demo now online.
6 min readTwo Years of AI-Assisted Infrastructure
What I've actually shipped with AI tooling since 2022. No futures, no predictions — just results.
4 min readMigrating to PowerShell 7 Was Painful and Worth It
PowerShell 5.1 and PowerShell 7 can coexist, but that doesn't mean it's easy. Here's what broke and why we did it anyway.
3 min readHow I Actually Use AI in Infrastructure Work
No frameworks, no 'harnesses,' no multi-agent architectures. Just a sysadmin using LLMs to get things done faster.
2 min readPowerShell Is Still the Best Tool Nobody Talks About
Bash gets the cool factor. Ansible gets the conference talks. But PowerShell has been quietly getting things done in Windows environments for 15 years.
4 min readArchive
6 published articles.
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