Twitxy Saved

Daanish Khazi

Verified account Paper Instruments

@bertgodel

sf daanishkhazi.com Joined February 2018
489 Following 8.5K Followers 1.1K Posts

Latest posts 5

Pinned post

Daanish Khazi Verified account @bertgodel
We are releasing Ultramarine 1 Flash, a frontier-class model built for knowledge work. It is open-source and achieves similar performance to Fable 5, while being 60x cheaper.

It was post-trained by a team of 5 for ~$300k all-in. Available on API now, with weights releasing in 2 weeks.
1:17
605 replies 695 reposts 8.1K likes 1.8M views View on X
Daanish Khazi Verified account @bertgodel
huge release for 🇺🇸 + great to see the evaluation on DiligenceBench :)
Thinking Machines Verified account @thinkymachines 3d
Introducing Inkling 2 Small. Scoring 31 on the AA Intelligence Index, it's a big jump over its predecessor.

Inkling 2 Small is available for fine-tuning and inference on Tinker today, with full weight release planned soon.

thinkingmachines.ai/news/inkling-2…
View quoted post on X
2 replies 1 reposts 21 likes 1.9K views View on X
Daanish Khazi Verified account @bertgodel
New research from Paper Instruments (@qifang804) and Berkeley Sky Lab (@shulynnliu, @shagarw21) exploring the limits of score centering for async RL
Qi Fang Verified account @qifang804 4d
We ran ~150 async RL runs to see when score centering (SC) is enough, and the short answer is as long as the trainer stays close to the sampler. Small batches, stale data or a high lr pull the trainer away. Extras on top of SC like TIS or KL penalty helped less than we expected:
View quoted post on X
Daanish Khazi Verified account @bertgodel
"Anyone can learn how these systems work if you are curious and willing to put in the time."

the curious and willing shall inherit the earth
Libbie Frost Verified account @Libbiefrost Nov 2
A few months ago Surya (@kickingkeys), a designer at Websim (@websim_ai) in New York, posted a project that went viral: “You can just RL a coding model to paint with javascript btw.”

We sat down with Surya and were shocked to learn that he only wrote his first line of code in 2024 and had not heard of RL before January. We wanted to know how someone with that background goes from zero to training models in under two years, and whether anyone else could do that too.

Our top 2 lessons from Surya:
- Anyone can learn how these systems work if you are curious and willing to put in the time.
- The best way to learn is to spend less time asking what AI can do to serve you and more time asking what it can do to serve the people around you.

Some of Surya’s recent projects include training models to paint, setting up AI for a coffee shop owner so he has more time to write, and having agents watch him in the art studio and turn the footage into a reality-TV-style story.

Surya is doing this for the love of the game.

Read our full interview in the thread!

cc @thisisrayouf
View quoted post on X