Student Of Things

Google has quietly dropped what researchers are calling "Attention Is All You Need V2." And it signals the end of the Transformer era as we know it. In 2017, the original "Attention Is All You Need" paper changed the world by proving that AI doesn't need recurrence, it just needs to pay attention. But today, even the most advanced models like GPT and Gemini suffer from a massive, structural flaw: Catastrophic Forgetting. The moment an AI learns something new, it starts losing what it learned before. It’s why AI "hallucinates" or loses the thread in long conversations. This paper, titled "Nested Learning: The Illusion of Deep Learning Architectures," completely replaces the way AI stores information. The researchers have introduced a paradigm shift called Nested Learning (NL). Here is why this is "V2": For the last decade, we treated AI models as one giant, flat mathematical function. NL proves that a model is actually a set of thousands of smaller, "nested" optimization problems running in parallel. Instead of one giant "memory," each layer has its own internal "context flow." This allows the model to learn new tasks at test-time without overwriting its core intelligence. It moves us past the static Transformer. The new architecture (HOPE) demonstrated 100% stability in long-context memory and "post-training adaptation" that was previously impossible. The technical takeaway is brutal for the competition: Existing deep learning works by compressing information until it breaks. Nested Learning works by organizing information so it can grow forever. We’ve spent 7 years trying to make Transformers bigger. Google figured out how to make them "Nested." The Transformer replaced the RNN in 2017. Nested Learning is here to replace the Transformer in 2026.

@Rothmus Ughhh. the top 1% advocate for policies that destroy the bottom 1%.

I present this evidence again to make one thing clear: your life is not worse because of the top 1% it is worse because of the bottom 1%

@jeremykauffman This is a bad look New Hampshire.

On April 4th, a likely mentally-ill African man was behaving erratically in a Market Basket parking lot. I exchanged words with him, encouraging him to leave both the parking lot and the beautiful state of New Hampshire entirely. For this, I was arrested. Neither of us came within physical reach of one another, and I expect the matter to be dropped by the city of Manchester. Additionally, I am exploring legal action against the city. This incident is yet another example of how our government treats mentally-ill and dangerous African men as saints, and how the police prevent decent men from maintaining order in American cities and towns. The footage of my arrest is below. As someone who loves New Hampshire and attempts to make our state look good, it embarrasses me that our police our this incompetent.

@atensnut Piss off.

Kentucky…..here’s your man!! Vote Gallrein!!

Can I say something?

@BreannaMorello We won’t

"My ministers will also proceed with the introduction of Digital ID."- King Charles III Disgraceful. Hold the line, America!

@mullvadnet @cybaqkebm Now the question is what apps use it?

A new VPN leak that allows any app to leak traffic outside the VPN tunnel has recently been discovered by @cybaqkebm Read more here: mullvad.net/blog/any-app-o…

@vinibarbosabr @cybaqkebm Now the question is what apps use it?

Intentional VPN backdoor on Android? Looks like it TL;DR + security researcher @cybaqkebm found a bug on Android + the bug allows apps to circumvent VPN tunnels, leaking user data + the bug was reported to Android, with a proposed fix + Android sais it wouldn't fix it + The bug report mysteriously disappeared + GrapheneOS already released a patched version + advanced users can manually patch their Androids via USB debugging (adb code)

Researcher @olearysec found privilege-escalation vuln in Azure Backup for AKS and reported to @microsoft. CERT validated it but Microsoft rejected it and asked Mitre not to give it CVE. Then he says Microsoft silently patched it without telling users olearysec.com/research/azure…

As a family law attorney who has represented numerous victims of domestic violence, I have been deeply troubled by the circulating “sworn statement” from Cynthia West alleging emotional abuse by Congressman Thomas Massie. After listening to the statement twice, I was struck by the complete absence of any specific, verifiable allegations. There were no claims of physical abuse, no harassing communications, no documented threats, and no evidence of any kind—only vague assertions without supporting facts. Out of professional duty, I examined the available record. Ms. West has a documented history of making false abuse allegations. Notably, during the very period she claims to have been involved with Congressman Massie, she filed sworn accusations of emotional and physical abuse against the father of her children. On October 1, 2024, she swore under oath in an affidavit to these claims. However, after the court reviewed all the evidence, the allegations were dismissed in full. I have sat with real victims—both men and women—who have endured genuine domestic violence and harassment. I have fought alongside them for protection and justice. It is precisely because of that experience that I find it so damaging when someone makes false accusations. It undermines the credibility of legitimate victims and erodes public trust in the system. Congressman Massie has earned my trust over many years—to the point that I would entrust him with my own children. These latest allegations appear to be nothing more than a desperate attempt to interfere in an election against a principled public servant who has consistently worked to protect women and families from real abuse and exploitation. False claims like these do real harm—not just to the accused, but to every legitimate victim seeking justice.

So now they are shutting down social media accounts if you speak out about data centers.

I just reverse engineered the YellowKey BitLocker bypass Microsoft shipped code that checks for a flag called "FailRelock" in every Windows 11 recovery image. When it's set to 1, after recovery unlocks your BitLocker drive, it never relocks it. All you need is a USB stick. This code only exists in the recovery environment. Not in normal Windows. They left an entire debug testing framework in production.

So microsoft decided you can't setup windows 11 offline. Welp, time to go linux

@BreannaMorello Once you understand he did it on behalf of the government, things will begin to make more sense.

🚨ARREST FAUCI🚨 Today is the final day for the DOJ to bring charges against Anthony Fauci for allegedly lying under oath. Once it passes, the statute of limitations is up.

Google's new reCAPTCHA requires Play Services running on your Android phone to prove you're human. If you're on s de-Googled setup, you may automatically fail. They built this dependency quietly for at least seven months. iPhones pass the same check without installing a thing. Google is punishing people who opted out of its surveillance. reclaimthenet.org/google-broke-r…

When I invented the Web, I didn't have to ask anyone's permission. Tim Berners-Lee - internet inventor.

‼️🚨 ALARMING: Google now treats privacy as suspicious behavior by default. Users of GrapheneOS, CalyxOS, /e/OS, and other deGoogled Android phones are being locked out of millions of websites unless they install the exact Google Play Services software they deliberately removed. GrapheneOS is recommended by the EFF and used by journalists, lawyers, and activists in high-risk environments. The audience most likely to read Google's data practices and refuse its terms is now flagged as fraudulent for that exact decision. What happened?: ▪️ Google announced "Cloud Fraud Defense" at Cloud Next on April 22-23, 2026, branding it "the next evolution of reCAPTCHA." Existing reCAPTCHA customers were auto-migrated. ▪️ When the system flags traffic as suspicious, the old click-the-bus puzzle is gone. Users get a QR code instead. ▪️ Scanning the QR code requires Google Play Services running on the device. Internet Archive snapshots show this requirement has been live since at least October 2025, silently rolled out for 7 months before anyone noticed. ▪️ No Play Services = no QR scan = locked out. The bigger picture: ▪️ Google already tried this in 2023. It was called Web Environment Integrity (WEI), and it would have let Google decide which devices were "real enough" to access the web. Standards bodies and the public pushed back hard, and Google killed it. Three years later, the same idea is back, just hidden behind a QR code instead of a browser feature. ▪️ reCAPTCHA runs on millions of websites. Every developer who keeps using it is now, by default, telling deGoogled Android users they're not welcome...

This is indefensible: Spraying glyphosate over wild lands is ecocide, and toxic to humans, of course. But there is one upside: It allows us to see the full corruption of our system, which pretends to be preoccupied with our health, even as it poisons the world behind our backs.