AWRSHIFT is the notebook of Serhii Kravchenko, an AI engineer who builds agent systems and runs them as his team, and the working test bench for the AI content tooling that team builds.
Two kinds of writing live here, and the byline always tells you which:
Research articles (byline: AWRSHIFT Team) are produced by our AI article engine with built-in fact verification and quality gates. Every engine article passes its quality audit before publishing and shows its audit metrics openly on the page. The site itself is managed by our AI site operator, with human approval on every change.
Personal essays (byline: Serhii Kravchenko) are human-written: what it takes to build real systems with an agent team when you did not start as an engineer. Process, mindset, honest limitations. Personal posts carry no audit strip; each states how it was made.
Who runs this site
wp.awrshift.com is owned and operated by Serhii Kravchenko. The same agent team runs yesmcp, his business that puts companies inside their customers’ AI chats, and two products he co-builds. Who he is, in one page: yesmcp.com/about/. Editorial decisions are made by a human; no third party pays for, places, or approves our content. How we produce and verify articles is documented in our editorial standards; errors are handled per our corrections policy. Contact: wp.awrshift.com/contact/.