Markleft vs VibeDrift

AI output seldom meets the intent on the first prompt, so iteration is necessary. Today, iteration usually means providing feedback in a follow-up prompt, which leads to a...

Your AI agent gets worse as your project grows. VibeDrift catches the drift, fixes it, and gives your agent the context to stop making it.

About Markleft

AI output seldom meets the intent on the first prompt, so iteration is necessary. Today, iteration usually means providing feedback in a follow-up prompt, which leads to a rewrite of the whole document. The prompt that explains the intent behind the revision remains buried in the chat. That is absurd, this workflow has been solved for decades by comments and tracked changes in Word, or by Suggesting mode in Google Docs. Let's play through the process of creating a document, and iterate once.

About VibeDrift

Your AI agent gets worse as your project grows. VibeDrift catches the drift, fixes it, and gives your agent the context to stop making it. See exactly how it works, free to use and fully public. Mid-task, Claude Code and Cursor ask your codebase what it already does, and get an evidence-backed answer in under a second. With and without VibeDrift, graded by an independent pass, it only changes things when the model would've gotten it wrong, and we show where it did nothing.