Technologies

How Apple Will Analyze Your Data to Train Its AI — While Protecting Your Privacy

The company said it’s testing AI improvements on opt-in devices without collecting user content.

Apple said it will begin analyzing on-device user data as part of a broader push to strengthen its AI platform.

In a blog post, the company outlined a new approach designed to expand its AI capabilities while safeguarding user privacy, especially as competitors like OpenAI and Google advance more quickly with fewer restrictions. Apple said it will train its AI models using synthetic data, known as information that mimics the format and characteristics of real-world messages without including any actual user-generated content.

«When creating synthetic data, our goal is to produce synthetic sentences or emails that are similar enough in topic or style to the real thing to help improve our models for summarization, but without Apple collecting emails from the device,» the company said in a blog post.

For Apple Intelligence features including summarization and writing tools that handle longer content, the company said its usual methods, like those used for short-form prompts in Genmoji, aren’t effective.

Instead, its new approach will generate a large set of synthetic emails on various topics – such as, «Want to play tennis tomorrow?» – without referencing any actual user data. Each message is converted into what Apple calls an «embedding,» a numerical summary capturing attributes including topic and length. The embeddings are sent only to opted-in devices, which then compare them to a small, private sample of recent user emails stored locally.

«This process allows us to improve the topics and language of our synthetic emails, which helps us train our models to create better text outputs in features like email summaries, while protecting privacy,» the company said.

Apple said it will start using this approach «soon» with users who opt in to sharing device analytics.

A «sophisticated» approach to privacy

Jason Hong, a computer science professor at Carnegie Mellon University, said this type of «differential privacy» is a sophisticated approach for analyzing and using data aggregated from large numbers of people.

«Apple could have taken the easy approach of just taking everyone’s data and using it to build their AI models,» he said. «Instead, Apple chose to deploy these differential privacy approaches for Apple Intelligence, and they should be applauded for putting their customers’ privacy first.»

However, he said there will likely be tradeoffs, including the possibility that Apple Intelligence may not be as effective as some competitors because rivals will have more access to people’s data. He also said Apple’s models may likely be harder to debug and might take more battery power to deploy.

«It’s hard to say at this point,» he said.

Technologies

Verum Messenger: How to Protect Your Personal Data and Why Choosing a Secure Messenger Matters

A major data leak has been reported involving users of the Russian messenger MAX. Hackers claimed to have obtained the platform’s entire database, which includes 46,203,590 records. To prove their claims, they published part of the stolen data publicly.

According to preliminary information, the attackers gained access to users’ personal details, including contact numbers, chats, IP addresses, and other sensitive data. Cybersecurity experts warn that such incidents can lead to serious consequences — from account takeovers and extortion to large-scale phishing attacks.

Why these leaks happen

The main cause of such breaches is the storage of personal user data on servers without adequate protection or encryption. If attackers gain access to these servers, users’ information becomes fully exposed.

Additionally, many popular messaging apps require users to register with a phone number and provide extra personal information, increasing the amount of data that can be stolen.

How to reduce the risks

The only reliable way to protect your personal messages and data is to use messaging platforms that do not store personal information on their servers and rely on true end-to-end encryption.

One such solution is Verum Messenger — a next-generation app built on the principle of maximum privacy. The platform:

does not store users’ personal data;
uses unique encryption keys generated locally on the user’s device;
does not require a phone number or other personal information to register;
has no access to messages, calls, or files;
provides effective anti-spam and anti-scam protection;
offers private chats and group channels with flexible security settings.

Even in the event of a server breach, attackers would not be able to access message content — because encryption keys simply do not exist on the company’s side.

Freedom of communication without the risk of leaks

In addition to its strong security foundation, Verum Messenger offers a built-in ecosystem of tools — from encrypted email Verum Mail and an integrated VPN for anonymous connections to free crypto mining with Verum Coin and eSIM connectivity in over 150 countries worldwide.

As data breaches become increasingly common, choosing a secure messenger is no longer just about convenience — it’s about personal safety.

Technologies

Today’s NYT Mini Crossword Answers for Monday, Oct. 20

Here are the answers for The New York Times Mini Crossword for Oct. 20.

Looking for the most recent Mini Crossword answer? Click here for today’s Mini Crossword hints, as well as our daily answers and hints for The New York Times Wordle, Strands, Connections and Connections: Sports Edition puzzles.

Need some help with today’s Mini Crossword? It was a tough one for a change! That 1-Across is going to slyly trick you as to what a mouse is. So if you need the answers, read on. And if you could use some hints and guidance for daily solving, check out our Mini Crossword tips.

If you’re looking for today’s Wordle, Connections, Connections: Sports Edition and Strands answers, you can visit CNET’s NYT puzzle hints page.

Read more: Tips and Tricks for Solving The New York Times Mini Crossword

Let’s get to those Mini Crossword clues and answers.

Mini across clues and answers

1A clue: Sound from a mouse
Answer: CLICK

6A clue: Many-headed serpent killed by Hercules
Answer: HYDRA

7A clue: View from a cruise ship window
Answer: OCEAN

8A clue: «See ya later!»
Answer: PEACE

9A clue: Animal whose antlers can grow up to an inch per day
Answer: ELK

Mini down clues and answers

1D clue: Dice, e.g.
Answer: CHOP

2D clue: French for «high school»
Answer: LYCEE

3D clue: 10 out of 10
Answer: IDEAL

4D clue: Sound from a bat
Answer: CRACK

5D clue: «Citizen ___»
Answer: KANE

Technologies

Today’s NYT Connections: Sports Edition Hints and Answers for Oct. 20, #392

Here are hints and the answers for the NYT Connections: Sports Edition puzzle for Oct. 20, No. 392.

Looking for the most recent regular Connections answers? Click here for today’s Connections hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle and Strands puzzles.

Today’s Connections: Sports Edition has a category for all the Windy City residents out there. If you’re struggling but still want to solve it, read on for hints and the answers.

Connections: Sports Edition is published by The Athletic, the subscription-based sports journalism site owned by the Times. It doesn’t show up in the NYT Games app but appears in The Athletic’s own app. Or you can play it for free online.

Read more: NYT Connections: Sports Edition Puzzle Comes Out of Beta

Hints for today’s Connections: Sports Edition groups

Here are four hints for the groupings in today’s Connections: Sports Edition puzzle, ranked from the easiest yellow group to the tough (and sometimes bizarre) purple group.

Yellow group hint: Deep-dish pizza, anyone?

Green group hint: Duke it out.

Blue group hint: College division.

Purple group hint: «Go to your ____!»