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.
4 articles exploring llm
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.
Why AI output depends on how teams assemble and retrieve context - not on prompting. A 7-metric measurement framework with 8 charts for engineering teams.
Benchmark-driven comparison of the 2026 document parsing landscape - LiteParse, LlamaParse, Unstructured, Docling, PyMuPDF, Google Document AI - with Python code, failure modes, and an async routing architecture.
Stop over-engineering AI infrastructure. PostgreSQL already has everything you need: pgvector for embeddings, pgai for automation, TimeScaleDB for metrics. Build faster by using what you have.