Perplexity Computer lets you pick the best AI for every task

Perplexity Computer lets Gemini, Grok, and ChatGPT 5.2 collaborate on the same task. The feature is live for Max subscribers today.
InfoWorld

Multi-token prediction technique triples LLM inference speed without auxiliary draft models

With reported 3x speed gains and limited degradation in output quality, the method targets one of the biggest pain points in production AI systems: latency at scale.

Researchers baked 3x inference speedups directly into LLM weights — without speculative decoding

Researchers from the University of Maryland, Lawrence Livermore, Columbia and TogetherAI have developed a training technique that triples LLM inference speed without auxiliary models or infrastructure ...
IEEE

ERA: a QoE-Aware Collaborative Inference Algorithm for NOMA-based Edge Intelligence

Abstract: Although AI has been extensively adopted and has profoundly transformed our lives, it is not feasible to directly deploy large AI models on edge devices with limited resources. To enhance ...
IEEE

Understanding Optimal Interactions Between Students and A Chatbot During A Programming Task

Abstract: This study explores integrating Large Language Models (LLMs) into computer science education by examining undergraduate interactions with a GPT-4-based chatbot during a formative assignment ...
Wall Street Journal

U.S.-Iranian Talks Are Still Expected After Gulf Flare-Ups

With its special forces playing a key role in Trump’s national security missions, the Coast Guard is standing up a new command for its elite teams. WSJ’s Shelby Holliday visited a unit in Miami to ...