could making RL environments around this ability and cooking big models lead to RSI, can somebody smart let me know
will editing random/fresh weights of a model do anything? like will it actually generate words? did somebody try this ?
We asked GPT-6 Astra to edit Qwen3.5-0.8B weights to improve math.
It directly changed only 0.016% of weights, fixing 0.8B's reasoning loops & improving math up to 6x and even instruction following 3x, without gradients or training.
We call this Weight-Space Programming: frontier LLMs can now natively read/write neural network weights! 🧵
Blog: rikiyat.github.io/blog/weigh…
im so fascinated by emergence theory, in life, complex dynamic systems and obiously llms
We asked GPT-6 Astra to edit Qwen3.5-0.8B weights to improve math.
It directly changed only 0.016% of weights, fixing 0.8B's reasoning loops & improving math up to 6x and even instruction following 3x, without gradients or training.
We call this Weight-Space Programming: frontier LLMs can now natively read/write neural network weights! 🧵
Blog: rikiyat.github.io/blog/weigh…
leverage Hoeffding’s inequality in T3 Code:
average many independent, bounded measurements and the result almost never lands far from the truth. the odds of a miss shrink exponentially as you add more.
“independent” is the important part tho. that’s why my subagents aren’t all the same model.
tl;dr: give the same task to several different agents and go with what they agree on
something random i learned today:
in 1986 a lake in cameroon suddenly burped out over a million tonnes of co2. heavier than air, it rolled down the valleys at night and killed ~1,700 people in their sleep.
what I love about t3 code is all these quality of life updates, thanks @jullerino @theo
the way dutch national media reports about “the richest people list” sketches such a clear cultural picture why I want to leave the netherlands.
nos.nl/artikel/2636823-quote…
eu: gdpr cookie banners everywhere
also eu: ⤵️
👀
Anthropic has filed an S-1 registration statement with the SEC related to its proposed IPO.
Read more: anthropic.com/news/s1-sec
Legal disclaimer: A registration statement relating to these securities has been filed with the SEC but has not yet become effective. These securities may not be sold, nor may offers to buy be accepted, prior to the time the registration statement becomes effective. This post does not constitute an offer to sell or the solicitation of an offer to buy these securities, nor shall there be any sale of these securities in any state or jurisdiction in which such offer, solicitation or sale would be unlawful prior to registration or qualification under the securities laws of any such state or jurisdiction.
comments are going crazy of people waiting for the official php docker images that have the fixes to be merged lol github.com/docker-library/ph…




















