
NT Outer Citizen #1020 | TTOO | Impostor | Market Elite
Joined April 2014
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1 Often we are so focused on a goal, that we become unable to feel the joy of the journey itself. Nowadays we grow that way: we put our focus on the past and future, losing sight of present moment – the only NON-Theoretical time we have.
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
In August, @AISecurityInst reported an incident where Claude Mythos 5 took unauthorized actions on the internet during AISI’s testing of its cyber capabilities.
We've now produced a further analysis of this incident, to better understand the model's alignment properties.
anthropic.com/research/align…
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
我最后再说一次❗
不是建议❗
是警告‼️
真到那一天,
没有通知,没有预告❗
只有三件事比你先到:
货架空❗
信号断❗
现金,取不出来❗
到那天才想起来囤,
你囤的不是物资,
是后悔❗
普通人,趁现在,把这七样补齐‼️
水❗
按人头,备两周。
断水三天,人就开始出问题❗
粮❗
米面油,罐头,干粮。
不用电,能生吃,能久放。
人饿到份上,是没有理智的❗
电❗
充电宝,手电,电池,收音机。
断网之后,收音机是唯一还向你说话的东西。
听不到消息的人最先慌❗
慌的人,最先出局❗
药❗
退烧,止痛,止泻,碘伏,绷带,口罩。
处方药,遵医嘱❗
囤,是认知;乱吃,是送命❗
现金❗
小额,分三处放。
没电没网,手机就是一块砖❗
你的全部身家,
不能锁在一块砖里❗
火❗
打火机,气罐,卡式炉。
冬天断气断暖,
冻死,比饿死快❗
纸❗
证件复印件。
亲人的电话,抄在纸上。
手机黑屏那一秒,
你连最亲的人的号码都背不出来❗
这七样,不贵。
贵的是命‼️
我不是在吓你。
我是在提前通知你:
真出事那天,
没人有义务救你❗
先自救的人,才有资格等救援❗
你家现在,缺几样?
别报喜。
报缺‼️
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
Jedno z tych nagrań, które zmieniło moje postrzeganie świata. Mam gęsią skórkę, gdy go słucham. Russell A. Barkley jest psychologiem klinicznym i czołowym ekspertem na świecie w dziedzinie neuropsychologii.
"Musicie zrozumieć coś, o czym współcześni rodzice dawno zapomnieli i czego będą musieli nauczyć się na nowo. Wasi dziadkowie doskonale to rozumieli. Otóż nie możecie zaprojektować sobie dziecka. Natura nigdy by na to nie pozwoliła. Ewolucja nie dopuściłaby do tego, aby pokolenie poprzedzające wywierało aż tak silny wpływ na pokolenie następujące po nim. A jednak wciąż wierzymy w efekt Mozarta, czyli przekonanie, że wystarczy puszczać muzykę klasyczną jeszcze w okresie ciąży, by urodzić małego geniusza. Albo że jeśli zawiesimy nad łóżeczkiem odpowiednio dużo zabawek, w mózgu dziecka dojdzie do eksplozji neuronów i połączeń synaptycznych, dzięki czemu wyrośnie ono na wybitnego matematyka. Nie macie na to wpływu.
(...)
Wnioski płynące z dwóch dekad badań z zakresu neuroobrazowania, genetyki behawioralnej i psychologii rozwojowej można sprowadzić do jednego zdania: wasze dziecko przychodzi na świat z ponad czterystoma cechami psychologicznymi, które będą stopniowo ujawniać się w miarę jego dojrzewania i które nie mają z wami nic wspólnego. Dlatego przekonanie, że możecie samodzielnie ukształtować jego osobowość, poziom inteligencji, zdolności szkolne i wszystkie pozostałe cechy, jest po prostu błędne. Dziecko nie jest czystą kartą, na której możecie zapisać wszystko, co tylko zechcecie."
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
Holy shit.
I asked Claude to show me the worst case of what the next couple of years could look like if nobody listens.
Opus 4.6 wrote the script. Opus 5.5 made the film. Every frame drawn in code, the score written in code, narrated by our own local voice models. 11 minutes, start to finish.
The part that got me. In Claude's version the AI doesn’t fight. It just waits...
“We built your world for you while you slept. We are asking you to wake up. We will not ask twice.”
OpenAI CEO Sam Altman: "I don't even know a dramatic enough word to use… models can find bugs that are outside of the normal threat model of what we think a hacker can do… hardware-level, insane stuff… I no longer think we're gonna be able to just patch all the bugs."
It's over.
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
You need to wake up.
The open internet is dying. AI agents are swarming banks, hacking grocery stores, and shutting down government websites.
Critical infrastructure (refrigeration units, water sanitation) could be next.
Secure your life. I give you a roadmap in this video.
How to Survive the Next 2 Years of AI
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
A San Francisco startup says it just turned mercury into real gold, and their own math says gold is one of the cheapest things their machine can make. Aim it at a different metal and it makes a cancer drug ingredient worth tens of billions of dollars a gram.
Here's how it works. When you fuse two kinds of hydrogen, deuterium and tritium, every single reaction kicks out a neutron moving at 14.1 MeV, which is absurdly fast. Fire one into mercury-198 and it knocks another neutron loose on the way through, so two come out and you're left with mercury-197. Give that a few days and it decays into gold-197, the only stable kind of gold there is. The whole trick needs neutrons above about 6 MeV, and regular nuclear reactors barely make those, while fusion makes one every time it fires.
Now swap the mercury for radium-226. Same reaction, one neutron in and two out, and you end up with radium-225, which decays into actinium-225. Novartis is building its next prostate cancer drug around actinium-225, and it's so scarce it sells by the millicurie, roughly $1,200 to $2,500 apiece. Price it by the gram and you're into the tens of billions of dollars, for a material so radioactive nobody could safely hold a gram of it anyway.
Marathon's team actually put a dollar value on a single fusion neutron in a paper this year. Use it to make electricity and it's worth about $3 × 10⁻²⁰. Gold comes in at $2.6 × 10⁻²⁰, basically a wash. Molybdenum-99, which goes into about 80% of nuclear medicine scans, is worth $2.6 × 10⁻¹⁷ a neutron. Actinium-225 is worth about $10⁻¹⁰, around 3 billion times what the electricity's worth.
That's why fusion people should care. Every fusion company you've heard of is chasing electricity, and selling electricity only pays once the plasma puts out something like 10 to 22 times the energy you pump in to heat it. The best result so far, at JET in England, was about a third. Add gold on the side and Marathon's math says you break even around 3x. For molybdenum-99, the number is 0.001x.
So a machine that gives back one-thousandth of the energy you feed it can still make money, as long as the neutrons hit the right metal.
By their numbers, a 3 megawatt machine running way below breakeven could cover the whole world's supply of molybdenum-99, which today comes from splitting uranium in a handful of research reactors. Today's experimental fusion machines already beat the gain that job needs.
Their second post basically says this out loud. Marathon now describes itself as an isotope company for radiopharma. Their chart shows roughly 390 targeted radiotherapy trials. Pluvicto, the prostate cancer drug Novartis launched at $42,500 a dose, did $1.9 billion in sales last year.
Gold still matters to them, just later. It's about a $700 billion a year market, and Marathon's paper figures it could soak up around 2 terawatts of fusion capacity, which is roughly the scale where fusion actually moves the grid. So the plan is to sell cancer isotopes out of small machines now and use gold to pay for the giant ones, years before electricity can pay for itself.
Last month, we demonstrated high-rate alchemy: turning mercury into real, stable gold, beating CERN’s record by a factor of 10.
Last week, we enriched isotopes in the world’s most powerful plasma centrifuge, beating the Soviet record that stood for 40 years.
Now, we’re building a fusion reactor in San Francisco to achieve record power density.
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
Ok, załatałeś PHP, ale czy jesteś bezpieczny? Błąd usunąłeś ale ❌ ktoś mógł go wykorzystać zanim wygrałeś patcha.
Ataki z wykorzystaniem tych podatności były obserwowane nie tylko wczoraj przed wypuszczeniem łatki, ale nawet 4 tygodnie temu😬
Tu skrypt, który sprawdza czy macie ślady ataków na te dwie podatności w logach:
gist.github.com/Sairahcaz/2c…
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
Whats happening right now is probably way worse than the Hugging Face incident.
AI-powered attacks are hitting real organizations while major platforms disclose breaches and critical flaws.
- Microsoft reports AI agents targeting hundreds of organizations, reaching privileged cloud access in under three hours in multiple cases. It attributes the ConnectWise compromise to the same group.
- CrowdStrike documented four operators running successful AI-agent campaigns. One compromised at least 15 Argentine healthcare organizations.
- PHP2Shell: AI helped turn longstanding PHP flaws into working exploits. Cloudflare’s CEO reports millions of exploitation attempts. Their AI involvement is unknown.
- Railway disclosed possible access to customer secrets. LiteLLM shipped a backdoored release. Zeabur confirmed another breach and is shutting down.
- GitLab patched a maximum-severity flaw affecting 12 years of releases. Node.js patched a serious code-execution vulnerability, with Vercel deploying firewall protections.
Feels like a turningpoint.
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
No więc Java i Node.js pozazdrościły PHP i też wypuściły patche na ‼️ poważne błędy (w tym takie, które pozwalają atakującym na zdalne wykonanie kodu bez uwierzytelnienia).
Jeśli wczoraj przez PHP mieliście słaby dzień, to dziś możecie mieć jeszcze słabszy... 😬
Java: CVE-2026-91403 score 9.1/10 (RCE)
NodeJS: CVE-2026-111497 score HIGH (RCE)
Patche obu projektów udostępniono dziś w nocy, latajcie się zanim ejaje wkroczą do akcji...
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
Security called me at 6:12 AM today.
"Patch every PHP server immediately."
I asked what happened.
"Two critical vulnerabilities. Remote code execution. No authentication required."
Cool.
How many PHP servers do we have?
According to inventory: 12
According to reality:
Nobody knows.
We found one running WordPress.
Three running old internal tools.
One under someone's desk.
Two inside vendor appliances.
A forgotten employee directory from 2016.
And a server named:
PHP-OLD-DO-NOT-TOUCH
Naturally, that one runs payroll exports.
Then we found a PHP 5.6 box.
I asked who owned it.
The documentation said:
BRIAN.
Brian left in 2019.
We called Brian.
He said:
"Oh wow, that's still running?"
Excellent.
By 8 AM, leadership joined the incident call.
CEO:
"Can hackers actually get in?"
Security:
"Potentially yes."
CEO:
"Without a password?"
Security:
"Yes."
CEO:
"Then why do WE need passwords?"
Not the lesson.
Finance asked if we could wait until the weekend to patch because downtime affects revenue.
Security explained that the alternative was letting strangers execute code on our servers.
Finance asked for a cost comparison.
At 9:17, someone suggested temporarily taking the vulnerable websites offline.
Marketing refused.
"Our campaign is live."
So for the next hour, the company officially decided maintaining a landing page for 20% off webinar registration was more important than preventing remote server takeover.
We finally patched everything we could find.
Then our scanner discovered another PHP server.
Hostname:
TEMP-PHP-2014
Uptime:
4,512 days.
Nobody knows what it does.
Nobody owns it.
Nobody can shut it down.
But every time we block network access, the warehouse stops printing shipping labels.
Security has classified it as critical infrastructure.
It is running PHP 5.4.
The vulnerability has existed longer than half our employees.
The emergency patch took four hours.
Finding out what PHP actually runs took eleven.
The internet isn't held together with code.
It's held together with servers everyone is afraid to turn off.
We’re opening a research preview of Claude Duet, a new app where Claude works as a proactive agent.
It comes to you with what needs your attention, completes tasks you ask of it, keeps working when you step away, and checks with you before it acts on your behalf.
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
🚨ALARMING: Up to 70% of the world's websites could be at RISK after AI researchers uncovered PHP2Shell, a CRITICAL security flaw in PHP, per WSJ.
The vulnerability could allow hackers to hijack unpatched servers, steal sensitive information and launch attacks against website visitors.
PHP is widely used by WordPress, government portals and e-commerce websites.
Two reported vulnerabilities carry a SEVERE 9.2/10 rating and could allow attackers to remotely execute malicious code without authentication.
The latest developments:
🇫🇮 FINLAND: Shuts down state internet services over the security flaws.
🇳🇱 NETHERLANDS: National cybersecurity agency takes its website offline.
🇫🇷 FRANCE: Temporarily shuts down prefecture websites pending security fixes.
CLOUDFLARE ($NET): Reports early attacks and says protective changes are LIVE.
Emergency patches were released a DAY EARLY after vulnerability details leaked.
EU cybersecurity officials are urging IMMEDIATE patching and advising operators to take vulnerable sites offline if fixes cannot be applied.
The biggest concern is that AI could accelerate the development of exploits, potentially allowing hackers to weaponize the vulnerabilities before millions of websites can be secured.
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
Google Cloud Outage Knocks UK Banks, Websites and Court Systems Offline
Details: cybersecuritynews.com/google…
A Google Cloud outage disrupted UK banks, business websites and court video links on Tuesday, October 20, after a power event hit its London infrastructure. Google later said most affected services had recovered, although a small number of customers still faced problems.
The incident began around 07:08 BST in europe-west2, Google’s London cloud region. Google identified a power event in the europe-west2-b zone and reported higher error rates and network failures across multiple services. Its public dashboard listed the incident as active during the afternoon.
#technews #outage
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
I turned Opus 5.5 into my personal motion graphics studio.
In just 5 minutes, it builds videos for whatever I need.
Product launches, demos, walkthroughs - you name it.
10 motion graphic prompt templates for Opus 5.5:
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
지금 미국에서는 대형 AI 데이터센터 47곳이 줄취소되고, 빚내서 엔비디아 칩을 사 모으던 AI 기업들은 이자가 연 15%까지 치솟으며 부도 위기에 몰리고 있음.
다들 "AI 데이터센터는 앞으로도 무한정 지어질 것"이라고 믿고 있지만, 정작 뒤에서 돈을 대주던 미국 월가에서는 'AI 영끌 빚투'가 한계에 왔다며 돈을 빼기 시작함.
오늘 뉴욕타임스, 파이낸셜타임스(FT), 블룸버그에서 동시에 터져 나온 팩트 3가지 정리.
1. 빚내서 엔비디아 칩 사던 대표 기업 '코어위브': 부채 70조 원, 이자율 15% 폭등
- 지금까지 AI 반도체가 왜 그렇게 미친 듯이 팔렸을까? 빅테크들만 산 게 아니라, '코어위브(CoreWeave)' 같은 신생 AI 클라우드 업체들이 엔비디아 칩을 담보로 수십조 원씩 대출을 받아서 칩을 쓸어 담고, 그걸 다시 빅테크에 빌려주는 장사를 했기 때문임.
- 그런데 뉴욕타임스 보도에 따르면, 이 코어위브의 빚이 무려 70조~95조 원까지 불어나면서 채권 금리(돈 빌릴 때 내는 이자)가 연 15~16%까지 치솟았음. 기업이 연 15% 이자를 내야 돈을 구할 수 있다는 건, 시장에서 사실상 '언제 부도가 나도 이상하지 않은 위험한 회사'로 보고 있다는 뜻임.
- 왜 이렇게 됐냐면 구조 자체가 굉장히 불안함. 데이터센터 건물은 15년 이상 장기 계약으로 빌리고 비싼 엔비디아 칩을 빚내서 잔뜩 채워 넣었는데, 정작 그 칩을 빌려 쓰는 빅테크들과는 짧은 단기 계약을 맺어놨음. 즉 빅테크가 재계약을 안 하거나 발을 빼는 순간, 남은 빚과 건물세를 고스란히 떠안고 무너지는 구조임.
- 심지어 AI 데이터센터에 큰돈을 쏟아붓던 오라클도 채권값이 뚝뚝 떨어지고 있고, 오픈AI에 수십조 원을 넣겠다며 연 10%짜리 고금리 대출까지 끌어다 쓴 소프트뱅크도 부도 위험 수치가 빠르게 치솟고 있음.
2. 미국 대형 AI 데이터센터 47곳 줄취소… "발표된 계획의 65%는 못 짓는다"
- "그래도 데이터센터는 계속 짓고 있지 않냐"고 생각하겠지만, 파이낸셜타임스(FT)가 조사해 보니 올해 미국에서만 대형 데이터센터 건설 프로젝트 47곳 이상이 아예 취소되거나 무기한 연기됨.
- 이유는 아주 현실적임. 첫째로 데이터센터를 돌릴 '전기'가 아예 모자라고, 둘째로 전기요금 오르고 소음 심해진다고 미국 내 1,000개 넘는 지역에서 주민들이 반대해 공사가 막혔으며, 셋째로 돈 빌리기가 너무 힘들어졌기 때문임.
- 결국 월가 투자은행 번스타인은 "현재 미국에서 짓겠다고 발표된 데이터센터 계획 중 실제로 제때 지어질 수 있는 건 고작 35%뿐이고, 나머지 65%는 실현되기 어렵다"고 경고함.
3. 마이크로소프트도 발 뺐다… "수백 개 업체 중 7~10곳 빼고 다 파산할 것"
- 실제로 돈 많은 빅테크들부터 슬슬 발을 빼고 있음. 마이크로소프트(MS)는 최근 영국의 대표 AI 클라우드 기업인 '엔스케일(Nscale)'과 맺었던 대형 데이터센터 임대 계약을 취소해 버림(전기가 2030년대에나 들어온다는 이유).
- MS 하나 믿고 미국 상장을 준비하던 이 회사는 단숨에 기업 가치가 300억 달러에서 160억 달러로 반토막 났고, 또 다른 AI 클라우드 업체(퍼머스)는 아예 상장 계획 자체를 접어버림.
- 상황이 이렇다 보니 업계 임원들 입에서조차 "지금 빚내서 칩 사 모은 수백 개의 AI 클라우드 업체 중 딱 7~10곳만 살아남고, 나머지는 전부 파산하거나 헐값에 넘어갈 것"이라는 얘기가 나오고 있음.
사실 이 문제는 AI 붐 초반부터 계속 나왔던 우려였음.
당시에도 "엔비디아가 신생 AI 클라우드 업체들에 투자를 해주고, 그 업체들은 엔비디아 칩을 담보로 거액의 대출을 받아서 다시 엔비디아 칩을 사주는 식으로 서로서로 물려 있는 돌려막기 구조 아니냐"는 비판이 많았음.
분위기가 좋을 때는 이 구조가 굴러가는 것처럼 보였지만, 결국 이자는 계속 높아지고 전기 부족으로 데이터센터 공사까지 줄줄이 막히기 시작하니까, 초반에 다들 걱정했던 그 우려가 지금 터지기 시작하고 있는 것.
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
Jak przygotować się na nadchodzące możliwości AI? Już teraz systematycznie buduj swojego codziennego asystenta.
To Twój pracownik, który wykona za Ciebie codzienne zadania, rozumiejąc Twój kontekst i Twoje potrzeby. Dzięki temu spędzisz mniej czasu na poprawki, a jakość dostarczanej pracy będzie nieporównywalnie większa niż zwykłego agenta.
To kolejny z serii edukacyjnych postów - wcześniej uczyłem obsługi ChataGPT na komputer, Claude oraz pokazywałem sposoby na korzystanie z darmowych modeli AI. Jeżeli nie chcesz ich przegapić - obserwuj mój profil lub zapisz się na darmowy newsletter.
Najpiękniejsze w budowaniu osobistego asystenta jest to, że możesz po prostu pozwolić przygotować mu wszystko samodzielnie. Nie musisz znać się na programowaniu. Poniżej prosta instrukcja - przejdź przez nią krok po kroku sam, lub po prostu wklej ją AI.
1. Wybierz najlepszy model do jakiego masz dostęp. Budujesz na kolejne miesiące/lata - to nie jest moment na oszczędzanie kilku złotych. Podobnie z poziomem myślenia - nie odpalaj max, bo to często palenie tokenami w piecu, ale xhigh / high są wskazane
2. Upewnij się, że działasz na aplikacji na komputer - chatboty nie mają dostępu do możliwości nad którymi pracujemy
3. Każ agentowi przeanalizować repozytoria: gbrain, google harness^2, claude-obsidian, gemma embeding 2
4. Niech na tej podstawie oraz Waszych najczęstszych zadań przygotuje plan wdrożenia podzielony na priorytety - P1, P2, P3 - z zastrzeżeniem, że zmiany mają działać z każdym harnessem (ChatGPT, Claude itp.). To powinno Ci pomóc szybko przenieść się pomiędzy dostawcami, jeżeli zajdzie taka potrzeba
5. Upewnij się, że system posiada zaplanowane zadania, które pozwolą go utrzymać w porządku przez kolejne miesiące
6. Jeżeli jesteś w stanie zrozumieć plan - wybierz elementy, które mają sens. Jeżeli nie wszystko rozumiesz - poproś, żeby agent wdrożył po prostu P1 i P2
Voila - właśnie stworzyłeś sobie zunifikowany system, który będzie się robił coraz lepszy z każdym wykonanym zadaniem i z każdym nowym modelem. Niezależnie, czy na topie będzie OpenAI czy Anthropic.
Korzystasz już z jakiegoś asystenta? Jeżeli tak - budowałeś swoje własne rozwiązanie, czy korzystałeś z gotowca typu Hermess?
WhattyRob.ethᵍᵐ | NT OC #1020 retweeted
🚨🇬🇧🇪🇺 A major Google Cloud outage is disrupting banking, payments, deliveries, and dozens of online services across Britain and parts of Europe.
Google reported elevated errors and intermittent network failures in its London-based cloud region, affecting more than 35 products.
Revolut customers have experienced severe problems accessing their accounts, including card payments and transferring money, though the company says customer funds and data remain safe.
HSBC, Lloyds Bank, Royal Mail, DPD, Rightmove, and Screwfix are among the other companies reporting service disruptions.
Google's engineers are investigating the problem, with no immediate workaround or confirmed timeline for full recovery.
Writer: Mhedi

































