Aug 21, 2026

How to Benchmark LLMs: Five Mistakes That Skew Your Results

Most in‑house model comparisons are run in a way that guarantees a misleading answer. Not a wrong one exactly, and rarely a dishonest one. Just an answer that would have come out differently if the person running it had pressed enter a second time.

Aug 14, 2026

Infrastructure for Continuous Web Data Collection

A one‑off scrape is a weekend project. Running the same collection job every hour for three years is an infrastructure problem, and most teams underestimate how different those two things are. Continuous collection breaks in ways that batch jobs don't. Sites redesign their markup, rate limits tighten overnight, and the IP pool that worked in March gets flagged by June. The stack has to absorb all of it without a human watching the logs. Here's what the working parts look like when a pipeline actually holds up.

Aug 10, 2026

Can You Become Emotionally Dependent on an AI Therapist?

Apr 15, 2026

Elon Musk's TeraFAB: The Ambitious Plan to Overcome ASML Bottlenecks

At a recent TERAFAB event, Elon Musk unveiled plans for a massive compute facility leveraging Tesla, SpaceX, and Intel's latest technologies to bypass ASML's EUV lithography bottleneck. With a focus on using Gallium Nitride (GaN) chiplets, Musk aims to revolutionize chip production and scale AI compute to astronomical levels. The projected output is a staggering 1 TWh of annual compute, sidestepping traditional silicon constraints.

Apr 11, 2026

Samsung Revolutionizes Home Entertainment with the Launch of Perplexity AI TV App!

Samsung has unveiled its groundbreaking Perplexity AI TV App, setting new standards in smart TV AI integration. Catering to tech enthusiasts and general users alike, this innovative app promises a unique and advanced AI experience on Samsung TVs, enhancing the viewing interface with intelligence-driven personalization and interactivity.

Apr 10, 2026

Google's Lex App: The Future of Offline AI Word Processing

Google introduces Lex, a new AI word processor app that enhances writing with offline AI capabilities. Operating without internet, Lex offers a unique on-device Gemma-based dictation feature, ideal for use in areas with poor connectivity. This innovation signals a shift towards local AI processing for improved privacy and efficiency.