Generative AI
4 questions of organizations [about using AI].
- What did you do that was valuable that's no longer valuable?
- What impossible things can you now do that you could not before?
- What can you democratize and bring down market?
- What can you do upmarket so you have new ways of competing?
Ethan Mollick, https://www.forbes.com/sites/jenamcgregor/2024/
Ethan Mollick • Which AI should I use? Superpowers and the State of Play
Ethan Mollick’s comparison of the 3 main LLM models
One way to think about (LLM) is that about 3 years ago, aliens landed on Earth. They handed over a USB stick and then disappeared. Since then we’ve been poking the thing they gave us with a stick, trying to figure out what it does and how it works.
Meta AI released LLaMA ... and they included a paper which described exactly what it was trained on. It was 5TB of data.
2/3 of it was from Common Crawl. It had content from GitHub, Wikipedia, ArXiv, StackExchange and something called “Books”.
What’s Books? 4.5% of the training data was books. Part of this was Project Gutenberg, which is public dom
Skills you need in the age of AI: You’ll need critical thinking skills and emotional intelligence. Some technical skills e.g. understand the AI capabilities, some data literacy, cyber threats etc.
But mostly, you’ll need truly human soft skills:
- ability to make complex decisions
- ability to have creative problem solving
All skills that will enable
Weird GPT token for Reddit user davidjl123, “a keen member of the /r/counting subreddit. He’s posted incremented numbers there well over 163,000 times. Presumably that subreddit ended up in the training data used to create the tokenizer used by GPT-2, and since that particular username showed up hundreds of thousands of times it ended up getting it
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