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 15, 2026

OpenAI Drops $150M on Partner Network to Push Enterprise AI Adoption

OpenAI is committing $150 million to build a global partner ecosystem that spans systems integrators, consultants, and tech firms — aiming to train 300,000 certified consultants by the end of 2026 and bridge the gap between AI capability and real-world enterprise deployment.

Jun 12, 2026

Perplexity Moves Deep Research Into Computer, Routing Tasks Across 20+ AI Models

Perplexity has moved its Deep Research capability into Computer, its multi-model orchestration system that breaks complex questions into subtasks and routes them across 20+ frontier AI models. The upgrade produces work-ready reports, decks, and dashboards.

Jun 12, 2026

Perplexity AI Fights Amazon in Court That Will Decide If a 1986 Law Can Stop AI Agents

The Ninth Circuit is grappling with whether a 1986 anti-hacking statute can block AI agents from accessing websites — a case that could define the legal boundaries of agentic AI for every builder deploying autonomous tools.