AI'S STRUCTURAL CHANGE IS THE ONSET OF THE VIBE ERA

Summary from the TLDR Marketing newsletter

AI is reshaping work from the bottom up, creating a widening gap between how individuals use AI and how organizations plan for it. Between 23% and 58% of employees bring their own AI to work, and 54% would use it without support, so informal usage is already shaping workflows and outputs. This shift makes judgment more important than skill and increases the cost of quality control as output rises and time spent falls. Marketers should treat emerging ‘vibes' as early signals of structural instability and prepare for new forms of debt created by AI-generated work that looks right, but is not actually right.