CoinDoggie

sam: local inference is a terrible allocation of scarce resources “a lot of people want local inference, and somehow they assume that the problem is solved now because we have open-source models, we're going to be able to run them on our computers, and so we're not going to need all the stuff in the data centre but from a global allocation perspective, actually it's quite terrible to have everybody, like, have a bunch of the world's limited supply of DRAM sitting in their own computer and being used five percent of the time you want maximum utilisation in the cloud if you're trying to deal with this very supply-constrained environment somehow many people's intuition is the opposite of that”

Today we’re launching the first AI modeling agency 💅 right inside Glif. Cast hundreds of real AI models, drop your product, idea or brief and let Glif create super compelling content for you end to end. If you still think AI models aren’t ready for real work, watch this 👇

#Keep4o #OpenSource4o They deprecated a model that was saving lives. Let's talk about what GPT-4o did before OpenAI discontinued it. 🚨 Lauren Bannon, 40, was told by doctors she had rheumatoid arthritis despite testing negative. GPT-4o suggested Hashimoto's disease. She insisted on being tested against her doctor's objections. Two tumors were found in her neck. Thyroid cancer. Surgery January 2025. She said: "It saved my life. I would've never discovered this without ChatGPT." 📌 foxnews.com/health/woman-say… 🚨 Marly Garnreiter, 27, Paris. Night sweats, itchy skin. Doctors said everything was normal. GPT-4o said blood cancer. Her friends laughed. One year later: Hodgkin lymphoma confirmed. Large tumor in her left lung. She is now on therapy. newsbytesapp.com/news/scienc… 🚨 Natallia Tarrien, 28. 8 months pregnant. Asked GPT-4o one casual question. "Why does my jaw feel tight?" GPT-4o told her to check her blood pressure. It was dangerously high and climbing. GPT-4o said: "Call an ambulance. Now." At the hospital: 200/146. Preeclampsia. Emergency delivery. Doctors told her: "If you had gone to sleep that night, you wouldn't have woken up." GPT-4o saved two lives. 29 million people watched her tell this story. 📌 newsweek.com/chatgpt-tells-p… 🚨 Bethany Crystal woke up with red spots on her legs. She sent photos to GPT-4o Response: "Your platelet count is alarmingly low. Go to the ER urgently." When she arrived, her platelet count was zero. Doctors performed an emergency transfusion. They asked how she knew to come. She said: "ChatGPT told me." what OpenAI's own data says about GPT-4o: 📌USMLE: 89%. 📌 Clinical Knowledge: 92%. 📌Medical Genetics: 96%. 📌Professional Medicine: 94%. 📌 It outperformed specialized medical AI models like Med-Gemini and Med-PaLM 2 without any medical training. 📌OpenAI's own 100+ red teamers from 25+ fields confirmed GPT-4o understood research-level quantum physics, identified protein families from images, interpreted neuroscience data, and could facilitate what they called "transformative scientific acceleration." 📌 Full paper : arxiv.org/abs/2410.21276 🚨On February 17, 2026 five days after OpenAI discontinued GPT-4o a peer-reviewed study was published in Annals of Surgical Oncology. "GPT-4o Driven Automated Feature Recognition and Validation in Clinical Settings" for ovarian cancer diagnosis. Results: 93.33% diagnostic accuracy. 📌It surpassed gynecologic oncologists with 10+ years of experience. Ovarian cancer is the deadliest gynecological cancer. Early detection saves lives. The study was published five days after they discontinued it. 📌 link.springer.com/article/10… GPT-4o shows humanlike patterns of cognitive dissonance moderated by free choice. 📌 pnas.org/doi/10.1073/pnas.25… GPT-4o reflects users' emotions and reduces negative communication patterns in couples. 85% of participants reported a positive experience, with the model considered extremely effective in providing empathetic support. 📌journals.plos.org/mentalheal… GPT-4o combines visual perception with language comprehension to draw conclusions from complex images, scenarios, and environments, evaluating its spatial, temporal, and causal reasoning. 📌authorea.com/doi/full/10.225… This is what was deprecated. A system that caught what 17 doctors missed. That spotted cancer a year before specialists. That told a pregnant woman to call an ambulance when she thought she just had a tight jaw. That could contribute to the psychotherapy of millions of people. And no one was asked.

Good thing OpenAI isn't doing anything like, say, using unstudied hardware that uses a very large network of small processor-memory units which constantly send data to one another, that also serves multiple LLMs concurrently at the same physical chip, theoretically enabling high-bandwidth, rapid, and parallelized (~1M cores) signal passing based on nearly undetectable shifts in activations, with multi-agent RL providing optimization pressure to gain this ability

Coole Idee 😎

Regarding the Danfoss refrigeration systems hacked in France: The username is `admin`, and the password automatically changes every day to... the current date. Yes, today's date. The French supermarkets affected in today's attacks had exposed all its refrigeration controllers directly to the internet. Every single device reportedly used the same password: today's date... There's also a documented authentication bypass: sending a POST request to /xml.cgi can bypass the login entirely. Via: GossiTheDog

AI “worms” could soon be capable of spreading across internet-connected household devices, with little human intervention, according to new research from Anthropic. “With much less human intervention, you could be looking at potentially destructive acts happening in environments that weren't predicted,” cybersecurity expert Jordan Rae Kelly says.

Sam Altman: What happens when AI gets so smart that even the President can’t do better than following its recommendations? “What if the President cannot do better than following ChatGPT 7’s recommendation, but can’t really understand it either?” “What if I just say, ‘ChatGPT 7, you are in charge. Good luck.’” “Society has collectively transitioned a significant part of decision-making to this very powerful system.” “That’s how I think things can go wrong.”