This is an excerpt of Sources by Alex Heath, a newsletter about AI and the tech industry, syndicated just for The Verge subscribers once a week.

Reinforcement learning (RL) is the next frontier, Google is surging, and the party scene has gotten completely out of hand. Those were the through lines from this year’s NeurIPS in San Diego.

NeurIPS, or the “Conference on Neural Information Processing Systems,” started in 1987 as a purely academic affair. It has since ballooned alongside the hype around AI into a massive industry event where labs come to recruit and investors come to find the next wave of AI startups.

I was regretfully unable to attend NeurIPS this year, but I still wanted to know what people were talking about on the ground in San Diego over the past week. So I asked engineers, researchers, and founders for their takeaways. The list below of responses includes Andy Konwinski, cofounder of Databricks and founder of the Laude Institute; Thomas Wolf, cofounder of Hugging Face; OpenAI’s Roon; and attendees from Meta, Waymo, Google DeepMind, Amazon, and a handful of other places.

I asked everyone the same three questions: What’s the buzziest topic from the conference? Which labs feel like they’re surging or struggling? Who had the best party?

The consensus was clear. “RL RL RL RL is taking over the world,” Anastasios Angelopoulos, CEO of LMArena, told me. The industry is coalescing around the idea that tuning models for specific use cases, rather than scaling the data used for pre-training, will drive the next wave of AI progress. What’s clear from the lab momentum question is that Google is having a moment. “Google DeepMind is feeling good,” Hugging Face’s Wolf told me.

The party circuit was naturally relentless. Konwinski’s Laude Lounge emerged as one of the week’s hotspots — Jeff Dean, Yoshua Bengio, Ion Stoica, and about a dozen other top researchers came through. Model Ship, an invite-only cruise with 200 researchers, featured “a commitment to the dance floor that is unprecedented at a conference event,” one of the organizers of the cruise, Nathan Lambert, told me. Roon was dry about the whole scene: “you can learn more from twitter than from literally being there … mostly my on-the-ground feeling was ‘this is too much.’”

Here’s what attendees had to say about NeurIPS this year:

What was the buzziest topic among attendees that you think more people will be talking about in 2026?

Which labs feel like they’re surging in momentum, and which ones feel more shaky?

What was the best party you attended or had FOMO over?

Yes, some people thought keynotes were parties. I guess academia lives on at NeurIPS after all.

Recently, you may have received alarming emails like the one below from “sharfharef” titled “Wallet Verification Required” that uses the MetaMask logo and branding.

These messages warn you to verify your wallet by following a link, but scammers use emails like this to steal your crypto information.

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FBI WARNS EMAIL USERS AS HOLIDAY SCAMS SURGE

What is MetaMask and why scammers love it

MetaMask is a popular crypto wallet and browser extension that lets you store tokens and connect to blockchain apps on networks such as Ethereum. Because MetaMask is widely known and trusted, criminals impersonate it in phishing campaigns that ask users to “verify” wallets and then harvest recovery phrases or keys.

What makes this email a wallet verification scam

The scam email copies MetaMask visuals and even routes through a Zendesk address to look more professional, yet the “Verify Wallet Ownership” button points to an unrelated domain that has nothing to do with MetaMask. That mismatch between branding and destination is a major red flag in crypto phishing attacks. It also relies on classic pressure tactics and vague corporate language. The body reads:

Dear Valued User,
As part of our ongoing commitment to account security, we require verification to confirm ownership of your wallet.
This essential security measure helps protect your assets and maintain the integrity of our platform.
Action Required By: December 03, 2025
Your prompt attention to this verification will help ensure uninterrupted access to your account and maintain the highest level of security protection.

Phrases like “Dear Valued User,” “essential security measure” and “Action Required By” are common in phishing emails that pretend to be MetaMask and threaten restrictions if you do not comply. Genuine MetaMask support will direct you to metamask.io or official apps and will never ask you to reveal your secret recovery phrase through a link in an unsolicited email.

In this case, the message even claims to come from “МеtаМаsk.io (Support@МеtаМаsk.io)” . That display name looks like MetaMask Support, but the real sending address is an unrelated Zendesk subdomain, which is a classic red flag. MetaMask explains that legitimate support messages only come from specific official addresses, so anything else should be treated as a scam and ignored.

Why mention Zendesk can be misleading

Zendesk is a legitimate customer support platform that many companies use to manage tickets and notifications. Scammers sometimes route fake alerts through such services or spoof similar addresses, so messages look like real support tickets, which can fool users who associate Zendesk branding with trust.

In this case, the presence of a Zendesk-style address does not make the message safe because the link still leads away from MetaMask’s official website and asks you to react to manufactured urgency.

NEW EMAIL SCAM USES HIDDEN CHARACTERS TO SLIP PAST FILTERS

Steps to stay safe from wallet verification scam emails

Taking the right precautions can protect your digital wallet and personal data from scammers.

1) Do not click suspicious links and use strong antivirus software

Avoid clicking buttons or links in unexpected wallet verification emails, even if they show the MetaMask logo. Instead, open your browser and type metamask.io yourself or use the official mobile app to check for any real alerts. Also, install strong antivirus software to detect malicious links, fake sites or malware that tries to capture your keystrokes. 

The best way to safeguard yourself from malicious links that install malware, potentially accessing your private information, is to have strong antivirus software installed on all your devices. This protection can also alert you to phishing emails and ransomware scams, keeping your personal information and digital assets safe.

Keep it updated so it can block new phishing infrastructure and known scam domains.

Get my picks for the best 2025 antivirus protection winners for your Windows, Mac, Android and iOS devices at Cyberguy.com.

2) Use official websites only

Always confirm that the address bar shows MetaMask’s official domain or your wallet provider’s genuine site before you sign in. If an email link sends you to a domain that looks odd, close it immediately.

3) Keep your credentials private

Never enter your secret recovery phrase, password or private keys on a site you reached by email. MetaMask support will not ask for that information, and anyone who gets it can empty your wallet.

4) Enable two-factor authentication

Turn on two-factor authentication (2FA) wherever your exchange or related accounts support it, since codes from an app or key add a barrier even if a password leaks. Store backup codes safely offline, so criminals cannot reach them.

REAL APPLE SUPPORT EMAILS USED IN NEW PHISHING SCAM

5) Use a data removal service

Data removal services can help reduce exposed personal details from data broker sites that attackers use to target victims by name and email. Less exposed information makes it harder for phishers to craft convincing wallet alerts tailored to you.

While no service can guarantee the complete removal of your data from the internet, a data removal service is really a smart choice. They aren’t cheap, and neither is your privacy. These services do all the work for you by actively monitoring and systematically erasing your personal information from hundreds of websites. It’s what gives me peace of mind and has proven to be the most effective way to erase your personal data from the internet. By limiting the information available, you reduce the risk of scammers cross-referencing data from breaches with information they might find on the dark web, making it harder for them to target you.

Check out my top picks for data removal services and get a free scan to find out if your personal information is already out on the web by visiting Cyberguy.com.

Get a free scan to find out if your personal information is already out on the web: Cyberguy.com.

6) Mark suspicious emails

Mark any fake MetaMask messages as spam or phishing in your inbox so filters learn to block similar attacks. You can also report phishing attempts through MetaMask and your email provider to help protect other users.

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Kurt’s key takeaways

Emails like the one from “sharfharef” use MetaMask’s trusted name, polished design and alarming language to push you into clicking before you think. When you slow down, check the sender, read the wording and confirm the website address, you strip scammers of their biggest advantage, which is panic.

What questions do you still have about protecting your digital accounts and crypto wallets that you want us to answer in a future article? Let us know by writing to us at Cyberguy.com.

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DIY repair site iFixit has launched its own app for iOS and Android, featuring its extensive library of repair guides and resources, a battery health monitor, and a new AI “FixBot” tool that’s been trained on those same guides to help with repairs.

The heart of the new app is the company’s existing library of repair guides, optimized for your mobile device. You can save the devices you own, giving you quick access to the relevant resources, and buy both tools and replacement parts from within the app.

What’s entirely new is FixBot, an AI helper designed to talk you through repairs and troubleshooting. “You tell it what’s happening: your phone dies at 30 percent, your washing machine won’t drain, your mower sputters and stalls,” CEO Kyle Wiens says in a blog post. “It asks follow-up questions. It eliminates possibilities. It thinks out loud with you, the way a master technician would, until the diagnosis clicks into place. Then it finds the parts and walks you through step by step.”

iFixit says the bot pulls its answers from its repair guides, cache of PDF manuals, and user forums. For devices without a dedicated iFixit guide already, the bot “will do its best with manufacturer docs, targeted web searches and information from similar models,” according to Wiens. Right now FixBot is entirely free to use, but eventually its voice controls and document uploads will be limited to a $4.99/month paid plan, with access limits applied to the free version too.

There are other app-specific features that take advantage of being installed on your phone or tablet. If you have an issue with the hardware it’s installed on, it will automatically detect the model, saving you from searching. It also taps into your phone’s battery information to report on your battery health. Most modern phones now include built-in battery health scores anyway, but iFixit’s unique touch is to predict future battery degradation, helping you plan a replacement ahead of time.

“We want to demystify batteries for people,” Wiens told my colleague Sean Hollister. “It should be like an oil change, you know when you’ll need to replace it and plan on regular maintenance.”

The iFixit app is available now on both iOS and Android. It isn’t actually iFixit’s first app, but it’s been a while — the company first launched an iPhone app in 2011, but a few years later was banned from the App Store for tearing down an Apple TV developer unit. Apparently it’s taken until now to get App Store access again (and Wiens’ personal developer account is still on the naughty list) but hopefully it’ll stick this time — he says iFixit has made sure Apple knows it still intends to teach people how to open up their devices.