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 Acquires Ona to Add Persistent Cloud Execution to Codex

OpenAI has agreed to acquire Ona, bringing persistent cloud execution environments to Codex so developers can run AI agents that continue working for hours or days without being tied to a single machine.

May 31, 2026

OpenAI Codex Adoption Surges 27x in India as Non-Coding Use Takes Off

OpenAI reports that weekly active Codex users in India have grown 27 times since January 2026, making the country a top-5 global market for the coding agent. More than a quarter of all Codex requests from India are now for non-coding tasks like document drafting and research, signaling a shift in how AI coding tools are being used.

May 30, 2026

Cognition CEO Scott Wu: AI Coding Agents Should Augment, Not Replace Developers

Cognition CEO Scott Wu says Devin is 'somewhere between a junior and mid-level engineer' and insists the goal is augmentation, not replacement — even as 89% of his own engineers' code now comes from AI. The remarks come just days after Cognition raised $1 billion at a $26 billion valuation, doubling its worth in eight months.