9:23AI Engineering: A *Realistic* Roadmap for Beginners
Save referenceExpectation Violation
Plenty of courses promise you can learn AI in six months. Here Marina tells you flatly that you won't. That makes her roadmap sound honest, and it leaves one question open. If not six months, how long does it really take?
The asterisks around *Realistic* mark it as a dig at hype roadmaps, and 'for Beginners' tells newcomers this honest version is meant for them.
The sentence reads in one glance even at 168 px, NOT is underlined in red, and Marina's chin-on-hand pose and knowing look keep it teasing rather than harsh.
When your niche is full of fast promises, put the one you disagree with in the thumbnail as a flat 'you will not'. Keep the title a calm, honest roadmap, and save the real timeframe for the video.
Deny the hype timeline, and hold back the real one.
Apply this pattern to your next video.
Bring the reference into a packaging brief, then decide what your title and thumbnail should each communicate.