// this week in AI
This week in AI: critical PHP flaws, Claude Duet, and AI agents that shop and make phone calls

This week the most urgent story isn't a new model: it's an update to run on the server behind your website. Two critical flaws in PHP, the language that powers nearly every WordPress site, were discovered with help from artificial intelligence.
Then there are agents, the AIs that don't just answer but take action: Anthropic unveils an assistant that works on its own and asks for permission before anything sensitive, Walmart opens its checkout to AI assistants, and Yelp has them call restaurants. In between, a small practical update to ChatGPT. For each one: what happened and why it matters to you.
1 · Two critical PHP flaws: WordPress sites need updating now
On October 21, the PHP team shipped emergency releases 8.5.12, 8.4.27, 8.3.36, and 8.2.35, fixing two vulnerabilities rated critical (a score of 9.2 out of 10). According to the official announcement, they can let someone run code on the server without any password, and they affect every PHP installation that serves web pages. The PHP team is urging everyone to update immediately.
The headline detail is who found them: according to TechCrunch, researchers at Calif and Wiz got there using AI models (OpenAI's GPT-5.6 Sol and Google's Gemini 4 Argon) and reported them before going public, so the fixes were ready. WordPress clarified that the problem isn't in WordPress but on the server: the fix is updating PHP, together with your host.
2 · Anthropic unveils Claude Duet, the assistant that works on its own and asks for your OK
Anthropic introduced Claude Duet, an agent that monitors your connected apps (email, team chat, accounting, calendar), sends you a short morning summary of what matters, rechecks your accounts every few hours, and only reaches out when something needs doing. It can run tasks in the background on its own virtual machine, so your computer and phone can stay off.
The examples Anthropic gives are very concrete: finding unpaid invoices, drafting replies to customers, catching an appointment booked on the wrong day. Before it sends a message, pays, signs, or deletes anything, it shows you what it's about to do and waits for your approval; some actions, like moving money between accounts, are blocked no matter what. For now it's a waitlist preview for Pro and Max subscribers in the United States.
3 · ChatGPT adds chats locked with a PIN or Face ID
Since October 20, OpenAI has been rolling out locked chats on every ChatGPT plan, including the free one. A locked conversation only opens with a four-digit PIN or with Face ID and Touch ID, moves to a separate section, and no longer shows up in your history or in search. If memory is turned on, locked chats get a memory of their own.
OpenAI is upfront about the limits: it isn't end-to-end encryption and it isn't a separate vault, locking doesn't change how long your data is kept, and if you reset the PIN, all your locked chats are deleted for good.
4 · Walmart opens its checkout to AI agents, Amazon shuts its own
On October 21, Walmart launched Agent Gateway: a dedicated entry point that lets approved AI assistants search its online catalog and buy on customers' behalf. It uses MCP, the protocol Anthropic created to connect AIs to outside services. Starting in November, every agent will get its own profile in the customer's account, with two modes: approve every purchase or set a spending cap. Return policies still apply when the agent gets it wrong.
Amazon has taken the opposite path: it has started blocking AI agents that shop on users' behalf, and according to TechCrunch several travel and booking sites are keeping them out too.
5 · Yelp launches a voice agent that calls the restaurant for you
In the Yelp app, restaurant pages now show Check for Me: you enter your party size and your number, and an AI voice agent calls the restaurant to ask how long the wait is, then texts you the answer. It's the customer-side version of the AI voice services Yelp already offers restaurants and service businesses.
Alongside it comes Smart Lead Reply, at $30 a month, which responds to prospective customers and collects their requests according to rules set by the owner. TechCrunch points out the oddest risk: an agent calling another agent, and two machines that can't understand each other.
In short
There's one thing to do right away: ask your host whether PHP has been updated to the October 21 releases, because the two critical flaws affect nearly every WordPress site and anyone stuck on PHP 8.1 or earlier is the most exposed. Claude Duet shows what the assistant of someone who runs their own business will look like: it watches email and deadlines and asks for your OK before acting. Locked ChatGPT chats hide your conversations but don't protect them any better on the servers. And AI agents are starting to shop in online stores and call local businesses: clear catalogs and ready-to-go information become an advantage.
Sources: PHP.net (critical security release, October 21) · TechCrunch (PHP flaws found with AI) · Anthropic (Introducing Claude Duet) · TechCrunch (Claude Duet) · TechCrunch (locked chats in ChatGPT) · TechCrunch (Walmart and Amazon on AI agents) · TechCrunch (Yelp Check for Me)
Frequently asked questions
How do I know if my website is exposed to the October 2026 PHP flaws?
You need to know which PHP version your server runs. The patched versions are 8.5.12, 8.4.27, 8.3.36, and 8.2.35, released on October 21. You can check in your hosting control panel or ask your host's support team. If your site runs on PHP 8.1 or older, it no longer gets official updates and needs to move to a supported version.
Can I use Claude Duet in Italy?
Not yet. Claude Duet is a waitlist-only research preview, starting with Pro and Max subscribers in the United States. Anthropic hasn't given dates for other countries. In the meantime, it's worth deciding which apps you'd be willing to connect to an assistant that works on its own.
Do locked ChatGPT chats protect customer data?
Only from whoever picks up your phone or computer. Locking with a PIN or Face ID hides the conversations, but OpenAI makes clear it isn't end-to-end encryption or a separate vault: the data stays on its servers just as before. And if you reset the PIN, your locked chats are deleted for good.
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