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 13, 2026

Team Takeoff in Electrical Estimating: Splitting the Work Without Splitting the Accuracy

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 14, 2026

State Attorneys General Investigate OpenAI Ahead of Its IPO

A coalition of state attorneys general has opened an investigation into OpenAI, issuing a subpoena that demands information on advertising practices, data handling, user safety, and model sycophancy. The probe lands just days after OpenAI filed paperwork to go public, adding regulatory risk to one of the year's most anticipated IPOs.

Jun 13, 2026

OpenAI Weighs Steep Price Cuts as Anthropic Pulls Ahead in Enterprise AI

OpenAI is considering deep price cuts on API tokens as Anthropic's enterprise momentum — driven by Claude Code — reshapes the AI market. With both companies racing toward IPOs and open-source models from China offering comparable performance at a fraction of the cost, the economics of AI are shifting fast for builders.