AI Web Scraping
Converting Raw HTML to Clean Markdown for LLM Ingestion
Preserve document structure through proper HTML-to-Markdown conversion for better LLM reasoning.
Nico Kowalski
Contributing Editor · · 10 min read
Preserve document structure through proper HTML-to-Markdown conversion for better LLM reasoning.
AI agents silently fail on JavaScript-heavy sites until the token bill arrives.
Self-hosted scrapers hide massive maintenance costs that managed APIs eliminate.
Splitting web scraping from LLM orchestration prevents silent failures on bad data.
Live grounding fixes RAG's staleness problem where static documents just hide it elsewhere.
AI agents need structured, typed data from websites to act reliably without parsing text.
Smarter memory architecture beats bigger context windows for long-running agents.