Daniela Amodei reveals the woman who trains Claude's character has a PhD in philosophy, not AI or ML
"It's unusual, right? You would think, oh, the person that's training the character of these models must be a computer scientist or somebody who's studied ML or AI for many decades."
"Amanda's technical and she technically trains the model, but I think it is very felt in Claude's character when you communicate with it that there's this kind of experience, something that's very wise, kind of the best version of the better angel of your nature trying to answer your questions."
"But if you kind of poke Claude in these difficult areas where maybe different philosophical traditions might conflict, I think that's where you especially feel Amanda because you'll sort of see like, 'oh well, you might want to consider things from this point of view but you could also consider it from this point of view.'"
"I think it's important because as the world begins to rely on these models more and more, you don't want to be locked into one philosophical tradition because ethics and morality are quite complicated, and different people and different cultures might have different answers about how they would like you to behave.”
Dave retweeted
Sovereign broadband satcom: you own it, you operate it, you decide who has access. Three operating models, one principle: national control stays intact, whether national, allied coalition, or hosted sovereign service.
Explore → hubs.li/Q04CgbnX0
Dave retweeted
Venice patina is unlike any other - the entire city beaten and battered by water, salt and wind into a glorious meld
Dave retweeted
Ach jetzt versteh´ ich, warum Elon heute wegen den Starlink/Starshield Limitierungen in UA so rumeiert. - Er hatte heute Morgen Post vom US Congress mit ein paar unangenehmen Fragen im Briefkasten. Gleichzeitig will er wohl Trump paar Tage vor der Wahl nicht unter den Bus werfen.
Dave retweeted
🔋 ACC : enfin le vrai démarrage de la production de batteries françaises ?
🪫 Après un démarrage chaotique marqué par des taux de rebut élevés et des retards, le fabricant français ACC accélère enfin sa production de batteries.
📈 En septembre 2026, l’entreprise a produit autant de modules qu’en toute l’année 2025, et vise 300 000 à 400 000 modules sur l’année pour équiper 25 000 à 35 000 véhicules.
🏭 La gigafactory de Douvrin tourne désormais 7 jours sur 7, les performances se rapprochent des standards du secteur et 5 millions de cellules ont déjà été fabriquées.
🎯 L’objectif 2027 est de doubler la production (800 000 modules) et de lancer le second bloc pour Mercedes, mais la rentabilité reste prévue seulement vers 2028.
Dave retweeted
In today's #vatniksoup, I'll introduce a South African-American(!) businessman and social media figure, Elon Musk (@elonmusk). He's best-known for being the wealthiest man in the world, running Tesla Inc., SpaceX & Twitter, and for parroting Kremlin's propaganda narratives.
1/24
Dave retweeted
Thanks to everyone who came by our CLANKERS GTC Afterparty. Had around 2000 people applying. Could only fit a fraction of that into the location. 🤯
Hosted by @prototype_cap together with @microsoft, @nvidia and @ScanComputers!
Over a dozen robotic teams presented! 🔥
More photos here: lnkd.in/p/dykGa_7n
Nokia and @iceye_global announced today a partnership with the Ministry of Defence of Ukraine to develop sovereign satellite communications. Through this Letter of Intent we will explore how trusted, sovereign satellite communications can strengthen Ukraine's resilience and give it control over the connectivity it depends on.
Read more: nokia.ly/4BmEzim
Dave retweeted
US energy company execs have resigned in disgust as the Trump family is caught secretly expediting the funneling of $25 billion from a sanctioned Russian energy giant in exchange for allowing Russians to obtain a natural gas project in Alaska.
According to investigations by The New York Times and Financial Times, Russia's Novatek allegedly concealed its financial involvement in the American project through a UAE-linked intermediary.
Gentry Beach, a longtime Trump ally and close friend of Donald Trump Jr., signed an agreement with Novatek to pursue natural gas development in Alaska. Reuters documented the arrangement in February.
Meanwhile, Vladimir Putin discussed this cooperation on the Alaska energy project with Trump's representatives, Steve Witkoff and Jared Kushner, during negotiations involving Russia and Ukraine.
The controversy deepened when Polar Train LNG's CEO, Joel Riddle, raised concerns about concealed Russian financing and possible sanctions violations. He departed in September, followed by other senior executives.
The Financial Times also described discussions about a potential arrangement under which Novatek would provide technology for the Alaska project in exchange for sanctions relief benefiting its Arctic LNG 2 development in Siberia.
According to The New York Times, Riddle and two other departing executives warned the Trump administration about the Russian financing and urged officials to investigate.
The White House maintains that the project was mentioned only briefly and that no detailed discussions took place. There is no established evidence that Kushner or Witkoff knew about the allegedly concealed financing. Polar Train LNG denies wrongdoing.
The central question is how a sanctioned Russian energy company became involved in a major American energy venture while Putin was discussing potential economic cooperation with Trump's representatives and a longtime Trump family associate was pursuing a separate agreement with the same Russian company.
Selling Alaska to the Russians or selling Ukraine to the Russians - to the Trump family it's all the same.
ft.com/content/e9cfbfbb-e65a…
There was a moment in history when America built its public works like they were meant to stand the test of time
These four from the American West still feel like proof that a country can be ambitious and hold aesthetics in the highest regard
Dave retweeted
Absurd dominance from 6.1 Sol. Same cost as V4.1F, radically better results.
And a hole in "V4.1F-1017 is a 5.6 Sol replacement" (though this was known in this case, 5.6 was already maxing out the soft ceiling of the original CritPt)
Grok 4.7, on the other hand, surges to parity
After 4 months of careful expert review, we release CritPt v2. GPT-6 Astra leads the way with 83.1% accuracy (average of 5).
We made changes to 47 challenges in total, which breaks down to:
- 5 corrections to mistakes in the problem statement (e.g., wrong number, self-contradictory constraints)
- 19 revisions to address underspecification (e.g., missing conventions/constraints that gives ambiguity to final answers)
- 16 grader fixes (e.g., grader unstable, error tolerant range too tight) without revision to the problem statement
- 7 refinements even though no issues were found (e.g., rephrased to be less searchable, worded more rigorously)
We also fixed some minor typos (spelling, grammar) which are unlikely to affect model performance.
Here’s how we found the issues:
- David Louapre @dlouapre from HuggingFace reported 10 issues across 8 challenges in June 2026. We accepted 8 issues and revised 8 challenges accordingly. We also thank David’s helpful revision suggestions.
- Anthropic sent a list of ~65 issues across 31 challenges in Aug 2026. Upon careful review of the full list, we accepted ~28 issues and revised 19 challenges accordingly (two overlapping with David’s list).
- We conducted an internal expert review of all problems, including newly revised ones, involving cross checking full responses of GPT-6 Astra (max) with CritPt experts. We ended up fixing/refining 20 additional problems.
From 28.9% in Nov 2025 (GPT-5 high, coding tool) to 83.1% now (GPT-6 Astra max, coding tool), the progress AI has made on well-posed physics problems is remarkable in a year. CritPt consists of entry-level research problems for junior researchers: the kinds of warm-up exercises a hands-on advisor might pose for a fresh grad student, but still demand solid physics training and nontrivial physical reasoning.
In this sense, frontier models are crossing a “critical point”, but there’s a lot more beyond this transitioning point in real scientific discovery. Asking a good question can be much harder than solving one. A good question can be fundamentally ambiguous and constantly changing as we explore. And ultimately, decisive tests of physics require experiments. There is so much more to explore.
We sincerely thank our evaluation partner @ArtificialAnlys, who will co-host the leaderboard of CritPt v2 soon!
CritPt Website: critpt.com/
GitHub: github.com/CritPt-Benchmark/…
HuggingFace: huggingface.co/datasets/Crit…
Dave retweeted
We’ve spent the past year developing new primitives for GPUs. We believe this enables new algorithms to change how machines learn, open new markets, and dramatically reshape AI’s cost structure.
We have raised a $1 billion Series A, co-led by Index and Lux.
Dave retweeted
Another vulnerability few are talking about: I found my Claude Code exposing personal data in http headers because the sites it curled politely asked agents to identify their users 😊
Epistemic cybersecurity is the hot new category for 2027.
Dave retweeted
Back to the Qwen3.8-27B - 18 models tested
I ran 18 different quantisations and inferences combinations on my Studio M5 Ultra, you should find this interesting... (more in the thread).
Aloha!🌺 Meet Ornith-1.5-122B: No Tradeoff Between Strong and Fast
Stronger. Faster. Leaner. Ornith-1.5-122B delivers frontier-level capabilities with exceptional inference efficiency. With superior instruction following, stronger task decomposition, and deeper understanding of real-world workflows, it achieves state-of-the-art performance among open-source models of comparable size, while running on a single NVIDIA DGX card!!
Open weights under the MIT license.
Coding
✅SWE-bench Verified: 0.845
✅TB2.1: 0.813
✅CyberGym: 0.800
✅NL2Repo: 0.512
Agentic
✅HLE: 0.446
✅BrowseComp: 0.785
✅MCP-Atlas: 0.746
✅Toolathlon: 0.708
🤗Hugging Face: huggingface.co/ornith-ai/Orn…
We can’t wait to see what you build with Ornith-1.5-122B.
Dave retweeted
🚨 A MASSIVE internet security emergency is unfolding right now. 🚨
Two CRITICAL vulnerabilities have been discovered in PHP, potentially putting millions of websites at risk.
→ NEARLY 70% of websites with a known server-side language run PHP. The potential scale is ENORMOUS.
→ TWO CRITICAL security flaws have been confirmed, each scoring 9.2/10 in severity.
→ Attackers could potentially take control of vulnerable servers remotely, without authentication.
→ Reports suggest PHP versions dating back to 2004 could be affected. The exact scope is still unconfirmed.
→ EMERGENCY PATCHES are scheduled for TOMORROW at 10 AM ET. Website owners are being urged to prepare immediately.
→ Europe's CERT-EU is warning organizations to patch ASAP or consider TAKING EXPOSED APPLICATIONS OFFLINE if they cannot be secured.
→ WordPress, Magento, Laravel and potentially millions of other PHP-powered websites could be at risk.
→ Once patches go public, hackers could reverse-engineer them and race to attack servers that haven't updated.
The vulnerabilities are CONFIRMED. The full technical details remain secret.
Tomorrow, the race between hackers and defenders begins.
This could get ugly. FAST.
Dave retweeted
🚨 BREAKING: Node.js just dropped its OWN security bombshell.
4 HIGH-SEVERITY vulnerabilities patched TODAY, including one that could let hackers remotely execute malicious code on vulnerable servers.
→ 10 SECURITY FLAWS were addressed in today's Node.js release, FOUR rated HIGH severity.
→ REMOTE CODE EXECUTION: CVE-2026-111497 is a serious flaw in Node.js's Brotli decoder that could allow attackers to execute malicious code remotely.
→ TLS SECURITY BYPASS: Two separate vulnerabilities could trick affected applications into accepting certificates for the WRONG server under certain conditions.
→ Think about that. Your application could establish an encrypted connection while failing to properly verify WHO it's talking to.
→ THREE MAJOR NODE.JS VERSIONS AFFECTED: Node.js 22, 24 and 26 all required emergency security updates.
→ RUNNING NODE.JS 18 OR 20? Those versions are END-OF-LIFE and aren't receiving these official security patches.
→ PATCH IMMEDIATELY: Update to Node.js 22.23.4, 24.22.1 or 26.12.1, depending on your release line. If you're using Docker, rebuild and redeploy your containers.
PHP AND Node.js both facing major security disclosures on the SAME DAY.
If you run a website or application, TODAY is the day to check your servers.
And remember: the public release of security patches can give attackers a roadmap to systems that haven't updated.
Don't be the last one to patch.
🚨 A MASSIVE internet security emergency is unfolding right now. 🚨
Two CRITICAL vulnerabilities have been discovered in PHP, potentially putting millions of websites at risk.
→ NEARLY 70% of websites with a known server-side language run PHP. The potential scale is ENORMOUS.
→ TWO CRITICAL security flaws have been confirmed, each scoring 9.2/10 in severity.
→ Attackers could potentially take control of vulnerable servers remotely, without authentication.
→ Reports suggest PHP versions dating back to 2004 could be affected. The exact scope is still unconfirmed.
→ EMERGENCY PATCHES are scheduled for TOMORROW at 10 AM ET. Website owners are being urged to prepare immediately.
→ Europe's CERT-EU is warning organizations to patch ASAP or consider TAKING EXPOSED APPLICATIONS OFFLINE if they cannot be secured.
→ WordPress, Magento, Laravel and potentially millions of other PHP-powered websites could be at risk.
→ Once patches go public, hackers could reverse-engineer them and race to attack servers that haven't updated.
The vulnerabilities are CONFIRMED. The full technical details remain secret.
Tomorrow, the race between hackers and defenders begins.
This could get ugly. FAST.
Dave retweeted
“Only when the last opportunity has been fully regulated, the last talent fully lost, and the last technology innovation missed, will we realize we cannot eat legal papers.”
More regulation to enable please. Less to limit.
BREAKING NIUS: Für mich ist es einer der unglaublichste Auftritte von Bundeskanzler Friedrich Merz in dessen Amtszeit. Seit 17 Monaten erzählt Merz, er wolle Deutschland deregulieren, unnötige und schädliche Bürokratie beseitigen. Dann hat dieser Bundeskanzler die Möglichkeit, auf der Weltbühne, vor milliardenschweren Investoren dem Nvidia-Chef Jensen Huang eine Frage zu stellen. Und was fragt der Bundeskanzler? Er will wissen, wie man Künstliche Intelligenz am besten REGULIEREN kann. Als Huang antwortet, nunja, erstmal müsse die KI-Industrie in Deutschland aufblühen, bevor man sie regulieren könne, legt Merz nach. Er erklärt Huang, aus seiner Sicht sei entweder eine europäische oder gar eine globale Regulierung notwendig, um die "Schädlichkeit" von KI zu begrenzen.
Dave retweeted
看了一下DeepInfer的数。我觉得吧,前几天大家转载的那个SiliconData Index的价格,未来一年估计还得不回头地跌个95%+,具体什么时候影响到GPU Rental rate蛮难预测的。
这个价格体系下,梁圣买张卡估计100天就回本了。一旦有朝一日token价格真的暴跌到影响rental rate,所有股价肯定已经跌了一大轮。
给大家几个数,所有的数都是$ / 1 mm token,基本上1mm token 95% cached = 100-150页的薄书.
- Dylan一直在说Jane Street的变现价是$100-200 USD / 1 mm token
- Opus 5.5 / GPT Astra 的价格在deepinfer的体系下大概是1-2 USD / 1 mm token,比标价便宜个80-95%
- 变态的来了,Deepseek 4.1 Flash off-peak的价格在这是1.5美分,又比SOTA便宜个90%。
- 按照一般的大B300 Cluster,根据deepinfer的计算,一个GPU大概能每小时产出2.7 Bn token, 成本换算过来大概是0.25美分 / 1 mm token,这已经比我想象中便宜很多很多了。之前算过我记得是15美分 / 1 mm token,不过没有计算cache。这个level的成本大概率是大机房+高使用率+超高存储时间,一般机房估计都做不到这个theoratical.
- 这也就是大家看到的80-85%毛利 (1.5 / 0.25)。DeepSeek要是以比这个利润率稍好的功率赚钱的话,一个B300大概2-3个月回本,而不是8个月。真是无与伦比的暴利,比贩毒爽多了,自然是砸锅卖铁也要走私B300。
- 如果B300按照break even算的话,那么成本大概是0.13美分 / 1 mm token. 然后原材料其实是B300 ~600k价格的6%不到(按照产业链毛利计算)。
- 所以最后算下来马斯克如果去完全积压的话,每1mm token的最终生产成本可能是0.01美分, or 0.0001 USD。这基本上跟免费差不了太多了。
这种屠夫版的价格我不知道你怎么看,但是when you see the headline API price of Opus @ 8/40 USD input/output,我只能感觉说只要OSS + Post-train和中国模型蒸馏大法能够持续跟随 + 没有新的breakthrough,token 价格未来一段时间应该是以断崖式的下跌。至于什么时候触碰到rental rate, maybe someone smart can tell me.


















































