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 10, 2026

Can You Become Emotionally Dependent on an AI Therapist?

May 6, 2026

Blitzy's $200M Raise: AI Startup Aims to Transform Enterprise Coding

Blitzy, the AI startup founded by an ex-Nvidia architect, raised $200M at a $1.4B valuation. Their autonomous software development aims to revolutionize enterprise-scale coding, promising up to 5x engineering speed and 80% automation. Northzone led the funding, highlighting the industry's shift towards full-project AI orchestration.

Apr 29, 2026

Parag Agrawal’s Parallel Web Systems Secures $100 Million for AI Web Infrastructure

Parag Agrawal, former Twitter CEO, has raised $100M for Parallel Web Systems, taking its valuation to $2B. The startup builds a web infrastructure enabling AI agents to navigate and perform tasks online more effectively. Competing with Tavily and Exa Labs, it has already attracted 100k developers.

Apr 24, 2026

Why AI Won't Rattle Apple's iPhone Ecosystem: Perplexity CEO Weighs In

Perplexity CEO Aravind Srinivas dismisses AI's potential to disrupt Apple's iPhone, citing three core advantages: digital passport, Apple Silicon, and brand trust.