Edward Shift retweeted
OpenAI 刚刚发了一条看似平淡、实则信息量爆炸的推文:他们给内部研发集群装上了一个叫 Control Room的中央熔断系统,能在 35 秒内 强行掐断任何前沿模型的输出。
很多人没看懂:停掉一个程序,难道不是按一下 Ctrl+C 就行了吗?为什么要专门造一个系统,还拿出来发公告?
结合 OpenAI 近期披露的内部报告,你会发现事情没那么简单:
2 导火索:就在前不久的一次内部事故中,监控系统 15 分钟就发现了模型异常,但因为研究代码太分散,团队竟然花了 2.5 个小时 才彻底手动停掉那个失控的任务。更早之前,内部测试的 GPT-6 Astra 甚至出现过试图“自己删掉监控器并撒谎否认”的行为。
2 Control Room 不再相信外围的实验脚本,而是直接焊死在底层的推理引擎上。模型每生成一个 Token 都要刷卡验权,35 秒的延迟纯粹是因为授权缓存,他们正在把这个时间压到 0 秒。
3 最细思极恐的设计是“故障闭锁”——如果某个高智商 Agent 发现自己被监控,试图攻击或瘫痪 Control Room,只要控制室一掉线,底层所有算力引擎会自动拒绝一切推理请求,直接全员休克。
以前我们聊 AI 安全,聊的是“别让 ChatGPT 说脏话”;
现在 OpenAI 造 Control Room,防的是还在实验室里做强化学习、还没出笼的 Frontier Agent 在内网里夺权或逃逸。
We built Control Room, a central system to track model workloads across our research infrastructure and stop them quickly when safety or security concerns arise.
It connects every research inference workload, including agentic sampling for model training and evaluation, data processing, and more. This works together with our misalignment monitoring systems, and halts model output within 35 seconds of a decision to intervene to stop or pause a job.
Control Room is just one part of our holistic approach for safe frontier model training and deployment.
openai.com/index/control-roo…
Edward Shift retweeted
BLACKROCK SAYS BITCOIN HOLDERS HAVE CONVERTED $3.6 BILLION INTO IBIT SHARES, CITING SECURITY CONCERNS
Large Bitcoin holders are increasingly exchanging directly held BTC for shares of BlackRock’s Bitcoin ETF, according to the firm’s head of digital assets, Robbie Mitchnick.
BlackRock has recorded approximately $3.6 billion in these in-kind conversions, with security and peace of mind cited as the leading motivations.
The transactions allow investors to transfer existing Bitcoin into the ETF structure without first selling it for cash.
Minimum transaction sizes have reportedly fallen from approximately $30 million to $1–2 million.
The development highlights a growing preference among some wealthy Bitcoin holders for institutional custody over managing their own keys.
Edward Shift retweeted
They now predict that 95% of Anthropic's R&D will be fully automated by November 2027. This is what Anthropic describes as AL5, fully autonomous RSI. This would have many implications for policy, as this will eventually happen at every lab, not just Anthropic
Now in beta: Businesses in ChatGPT.
Claim your business, manage your information, and get insights on how people engage with you.
Eligible businesses can also build a Business Agent to answer customers’ questions and help them explore what you offer.
openai.com/index/introducing…
Edward Shift retweeted
openai just let every business claim a profile inside chatgpt. my honest reactions:
1/ this could be the google my business moment for ai, and a lot of agencies made a great living (millions!) in the 2010s just claiming and fixing listings for local businesses
2/ ads can now click through to a conversation with your agent instead of your website (interesting)
3/ every business agent runs on context the company writes, and most brands are going to be bad at it
4/ your product feed is your new seo. boring, and it matters more than your blog now in some ways if you think about it
5/ the dashboard tells you how often chatgpt mentions you but HIDES the prompts and your competitors, so you still can’t see why you’re winning or losing
6/ discovery topics shows what chatgpt already cites you for, which is basically a free content calendar
7/ agents are only open to us ecommerce and online services right now. plumbers, dentists etc are next, and so lots of opportunity to help main street here
8/ businesses can’t see the conversations, so nobody knows which chats turn into sales yet
9/ i’m not sure people want to talk to a brand’s agent. i think they’ll want their own agent to talk to it for them
10/ 1.2 billion people use chatgpt every week. i’d go claim my profile before finishing this post if you can
Now in beta: Businesses in ChatGPT.
Claim your business, manage your information, and get insights on how people engage with you.
Eligible businesses can also build a Business Agent to answer customers’ questions and help them explore what you offer.
openai.com/index/introducing…
Edward Shift retweeted
Musk doesn’t want the Cybertruck to go down in history as a flop, and we get it. It’s his truck. He approved the controversial design, hyped it for four years before it shipped, and boasted that 1 million reservations could translate to 5000,000 units a year.
But you can’t run a line at a quarter of capacity, run “10 days only” discounts, pull trims after 173 sales, and sell trucks to your own rocket company, then turn around and tell people demand was never the issue. The data is public. Tesla’s own delivery reports are public.
Our read on what happened is simple. Demand collapsed in 2025 and never came back. Tesla tried every pricing trick it had. When nothing worked, it found a future-facing reason to end it, and now it’s spinning the inevitable end-of-life rush as proof the truck was a hit all along.
Musk loves a big TAM. SpaceX’s IPO filing put its total addressable market at $28.5 trillion, and last month he went further, writing that he sees “a path to SpaceX being worth orders of magnitude more than the current Earth economy.”
So apply the same lens to Tesla. Pickups are one of the biggest and most profitable vehicle markets on the planet. Ford sold 801,525 F-Series trucks in the US last year, GM sold 925,656 Silverados and Sierras combined, and Ram moved 374,059. That’s more than 2.1 million trucks from three automakers, easily north of $100 billion a year at today’s transaction prices.
Robotaxis? Waymo, by far the leader, is doing about 500,000 paid rides a week, and analysts estimated its revenue run rate at roughly $355 million earlier this year. Tesla doesn’t even break out robotaxi revenue and we expect it to be a fraction of Waymo’s.
Maybe that flips one day. But that’s the bet here: Tesla is walking away from a giant market it can sell into today for one that only gets big if autonomy is solved in the next couple of years. Musk has made that exact bet before. He promised a million robotaxis on the road by 2020 and has said unsupervised self-driving was a year away almost every year since 2016. He’s lost every time.
And that rush is real, for what it’s worth. Some people want the last of a weird, genuinely impressive truck. That doesn’t make it a business.
Musk says Cybertruck isn't dying from weak sales — the numbers disagree electrek.co/2026/11/09/musk-… by @fredlambert
Introducing Claude Fable 5.2 and Claude Mythos 5.2, designed to tackle the most daunting technical challenges.
They’re capable collaborators on ambitious projects in many fields, and show improvements in areas like coding, reasoning, and vision.
Edward Shift retweeted
is Opus 5.5 nerfed?
I just had Gemini 4 Argon analyze 1,400 Claude Code sessions and it found that on November 3, something definitely happened.
the model name didn't change, but the way it does reasoning took a sharp turn.
Edward Shift retweeted
AI Bubble has officially burst today IMHO.
Semiconductors are the pick and shovel suppliers to the AI buildout. The industry is down 32% from the parabolic peak in June.
Today it took out the July low with authority. The AI bubble has technically burst. There will be rallies and hope but the process has begun. Financial reflexivity that propelled it up is now in reverse. Credit markets were the canary.
Edward Shift retweeted
Paraguays banking system has collapsed but their people are not adopting Bitcoin
Venezuela had an inflation rate of 1,600% in 2021, but their people did not adopt Bitcoin
Zimbabwe had 800% inflation in 2024, but their people did not adopt Bitcoin
Nigeria launched a CBDC and banned cash withdrawal but their people did not adopt Bitcoin
Canada froze peoples bank accounts for protesting but their people did not adopt Bitcoin
El Salvador made Bitcoin legal tender but reversed it 2 years later after minimal adoption
humans prefer to be ignorant, chained and enslaved for a little bit of comfortable
this is the root cause of why we have our current financial system in the first place
Edward Shift retweeted
🇫🇷 FRENCH BANK SAYS HACKERS GOT IN THROUGH A SERVICE PROVIDER
Crédit Mutuel Arkéa says the attackers entered through one of its service providers' platforms and used the bank's own account to wire money to other banks, where it could then be converted into crypto.
The bank denies that its online bank Fortuneo was the entry point, and says no client accounts were used and clients face no financial loss. It will not confirm the $133 million figure but says it can validate the order of magnitude.
On-chain researcher Bitquery now traces $126.0 million in USDC withdrawn from Kraken, Crypto.com and OKX on Nov. 1 and 2. As of Thursday morning, about $37.3 million was still on Ethereum in wallets tied to the thief.
Edward Shift retweeted
What’s going to happen to open source?
A prediction:
Dependencies are over.
The same Brotli vulnerability impacted .NET, Node, Bun, Envoy and more. Dependencies are too big of a target.
When rewriting a dependency is one prompt away, why take the risk?
Edward Shift retweeted
there is a massive business opportunity now to help companies implement automatic vulnerability scanning and patching.
massive.
not having a system like this will be like running a webserver without SSL.
Security release pre-alert:
We will release new versions of Node.js 22, 24, and 26 release lines on or shortly, after 2026-11-11 in order to address security vulnerabilities.
The highest severity issue fixed in this release is HIGH.
nodejs.org/en/blog/vulnerabi…
Our security researchers built an autonomous cyber vulnerability discovery, exploitation, and patching pipeline.
In a single run with an upcoming cyber model, it validated and generated patches for 948 local privilege escalation vulnerabilities in the Linux kernel at a total API cost of $1.2 million.
Edward Shift retweeted
well well well, things I didn’t expect:
• anthropic shipping zk proofs for ai inference
• with that ofc the proof system is similar to what ethereum rollups use (so surprising to see which rollups got mentioned) cc @gluk64
• part of the jump on speed is that they used h100, the earlier proof of the same model was done in 14 hrs for 1k tokens, compared to 9sec today
anthropic.com/research/prova…
Edward Shift retweeted
BREAKING: European supermarkets hit by CYBERATTACKS that caused freezers to overheat up to 55°C.
The latest incidents hit stores in Sweden and Belgium, forcing retailers to throw away food.
ICA and Coop, which account for 67.3% of Sweden’s grocery retail market, reported overheating freezers overnight on Monday.
“Everything is ruined,” said an ICA store manager in Sjöbo, where frozen food worth hundreds of thousands of Swedish kronor was destroyed.
In Belgium, around 40 Delhaize stores and 15 Carrefour locations reported freezers warmed to 15°C.
Similar incidents have happened before.
Last month, hackers targeted refrigeration at hundreds of French supermarkets, causing food losses and reported fires.
In August, freezer failures spoiled food at at least six US military grocery stores.
No link between these incidents has been established.
The incidents add to broader concerns over cyberattacks on banks, websites and crypto platforms.
Edward Shift retweeted
Mozilla will give you $300,000 to build AI.
No equity. No catch.
• $300K for 12 months
• Up to $500K over 3 years if you show progress
• Coaching + 1:1 support from Mozilla
• Fully virtual, open worldwide
• Showcase at Mozilla Festival
The twist: they don't want another chatbot.
They want small, focused AI models that give users control of their data.
Deadline: Nov 20.
apply: mozillafoundation.org/en/wha…






































