Tech

You're Loading 66,000 Tokens of Plugins Before You Even Type. That's Why Your Limit Disappears.

I recently saw a production AI pipeline that ingests multiple long-form conversations per user, runs analysis across dozens of dimensions, and generates fully personalized output. All on the most expensive models money can buy. The cost per user? Less than a quarter. Most of you are spending more than that asking Claude what to have for dinner.

Speaking of Voxtral

Today we’re releasing Voxtral TTS, our first text-to-speech model with state-of-the-art performance in multilingual voice generation. The model is lightweight at 4B parameters, making Voxtral-powered agents natural, reliable, and cost-effective at scale.

The credibility economy. Why AI will redefine how value is measured

A growing sense of unease is shaping how professionals engage with artificial intelligence, particularly as its capabilities expand across information creation and execution. Dan Pratl, founder of Quadron, believes this anxiety reflects a deeper structural issue that extends beyond automation and into how value itself is recognized.

Why probability, not averages, is reshaping AI decision-making

What is it worth to increase your chance of success? Or to reduce the chance of a costly failure? For most of modern history, we have not been able to answer those questions clearly. We have relied on averages: simple, clean, and often misleading.

Swiss finance minister files criminal charges over Grok-generated abuse on X

Karin Keller-Sutter, Switzerland’s finance minister and the country’s former president, has filed criminal charges for defamation and insult after Elon Musk’s AI chatbot Grok was prompted by an anonymous user to generate a torrent of sexist and vulgar remarks about her on X. The complaint, filed on 20 March with the Bern public prosecutor’s office, is directed against “persons unknown” because the X user who prompted Grok could not be identified beyond a screen name. It is, by all available evidence, the first time a serving head of a national finance ministry has pursued criminal action against an AI-generated statement.

OpenAI partners with Smartly to bring conversational ads to ChatGPT

Six weeks was all it took. On 9 February, OpenAI switched on advertisements inside ChatGPT for free-tier users in the United States. By late March, the company disclosed that the pilot had crossed $100 million in annualised revenue, drawn more than 600 advertisers, and reached fewer than a fifth of eligible users. Now OpenAI is enlisting outside help to make those ads considerably more ambitious. According to Business Insider, the company is working with Smartly, the Helsinki-based advertising automation platform, to bring conversational, interactive ad units to ChatGPT, formats that do not simply sit beside a response but respond to the user in turn.