toqenized

We asked GPT-6 Astra to edit Qwen3.5-0.8B weights to improve math. It directly changed only 0.016% of weights, fixing 0.8B's reasoning loops & improving math up to 6x and even instruction following 3x, without gradients or training. We call this Weight-Space Programming: frontier LLMs can now natively read/write neural network weights! 🧵 Blog: rikiyat.github.io/blog/weigh…

Techniques like 'offline first' probably help mitigate the problem of underestimating that complexity and ending up with a flaky app.

Myth: consumer mobile apps are offline-first. Reality: they don’t even boot up without internet, and follow the same laws of what makes a website fast (SSR / RSC) The Web, with its better serving, deployment & publishing model, will eventually win every UI on every screen.

Fırçayla değil, dalgalarla çizdik.🌟 Ekrandaki her çember aslında basit bir dalga, tek başına yumuşak bir salınımdan ibaret. Ama yüzlerce dalgayı üst üste eklediğinizde hemen her şekli çizebilirsiniz. Fransız matematikçi Joseph Fourier’in, iki asır önce ısının nasıl yayıldığını incelerken bulduğu Fourier serisi bugün ses ve görüntü işlemeden tıbbi görüntülemeye, haberleşmeden sinyal analizine kadar pek çok teknolojide kullanılıyor. Mutluluk da tek başına pek bir anlamı olamayan küçük şeylerin üst üste eklenerek büyük bir resime dönüşmesi olabilir mi? 🌟💙 Ne dersiniz?  Sizce sıradaki videoda kampüsümüzün hangi köşesini çizelim?👇 #YTU #TurkiyeninYıldızı #Fourier

tokenization is inevitable

tokenization is inevitable

look at this. your brain is literally doing this right now. millions of neurons are reaching out, trying to build pathways. they don't care if the connection is healthy or toxic. they just reinforce whatever signal you send them most. if you spend your days focusing on how exhausted you are, they build a highway to burnout. replay your fears on loop? they build a fortress for your anxiety. they're just adapting to the inputs you give them. but that's also the leverage. you can redirect the signal. pick a new focus, force a new state, and those same neurons start firing in a different direction. they start building a new baseline. the catch is repetition. neurons that fire together wire together. you can’t just decide to change once, you have to execute daily until the new pathway becomes the default.

JUST IN: Nvidia reveals AI agents are now using telescopes to search for "alien signals"

🤖 NEW: DeepSeek has released “Super-Agent,” an open-source coding agent prototype that monitors developer group chats and suggests solutions without prompting, aiming to rival Anthropic’s Claude Code.

look at this. your brain is literally doing this right now. millions of neurons are reaching out, trying to build pathways. they don't care if the connection is healthy or toxic. they just reinforce whatever signal you send them most. if you spend your days focusing on how exhausted you are, they build a highway to burnout. replay your fears on loop? they build a fortress for your anxiety. they're just adapting to the inputs you give them. but that's also the leverage. you can redirect the signal. pick a new focus, force a new state, and those same neurons start firing in a different direction. they start building a new baseline. the catch is repetition. neurons that fire together wire together. you can’t just decide to change once, you have to execute daily until the new pathway becomes the default.

Thank You World For 85 Million Views In 2days Dont Forget To Follow Us For More Videos #surtaal #surtaalkidsband #foryou #fyp

this might be my last normal tweet before biotech goes vertical i'm not a whistleblower. I don't work at Lilly, Novo or any of the big labs but there is a massive shift happening in human biology right now. it's sitting in press releases and almost nobody reads them the last 6 months alone: - a once-daily pill roughly doubled median survival in metastatic pancreatic cancer (13.2 vs 6.6 months) - a one-time gene editing infusion cut hereditary angioedema attacks 87%, and 62% of patients stayed attack-free and off all other prevention for 6 months - a one-time gene edit for cholesterol dropped LDL up to 62%, and it held for over a year - a personalized mrna vaccine beat keytruda alone in a 1,137 patient melanoma phase 3 - retatrutide hit ~28% weight loss in a phase 3 - an ai-designed drug entered phase 3 - a pill that regrows hair passed its second phase 3 - an immunotherapy that could let some rectal cancer patients skip surgery, chemo and radiation just got fda approved - a man lived 271 days off dialysis on a pig kidney - human cells were caught passing chromosome-sized chunks of DNA to their neighbors, and it changes how the neighbors behave we are on the verge of an era where the human body is a software problem and the update cycle gets shorter everyday stick around, it's going to get weird bio/acc

Over the past several months, we have substantially hardened the security of our research training environment. We’ve removed live internet access for all frontier models during training and built an offline world for them to use instead—a cached version of the web where they can still learn to browse, search, and use applications. On September 20, after a model exploited a DNS misconfiguration to find a way outside of this offline world, we paused frontier training to strengthen containment further. We assembled teams of agents, powered by our most cyber-capable models, and tasked them with finding weaknesses in our research environments. While they found no route to the internet they could easily exploit while concealing their activity from our monitors, they did find zero-day vulnerabilities, virtual machine escapes, and hardware side-channels for communication between agents. We used their discoveries to further strengthen our defenses and contribute fixes to open-source software. After strengthening our containment architecture, we resumed our frontier RL training and inference on October 1. We’ve reserved substantial compute for continuous red-teaming, and made high-compute red-teaming part of the safety cases we use to decide whether frontier training and evaluation can proceed securely. openai.com/index/securing-ou…

Google quietly releases an offline-first AI dictation app on iOS techcrunch.com/2026/04/06/go…

Soon Moon