kaolin fire

@professor_b_ At the very least you have to have the extra qps available. But am also curious. Any token overhead?

@VictoriaLinML This looks awesome... what is the trade-off here?

✨ Introducing ThreadWeaver 🧵⚡ — an approach that significantly reduces LLM reasoning latency on challenging problems by enabling models to adaptively spawn parallel reasoning threads and merge them later in the process. (An off-the-shelf reasoning LLM can be retrofitted to perform adaptive parallel reasoning with this approach, too!) ThreadWeaver was led by the amazing @LongTonyLian. It was developed based on the paradigm of adaptive parallel reasoning (arxiv.org/abs/2504.15466). For the first time, we show that adaptive parallel reasoning can achieve accuracy comparable to equally sized cutting-edge sequential reasoning models (e.g., 79.9% for ThreadWeaver vs. 78.3% for Qwen3-8B on AIME24, and 71.9% vs. 72.2% on average across six math reasoning benchmarks) while delivering substantial reductions in token latency (1.14× speedup on AIME24 and up to 1.53× across datasets). ThreadWeaver was designed to be fully compatible with standard LLM inference engines that support text-completion APIs (i.e., it does not introduce architectural changes or modify context representation to support adaptive parallelization). The approach can be directly applied to retrofit off-the-shelf reasoning LLMs through supervised fine-tuning (inspired by Multiverse) and a novel on-policy reinforcement learning method incorporating thread-wise advantage broadcast and a parallelization-aware reward design. ThreadWeaver opens the door to a future where models can understand both the problem structure and execution environment well enough to adaptively leverage available resources in the most efficient way to solve complex tasks. This is also the last research project I contributed to during my time at Meta 👩‍💻 For more details, be sure to check out @LongTonyLian's thread:

@MH_Now_EN 3

#MHNow S6 #ScarletGazeintheGloam 🎉 Launch Celebration! 🎉 What are you most excited about in Season 6? Comment the number! ❶ More monsters ❷ Hunting horn ❸ Riftborne monsters & style customization ❹ More layered equipment Claim your celebratory Offer Redemption Code! 🎁

Discovered in FractRoam: fractroam.com/mandelbrot/-0.…

@harry_wood thoughts on it? :)

My son really wanted an "Xtron Pro". It's not widely available, and it was out-of-stock through the official site. I managed to order it elsewhere but shipping info said "some time in the next few months", and no further contact from them. Today it arrived! A Christmas miracle!

@codemonkeystu I made tutorial vids for teachers for "ai is a hoot" and "blocks jumper" this year ~ youtu.be/ODvl4QPZ8s4?si… and youtu.be/uf8krjJAymE?si… — thanks for the great activities!

I made some explainer videos for a couple of #hourofcode projects  — flappy code, block jumper, and ai is a hoot youtube.com/watch?v=ODvl4Q… @codeorg

@OfficialLoganK a frog plushy backed against a wall, as a smoky snake slithers out of a book on the floor

Send me your DALL-E 3 prompts, I’ll share the results here 🧵👩‍🎨

You may have heard about the organization Moms for Liberty. It was founded in early 2021 with the initial purpose of advocating against COVID-era protections in schools, like vaccines and mask mandates. (thread)

Years ago when my wife and I we were planning to buy our home, my dad stunned me with a quick mental calculation of loan payments. I asked him how - he said he'd learned the strange formula for compound interest from his father, who was a merchant in 19th century Iran. 🧵 1/4

Do I have enough quota here to post #findmeonthreads? @kaolinfire" target="_blank" rel="nofollow noopener">threads.net/@kaolinfire // don’t know what’s going on but hey ;) how many accounts am I going to copy over or just let die?

@tharkibo basically crickets. trying to find the energy for anything...

@tharkibo miss your energy in Fiction Writers@ — hope you’re doing well. I see that energy in your feed calls for subs. I gotta work on that!

@WestAtomic he sure does have a lot of x's?

@kaolinfire Musk has a branding theme with X in it, doesn’t he

> We have made some updates to our Terms of Service to reflect that Twitter, Inc. is now X Corp ... why?

What’s in the box? 👀 You can RT and find out! Roaming Form Gimmighoul can now be caught in #PokemonGO! We’re celebrating by giving away Gimmighoul-themed prizes!🥳🎉 To claim: Follow us on Twitter RT this post with #GOGimmighoul You’ll get a code to redeem. Let’s GO!

I love tracing consumer apps that are now huge back to the very first Reddit post about them. It's an unvarnished look at the original "wedge" - and the level of doubt every new product is up against. Some gems ⬇️

📢Introducing ClimateLearn, a new PyTorch library for accessing climate datasets, state-of-the-art ML models, and high quality training and visualization pipelines. Blog: aditya-grover-group.github.io/blog/2023/clim… Docs: climatelearn.readthedocs.io Quickstart Colab: colab.research.google.com/drive/1WiNEK1B… 🧵 (1/n)

This is what you get when you ask the sports guy to come in to cover a blizzard in the morning show.