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 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.

Jun 9, 2026

Perplexity Raises 200M for Comet as AI Browsers Become Agent Economy Front Door

Perplexity has raised 00 million at a near-0 billion valuation to scale Comet, its AI-native browser. The funding is not about a browser — it is about owning the surface where AI agents start tasks, make purchases, and increasingly act on your behalf.

Jun 8, 2026

ChatGPT Memory Just Got 5x Smarter: Inside OpenAI's Dreaming V3 Upgrade

OpenAI has rolled out Dreaming V3, a revolutionary memory architecture for ChatGPT that automatically synthesizes context from years of conversations — no longer relying on users to tell the AI what to remember. The system achieves 5x compute efficiency while boosting factual recall to 82.8%, preference adherence to 71.3%, and time-sensitive accuracy to 75.1%. With a new Memory Summary page for user control and Gmail integration on the way, Dreaming V3 marks a fundamental shift in how AI assistants understand and remember their users.