OpenAI o1 — our first model trained with reinforcement learning to think hard about problems before answering. Extremely proud of the team!
This is a new paradigm with vast opportunity. This is evident quantitatively (eg reasoning metrics are already a step function improved) and qualitatively (eg faithful chains of thought make models interpretable by letting you “read the model’s mind” in plain English).
One way to think about this is that our models do System I thinking, while chains of thought unlock System II thinking. People have discovered a while ago that prompting the model to “think step by step” boosts performance. But training the model to do this, end to end with trial and error, is far more reliable and — as we’ve seem with games like Go or Dota — can generate extremely impressive results.
It’s still early days for the o1 technology. It provides new safety opportunities which we are exploring actively, including on reliability, hallucinations, and robustness to adversarial attackers. For example, we’ve seen great uplift in our safety metrics by letting the model reason about policies via chain of thought.
Its accuracy also has huge room for further improvement— for example, from our launch post, our model achieved 49th percentile / 213 points in this year’s competitive programming Olympiad (IOI) under human conditions of 50 submissions per problem. But with 10,000 submissions per problem, the model achieved a score of 362.14 — above the gold medal threshold. So the model is capable of even greater outputs than it appears at first glance.
- What kind of apps can you build with react-admin?
- Well, people use it for all types of apps.
- Not just admins? You can't build, say, a Spotify clone with react-admin, can you?
- [...]
- So ?
- There you go: https://t.co/ssQCmcX0LN #OSS#React
Navidrome version 0.42.0 is here!
New in this version: 3 new themes, including a more Spotify-ish one, 5-star rating, and lots of fixes and improvements!
@ReactAdmin Thanks for the shout out and for the awesome framework! It enabled us to create a really powerful UI, and very easily
By the way, next version will be even more Spotify-ish (thanks to MUI themes):
WE'RE ACCEPTED INTO THE GOOGLE SUMMER OF CODE 2021 \o/
This means that if you're a student with no big plans for this Summer, you can apply to implement cool features in your favourite music player, while being paid by Google.
https://t.co/Y74VYyWlyG
@jaymusgood @navidrome Hi, the Subsonic API does not support upload, and I don't think this a feature that should be supported by Navidrome. What is your use case?
For reference, take a look here: https://t.co/AiWLhcktgJ
Navidrome 0.36.1 released, with optional support to retrieve artist images from Spotify and biographies, top songs and artist radio from https://t.co/w5Oprkv0Yi. Give it a try, we'd love to hear your feedback!
https://t.co/nWHo2JsebR
Coming up: Ability to install #Navidrome as a #PWA. Feels almost like a native app, and the experience will be improved in future versions. Stay tuned!
We're honored to be recognized as a Leader in the 2020 Key Findings and Insights Report issued as part of the Top Companies for Women Technologists Program by @AnitaB_org. #WomenInTech#FreeToChangeTech https://t.co/F3JZ8NvmEE