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What If AI Is Just Telling You What You Want to Hear?

Recently, I was discussing usage of AI Chatbot (chatgpt/claude) with one of my friends. She had become so dependent on AI Chatbot that almost every question or decision was being validated through a…

  • Experiment shows AI chatbots can reinforce confirmation bias.
  • Framing questions differently yields different AI responses.
  • AI chatbots should be used as thinking partners, not decision-makers.

A leveled map of 149 GenAI tools — sorted by concept depth, not hype

Most "AI tools" lists are a wall of 500 links sorted by… nothing. A beginner and a distributed-systems engineer open the same undifferentiated pile and both bounce off it.

  • The map categorizes 149 GenAI tools into five levels based on concept depth
  • Level 0 tools consume ready-made GenAI without deep understanding
  • Level 4 tools require research and scaling, involving advanced knowledge

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