Woodpecker Software Testing

Jan 21, 2026 · Backend Development

Building a Daily News Summarizer: Design, Implementation, and Automation (Part 4)

This article walks through the complete design and implementation of a daily news summarizer, covering source selection, web‑scraping with BeautifulSoup, database schema with SQLModel, LLM‑based summarization, FastAPI endpoints, front‑end layout, category/date browsing, and a scheduled update loop.