By far the best coverage of o3 is this essay by François Chollet, it's crammed with interesting insights beyond just reporting on the benchmark score: https://arcprize.org/blog/oai-o3-pub-breakthrough

Published my own notes on that here: https://simonwillison.net/2024/Dec/20/openai-o3-breakthrough/

If you are looking to up your Pandas game and write code like this, check out Effective Pandas. My best-selling opinionated resource for Pandas.
store.metasnake.com/effective-pa...

Thank you @LauraLangdon.hachyderm.io.ap.brid.gy ! Awesome working with you -- and I am **finally** on bsky

🎉