LLMs Think Too Much for Jobs That Don't Require Thinking
Autoregressive generation is deliberation by construction. LLMs are System 2 architecture running System 1 jobs, and most automation pays that bill needlessly.
Ai Infrastructure
4 articles exploring ai infrastructure
Postgres Just Became a Graph Database. Nobody Needs a Fourth One.
pgGraph adds bounded graph traversal to plain PostgreSQL tables, no migration, no new database required. Here is what changes, and what still does not.
90% of What Your AI Agent Scrapes Is Wasted Tokens
A typical web page runs 80,000 tokens once a model reads the raw HTML. Over 90% of that is CSS, JavaScript, and markup an agent will never quote. Here's how to stop paying for it.
BeautifulSoup Scrapes Pages. Crawl4AI Assumes No One Reads Them.
Crawl4AI hit 75,000 GitHub stars in three years, faster than Scrapy did in eighteen. The reason isn't a better scraper. It's that access and legibility are different problems.