Two kinds of people on the internet in 2026

When Google was introduced some were curious how it worked and learned how to get optimal results. There was also a group who decided to paste their entire problem in the search box and picked the first answer they see. I expect a similar pattern to emerge in the AI era too.

The split is as follows:

• Prompt Engineers (the optimization group)
• Slot Machine Users (the copy-paste group)

The "Copy-Paste" Group

Just like early Google users who pasted whole sentences into a keyword-based search box, many AI users treat LLMs (Large Language Models) like a magic oracle.

• The Behavior: They paste giant blocks of unformatted text, vague questions, or entire homework assignments, expecting a perfect answer in one shot.
• The Habit: They accept the very first response generated without fact-checking or modifying the prompt.
• The Risk: In the search engine era, copying the first link might lead to a low-quality website. In the AI era, accepting the first answer can lead to hallucinations—where the AI confidently generates incorrect information that looks entirely plausible.

The "Optimal Results" Group

This group recognizes that AI is not a static search index, but a dynamic reasoning engine. They invest time into learning how the technology actually processes information.

• The Behavior: They use structural prompting techniques like "chain-of-thought" or "few-shot prompting".
• The Habit: They treat AI interaction as an iterative conversation, refining their prompts based on the outputs they receive.
• The Reward: They unlock massive productivity gains and highly accurate, tailored data that the average user misses.

Why the Gap is Even Wider with AI

With Google, the copy-paste method eventually worked because Google's algorithm adapted to understand natural language (through updates like BERT and MUM). Google met the lazy user halfway.

With AI, the dynamic is different:

• Interface Illusion: Because AI chats feel human, it tricks users into thinking the system possesses intuition. It does not. It requires clear constraints.
• The "GIGO" Rule: Garbage In, Garbage Out is amplified. A bad Google search gives you irrelevant links; a bad AI prompt gives you a beautifully written, highly convincing lie.