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?

Jun 14, 2026

US Orders Anthropic to Shut Down Fable 5 and Mythos 5 Worldwide

The US government ordered Anthropic to block all foreign nationals from accessing its most powerful AI models, forcing the company to disable Claude Fable 5 and Mythos 5 globally. The unprecedented directive, reportedly triggered by concerns raised by Amazon CEO Andy Jassy, marks the most aggressive US export control action ever taken against a commercial AI model.

Jun 12, 2026

OpenAI Considers Drastic Price Cuts as AI Token War With Anthropic Heats Up

OpenAI is weighing significant token price cuts as it braces for a pricing war with rival Anthropic, whose Claude Code tool has surged among developers. Both companies are bleeding billions on compute costs while racing toward trillion-dollar IPOs.

Jun 10, 2026

OpenAI Confidentially Files for IPO, Targeting $1 Trillion Valuation

OpenAI has confidentially filed its S-1 with the SEC, joining Anthropic and SpaceX in AI's public-market moment. The $852 billion company loses $1.22 for every dollar of revenue but is targeting a Q4 2026 listing at up to $1 trillion. Builders should watch for pricing transparency, product strategy shifts, and increased competitive pressure.