Technologies

These New AI Transcription Models Are Built for Speed and Privacy

Mistral AI’s new Voxtral Mini Transcribe 2 and Voxtral Realtime are intended to run on your device, meaning your conversations never find their way to a data center.

Sometimes you want to transcribe something, but don’t want it to be hanging out on the internet for any hacker to see. Maybe it’s a conversation with your doctor or lawyer. Maybe you’re a journalist, and it’s a sensitive interview. Privacy and control are important.

That desire for privacy is one reason the French developer Mistral AI built its latest transcription models to be small enough to run on devices. They can run on your phone, on your laptop or in the cloud.

Voxtral Mini Transcribe 2, one of the new models announced Wednesday, is «super, super small,» Pierre Stock, Mistral’s vice president of science operations, told me. Another new model, Voxtral Realtime, can do the same thing but live, like closed captioning.

Privacy is not the only reason the company wanted to build small open-source models. By running right on the device you’re using, these models can work faster. No more waiting on files to find their way through the internet to a data center and back.

«What you want is the transcription to happen super, super close to you,» Stock said. «And the closest we can find to you is any edge device, so a laptop, a phone, a wearable like a smartwatch, for instance.»

The low latency (read: high speed) is especially important for real-time transcription. The Voxtral Realtime model can generate with a latency of less than 200 milliseconds, Stock said. It can transcribe a speaker’s words about as quickly as you can read them. No more waiting two or three seconds for the closed captioning to catch up.

The Voxtral Realtime model is available through Mistral’s API and on Hugging Face, along with a demo where you can try it out.

In some brief testing, I found it generated fairly quickly (although not as fast as you’d expect if it were on device) and managed to capture what I said accurately in English with a little bit of Spanish mixed in. It’s capable of handling 13 languages right now, according to Mistral.

Voxtral Mini Transcribe 2 is also available through the company’s API, or you can play around with it in Mistral’s AI Studio. I used the model to transcribe my interview with Stock.

I found it to be quick and pretty reliable, although it struggled with proper names like Mistral AI (which it called Mr. Lay Eye) and Voxtral (VoxTroll). Yes, the AI model got its own name wrong. But Stock said users can customize the model to understand certain words, names and jargon better if they’re using it for specific tasks.

The challenge of building small, fast AI models is that they also have to be accurate, Stock said. The company touted the models’ performance on benchmarks showing improved error rates compared to competitors.

«It’s not enough to say, OK, I’ll make a small model,» Stock said. «What you need is a small model that has the same quality as larger models, right?»

Technologies

Today’s NYT Connections Hints, Answers and Help for Feb. 27, #992

Here are some hints and the answers for the NYT Connections puzzle for Feb. 27 #992.

Looking for the most recent 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, Connections: Sports Edition and Strands puzzles.

Today’s NYT Connections puzzle features a mix of difficulties. For me, the purple category was easy today, but the blue and green ones were tougher. Read on for clues and today’s Connections answers.

The Times has a Connections Bot, like the one for Wordle. Go there after you play to receive a numeric score and to have the program analyze your answers. Players who are registered with the Times Games section can now nerd out by following their progress, including the number of puzzles completed, win rate, number of times they nabbed a perfect score and their win streak.

Hints for today’s Connections groups

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

Yellow group hint: Like a double agent.

Green group hint: Ambiance that surrounds you.

Blue group hint: Ripple is another word that could be in this category.

Purple group hint: Freedom of the ____.

Answers for today’s Connections groups

Yellow group: Backstabber.

Green group: Aura.

Blue group: Kinds of chain reaction «effects.»

Purple group: ____ press.

What are today’s Connections answers?

The yellow words in today’s Connections

The theme is backstabber. The four answers are Judas, snake, traitor and turncoat.

The green words in today’s Connections

The theme is aura. The four answers are air, impression, manner and quality.

The blue words in today’s Connections

The theme is kinds of chain reaction «effects.» The four answers are butterfly, domino, ripple and snowball.

The purple words in today’s Connections

The theme is ____ press. The four answers are bench, drill, French and printing.

Quick tips for Connections

#1: Say the clue words out loud, pausing before and after each. That helps you hear the words in the context of a phrase. The Connections editors love to group words together that are used in similar phrasing, like ____ Up.

#2: Don’t go for the obvious grouping. These editors are smart. Once, they offered SPONGE, BOB, SQUARE and PANTS in the same puzzle. None of those words were in the same category. If you like, hit the «shuffle» button to give yourself a different perspective on the words.

#3: Break down any compound words and look for similarities. «Rushmore» was once in a puzzle where the connection was that each word started with the name of a rock band.

Technologies

A Hacker Threat Is Hiding in Your Car’s Tire Pressure System

A new study reveals that a car’s tire pressure monitoring system can be easily accessed by hackers.

Technologies

Today’s NYT Mini Crossword Answers for Friday, Feb. 27

Here are the answers for The New York Times Mini Crossword for Feb. 27.

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.

Was today’s Mini Crossword too short for you? The New York Times now has a Midi Crossword, which is not as big as the original NYT Crossword, but longer than the Mini. Read on for the answers to today’s Mini Crossword. 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.