dnouri retweeted
🚀 Introducing DeepInfer, our in-house inference framework, now fully open source!
Powering DeepSeek-V4.1-Flash at scale with high throughput and low latency. We’re sharing our production stack to help the community lower compute costs, reduce energy use, and make AI more affordable.
🔗 github.com/deepseek-ai/DeepI…
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dnouri retweeted
Fork-and-Flush: help your agents escape Idea Basins!!
I love thinking of AutoResearch as Idea Descent: a metric of interest goes down, as a function of ideas/experiments, where the agents get pulled towards one idea or another. But we've seen very often an agent develop this weird tunnel vision, and honing in just one type of "idea", kinda like GD stuck in a local minimum.
We studied this and seems we can fix it with Fork-and-Flush, a super simple and kinda cute idea. Every so often, fork the agent into T copies in the same workspace but empty the context, let them run for a bit, and continue from the best one.
If you like the GD analogy, it's basically basin hopping en.wikipedia.org/wiki/Basin-….
BTW we found a silly way of also plotting "idea basins": an LLM rewrites every experiment as a spec and answers a few thousand binary queries "is Experiment A closer to B or to C?". Then we embed this NXN matrix into 2D and indeed see in many cases that each run saturates into a small region and keeps polishing it.
We call these idea basins!
At equal compute Fork and Flush beats single runs and best-of-N on 12/13 long-horizon tasks (some 4+ days), and in my own research projects it's been working really well!
BTW we only use it at test time, but it could also be part of training or RL.
Led by @jackcai1206 @christos_ziakas during Jack's internships with us, along with @vkontonis @ShivamGarg91462 @Tea_Pearce Sid Sen and Akshay Krishnamurthy.
dnouri retweeted
"My brigade killed 160 to 170 people . Only one man was suspected of carrying a weapon. No one saw the weapon; it was night, and he had something with him that could have been interpreted as a weapon. all of these dead were reported as terrorists."
10 IDF soldier testimonies:
dnouri retweeted
The number of smart people taking this chart at face value is astonishing. It’s completely unsourced and it ends on October 15, which is four days from now. I feel like I’m going crazy.
dnouri retweeted
Absolutely psychotic: people are digging their families out of rubble with their bare hands and an American charity is installing AI audio recording to make sure nobody sounds too resentful about it.
A U.S. charity in Gaza is worried that teachers at its schools might stray from a curriculum it says promotes peace and tolerance, so it plans to record classroom conversations and use artificial intelligence to flag speech deemed “hateful” or “inciting.” apnews.com/article/gaza-chil…
'Economic freedom' — the freedom to exploit the working class and the global south.
The x axis is what? Freedom units?
Economic freedom is the only surefire way that humans have discovered to create wealth. stevestewartwilliams.com/p/a…
dnouri retweeted
Fico is trying to warn the europoors that, in the meetings, the euroloons are preparing to destroy the continent in a war with Russia. Europoors, THEY WANT YOU TO DIE IN A TRENCH. This is real. 🇪🇺
I created a little game to help you (or your kids) learn touch typing. It's called Letterby and it supports English, German, and Swedish (which coincidentally is the languages that my kids speak). You can try it out here:
dnouri.github.io/Letterby/
I noticed that kids use computers at school much earlier these days. I can't say I'm a big fan of 11-year-olds using a computer to write in class, not knowing how to write cursive, and before they learn how to use a compass (the thing to draw circles with) or a ruler...
"It's a pity that there is such self censorship and that European parliamentarians do not want to hear those Ukrainians who want peace"
💯
The next time someone says "but Sweden has free healthcare!" I'll be very inclined to buy them a ticket to visit a hospital in Austria or Portugal or any other country so they can experience an actually functioning public healthcare system.
There's no reasonable healthcare in Sweden without private insurance. And that includes healthcare for your children. Sorry facade of a system that just tries to get rid of you and avoid proper treatment at every point in the process.
The war in Ukraine has lost any plausible theory of victory. At this point, it only lines the pockets of a corrupt and narrow circle of elites while the country itself perishes. spectator.com/article/zelens…
dnouri retweeted
🚀 Introducing DeepSeek-V4.1-Flash: smarter, faster, more efficient.
🔹 Introducing the smallest model in our new architecture family, with native visual understanding.
🔹 Designed for greater capability, faster inference, higher throughput, and scaling to larger models.
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