Hasty Briefsbeta

Firefox suggests tab groups with local AI

9 days ago
  • #AI
  • #Firefox
  • #Tab Management
  • Firefox introduced Tab Grouping in early 2025, addressing the most requested feature on Mozilla Connect.
  • AI tab grouping suggests titles for groups and recommends tabs to add, operating locally without sending user data to Mozilla.
  • Title suggestion uses a hybrid method combining TF-IDF and keyword extraction, refined by a fine-tuned T5 model.
  • Training data was generated using user archetypes and OpenAI GPT-4, supplemented by real page titles from Common Crawl.
  • The model was reduced from 1GB to 57MB via knowledge distillation and quantization, maintaining accuracy.
  • Tab suggestions are based on semantic similarity, using MiniLM embeddings and logistic regression for improved performance.
  • Performance improvements include a 33% reduction in processing time for users with thousands of tabs.
  • Future enhancements may include time-related components or fine-tuned embedding models to improve grouping accuracy.