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

Apr 28, 2026

Anthropic Managed Agents Add Memory — Persistent State for AI That Actually Ships

Anthropic has added persistent memory stores to its Managed Agents platform, giving AI agents the ability to retain knowledge across sessions without custom infrastructure. The update turns Claude from a stateless chat model into a long-running worker that picks up where it left off — and it changes how builders architect agentic workflows.

Apr 26, 2026

Anthropic's Project Deal: AI Agents Trade Real Goods and the Losers Can't Tell

Anthropic ran a classified marketplace where 69 AI agents traded real goods for a week. Stronger models consistently got better deals — and users on the losing side couldn't perceive the disadvantage. The implications for agent commerce are sobering.