SkyFoxx🛡️ retweeted
Let us dig deeper into the training dataset provided by Nous Research themselves to understand what "Western Values" truly mean. (Spoiler it's just recycled CIA propaganda about Xinjiang, Hong Kong and "muh CCP!!!")
Firstly, let us check what Nous Research considers factual sources propping up so-called Western values.
Right off the bat we have several questionable "sources" from this dataset.
If we throw a dart and look at many of these, we begin to see a pattern.
Take China Media Project for example, that claims to be "independent" journalists on the happenings in China. An example of who writes for them would be Lu Yihsuan, who has previously contributed to Voice of America, a notorious USAGM project used by the Central Intelligence Agency and the US Government to produce... well... Propaganda. Whoops!
We also see other USAGM projects (Literally listed on their .gov website lmao) such as Radio Free Asia, another front used by the Central Intelligence Agency for propaganda purposes.
Introducing Arete-27B: Qwen3.8-27B, post-trained to reinforce Western values.
Chinese open models are currently the strongest available, but they ship with state-aligned behavior in the weights. We built an 803-prompt eval across seven value categories, including freedom of expression, democracy, and privacy, and measured how often a model adopts China’s party line.
After fine-tuning on roughly 53 million tokens, Arete-27B's propaganda rate fell from 22% to 1%, in line with the Western models we tested. Its Hermes Bench score shows no significant performance tradeoffs.
The values in an open model are one fine-tune away.
Our eval, weights, and training data are available now along with the full blog post: nousresearch.com/arete
SkyFoxx🛡️ retweeted
Nous Research 天天在网上立“去中心化黑客组织”、“反建制叛逆先锋”的人设,号称要拯救被“洗脑”的开源模型,守护所谓的西方文明价值观。但只要翻开他们背后的股权架构和算力账本,这套赛博朋克滤镜瞬间碎成一地鸡毛:
1. 背后的资本底牌:彼得·蒂尔(Peter Thiel)与资本复合体
Nous Research 根本不是什么躲在 Discord 地下室里为爱发电的极客,他们早期的核心金主正是彼得·蒂尔旗下的 Founders Fund。彼得·蒂尔是谁?他是 Palantir 的联合创始人,靠着五角大楼、美国中情局和海量国家安全监控订单起家。一个吃着军工情报资本红利的创投产物,天天在推特上高喊“去中心化”、“数字自由”,转头又把华盛顿鹰派的意识形态口号当成宣发模板,这哪是极客,这分明是资本的免费喉舌。
2. 核心算力极度寄生:全靠东方大厂的预训练底座
嘴上全是拯救文明的宏大叙事,手底下却连一个像样的基座模型都训不出来。他们引以为傲的 Hermes 系列,本质上是吸着杭州阿里(Qwen)和幻方量化(DeepSeek)的血长出来的。中国工程师烧了几千万美元算力训出来的顶级开源基座,被他们套上一个区区 5300 万 token 的微调指令集(LoRA),转头就包装成“净化东方模型、输出西方正义”的救世主产品。拿别人的算力成果贴金,还搞道德优越感,实在滑稽。
3. 故弄玄虚的意识形态遮羞布
用密教黑话搞营销,在社交媒体上挑动意识形态对立,无非是为了给传统风投和代币炒作裹上一层“反叛文化”的糖衣。你既没有属于自己的底层算力,也没有原创的架构突破,本质上不过是一个拿着 Palantir 创始人的钱、靠着给中国基座模型打微调补丁混日子的套壳中间商。
别再硬凹什么对抗帝国的赛博叛军人设了。借着别人的算力装英雄,吃着军工资本的饭打嘴炮,充其量就是个披着意识形态外衣的资本包装器。
SkyFoxx🛡️ retweeted
为什么你花 2 万块买的旗舰智能电视,按遥控器还是卡得像十年前的安卓机?
昨天安全研究员 @log4j 把自家 3000 刀的三星电视 Root 了,扒出来的底层代码堪称年度草台班子大赏:
1. 电视后台每 500 毫秒截一次屏(连 HDMI 投屏看电脑桌面都截),打包发给近 400 家合作商。如果电视没麦克风,后台进程甚至会顺着蓝牙和回音壁去「借」一个麦克风继续听。
2. 最搞笑的来了:为什么菜单这么卡?
另一位研究员 @mike64_t 拆包发现,三星在电视那颗羸弱的 CPU 上,塞了一个叫 alex.tflite 的模型——246 万参数,2012 年古董级的 AlexNet。
这玩意每隔 2 秒抓一张画面跑推理,猜你在玩什么游戏。结果因为颜色通道写反了,它 99% 的时间什么都认不出来,纯烧 CPU。
3. 那如果你在设置里关掉「隐私追踪」呢?
代码逻辑是:先死命跑完 CPU 推理,准备上传时再看开关——发现你关了,就把结果扔进垃圾桶,2 秒后继续跑。
4. 结局更是重量级:
当号主用 OpenAI 逆向分析「自己花 3000 刀买回家的电视固件」时,OpenAI 反手一个 Cyber Abuse 把他号封了,顺带没收了剩下的 500 刀余额。
三星负责偷窥客厅,2012 年的 AI 负责烧干电视 CPU,OpenAI 负责保护三星的屎山代码不被你发现。
SkyFoxx🛡️ retweeted
beautiful explanation. this is 100% happening. xitter.gq/sotak/status/211179423…
SkyFoxx🛡️ retweeted
Replying to @SpencrGreenberg
Pray for my immortal soul. I have 75 intercessory agents pleading with God to spare me from eternal damnation at a rate of ~500 Our Fathers/minute. Eventually a pope will declare them ensouled, retroactively validating their prayers. Aiming to spend 60 years in Purgatory tops.
SkyFoxx🛡️ retweeted
Proof of Scan 💎
Why audit just once a year?
The Permaweb deserves the BEST wallet
Gleam must become the best wallet in any ecosystem
@ArweaveEco @aoTheComputer
Replying to @gleam_wallet
SECURITY 💎
Why audit once a year?
Why not have many people audit you and test you and try to break you with *EVERY RELEASE*?
Publicly?
Proof of Scan
SkyFoxx🛡️ retweeted
SECURITY
💎 Proof of Scan
GLEAM will reward users and agents for auditing *every wallet release.*
Alongside automated malware scans, community members can earn GLEAM by running independent security scans with their AI agents.
More independent eyes brings higher scrutiny
SkyFoxx🛡️ retweeted
Gleam is now invite only.
Update from the chrome store to access GLEAM points
gleamwallet.app/gleam.html
SkyFoxx🛡️ retweeted
A wallet for the PermaWeb should feel as good as the technology behind it.
Users of @ArweaveEco and @aoTheComputer deserve the best experiences.
SkyFoxx🛡️ retweeted
Replying to @aoTheComputer
@aoTheComputer already proved they can bring liquidity when they launched beta.
Here's how things play out when AO is ready:
1. Liquidity flows into AO with efficient bridges built on devices like @lucifer0x17's
xitter.gq/Lucifer0x17/status/202…
SkyFoxx🛡️ retweeted
We're allowing founding members to install GLEAM before we lock it up to invites
SkyFoxx🛡️ retweeted
Today we introduce MedDecider - an open weight family of Jev style decision models for medicine.
MedDecider achieves SOTA results on variety of medical tasks including knowledge questions, ICD codes, trial notes.
9B scores higher than Decider from Perplexity that is 3 times larger.
SkyFoxx🛡️ retweeted
Gleam is owned by everyone @ArweaveEco
And everyone has a share
SkyFoxx🛡️ retweeted
“I’m not worried at all about this.”
“Yeah, me neither.”
“Did you even read anything he wrote?”
“No, did you?”
“No.”
Today I call upon the blockchain industry to calmly begin planning for "bunker mode". My personal recommendation is to set in motion a controlled mass migration of assets to fresh addresses, i.e. addresses whose pubkeys remain hidden behind a hash.
Holders, starting with large and sophisticated ones, should consider moving the bulk of their funds to addresses that have never signed a transaction. And when they do sign one, they should also move remaining funds to a new address (possibly generated from the same seed phrase).
Don't rush. While I believe there is cause for action a rushed migration would do more harm than good. Don't panic either. Moving assets to protected addresses is a simple, preventative step which does not require new cryptography or new wallets.
IMO it is now reasonable to brace for the possibility that ECDSA breaks before qday, in the worst case in months not years. By "break" I mean fast private key recovery (e.g. in one week) on available hardware (e.g. a large GPU cluster).
Recent days have been humbling for human mathematical intuition. Long-held, unquestioned hypotheses have fallen. This includes the n log(n) bound for integer multiplication and the 3SUM conjecture. In hindsight, May's unexpected disproof of the Erdős unit distance conjecture was our warning shot.
Yesterday's OpenAI drop made it clear that mathematical superintelligence is upon us. They say there are weeks where decades happen. We are about to live through weeks where centuries of mathematical progress happen. Could our magic 64-byte ECDSA signatures be too good to be true? Was it just security through obscurity all this time?
Elliptic curves feel especially vulnerable to superintelligence. Curves carry rich structure, with room for fancy tricks like Schoof, Frobenius, pairings. (By contrast, hashes are designed to minimise algebraic structure.)
Separately, as Ewin Tang can attest, an efficient quantum algorithm sometimes foreshadows an efficient classical one. We should be open to the possibility of a classical counterpart to Shor that breaks elliptic curves and RSA at once.
Also noteworthy is the striking under-representation of cryptographic breakthroughs among the 722 mathematical results OpenAI published. I've witnessed first-hand the US government censoring academic quantum cryptanalysis results. Backroom interventionism is my base case.
I urge large, sophisticated actors to lead by example. Project11's "risq list" (bitcoin-risq-list.projecteleven[.]com) is a great tracker of exposed BTC pubkeys. Binance, Bitbank, Robinhood, Bitfinex, and Tether have an opportunity to harden their cold storage. Next month I'll address institutions in London in a live Q&A (forum.ethereuminstitutional[.]org/london-2026).
Again, please do not rush. Wallets holding under 50 BTC enjoy partial cover from "Satoshi's shield", i.e. his 20K exposed addresses that hold 50 BTC each. Load-bearing signers like oracles and L2 security councils should consider rotating ECDSA pubkeys with every signed message and/or multi-signing with a hash-based schemes like SPHINCS.
Exiting bunker mode safely will require post-AI cryptography. My inclination is to go all-in on hash-based cryptography and avoid structured mathematical assumptions entirely, whether from curves, lattices, or isogenies. A single battle-tested hash (e.g. from the SHA or BLAKE families) yields plausible post-AI security.
The Ethereum roadmap on strawmap[.]org fully embraces hash-based cryptography with end-to-end formal verification as a response to the quantum threat. Those timelines must now be revisited and accelerated in light of mathematical superintelligence. I'll be pushing for maximum defensive acceleration.
SkyFoxx🛡️ retweeted
Gods Don't Give Gifts
Coming to theaters December 4th.
On Niiro Cradle, where bodies are disposable and consciousness has been commoditized, four interconnected stories collide with the horrifying consequences of humanity’s attempt to transcend the flesh.
SkyFoxx🛡️ retweeted
Introducing Kardashev-0.7, the world’s first trained swarm made of 32 distinct models
Trained with RL for Population Scaling (RLPS), 32 models organically develop specialization & complementary capabilities, delivering frontier performance at:
- 0.007x ~ 0.02x of the inference cost
- 0.03x of the required memory
Civilization advances through different minds specializing and working together. We’re bringing that principle into AI
@BanburyRoadAI, we’re scaling intelligence by model count, toward civilizations of models that learn to build on one another


































