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On Wednesday this week, I had a chance to talk about how I use AI tools in my career as a product manager for Pex. (Special shout out to Vanderbilt and Aditya for giving me the opportunity!)

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For those who missed it or want a comprehensive recap, here's an expanded summary of key points. You can also check out the full slides here.

What AI looks like now

  • AI terminology engulfs the machine learning world, blurring lines between traditional ML and newer AI techniques
  • Large Language Models (LLMs) dominate current usage among Product Managers
  • Chatbot interfaces democratize advanced ML outputs, often available for free
  • LLMs provide pre-trained foundations, reducing the need for massive datasets in machine learning applications
  • Technical plateau reached with current LLM technology, signaling need for significant advancement

What AI may soon look like

  • Many small AI startups face extinction or acquisition, especially those primarily offering LLM wrappers
  • High-value, low-cost AI tools like Perplexity and ChatGPT will survive and thrive
  • Big tech companies continue risky strategy of scaling up models
  • AI hype decreases as opportunists move to next trend
  • Research beyond LLMs gains momentum