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
Practical notes on software, infrastructure, operations, identity, AI, and technology in production.
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 readAn 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 readWhat I've actually shipped with AI tooling since 2022. No futures, no predictions — just results.
4 min readNo frameworks, no 'harnesses,' no multi-agent architectures. Just a sysadmin using LLMs to get things done faster.
2 min read4 published articles.