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Dev.to
7/18/2026
How to Build an AI-Powered Web Article Summarizer with Python 🐍

How to Build an AI-Powered Web Article Summarizer with Python 🐍

Short summary

A beginner-friendly Python tutorial for building a web article summarizer using BeautifulSoup for text extraction and Facebook's BART-large-CNN model via Hugging Face Transformers. The script fetches a URL, parses paragraph text, and generates a concise summary. It's functional but basic, with no error handling or deployment guidance.

  • Uses BeautifulSoup to extract article text from any URL
  • Employs facebook/bart-large-cnn via Hugging Face pipeline for summarization
  • Entry-level script with no error handling or production considerations

Generated with AI, which can make mistakes.

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