Artificial Intelligence1 min read

Your Algorithm: Giving People More Ways to Personalize Facebook Recommendations

By · Published by Everything Blog

In short

Facebook's new suite operates through a centralized interface that displays a one-sentence Lately Summary alongside customizable lists of positive and negative topic preferences. Explicit updates are stored in a unified hub that alters the retrieval and ranking layers across both Feed and Reels at the same time. To prevent newly introduced topics from dominating the user experience, control mechanisms cap daily posts per subject and enforce spacing. Over time, the platform shifts from temporary promotion boosts to learning from ongoing user interactions with the surfaced material.

Key points

  • Direct user inputs replace reliance on purely passive viewing signals to accelerate ranki…: Direct user inputs replace reliance on purely passive viewing signals to accelerate ranking adjustments.
  • A shared preference management store ensures identical customization rules apply simultan…: A shared preference management store ensures identical customization rules apply simultaneously to Feed and Reels.
  • Built-in ranking caps and spacing rules prevent individual interest topics from overwhelm…: Built-in ranking caps and spacing rules prevent individual interest topics from overwhelming user feeds.

Sources checked by our analysis pipeline: 1

- Your algorithm is a suite of AI-powered tools that makes Facebook recommendations more transparent and steerable, with a single editable view of the interests that shape Feed and Reels.

- We’re sharing how Your algorithm turns people’s natural language preferences into responsive recommendations, and how LLMs are tailored to specific tasks within the system.

Traditionally, the recommendation systems behind what people see on Facebook have learned from implicit engagement signals. While this allows them to scale well, it also means they adapt slowly and capture little nuance. But what if people could interact directly with the algorithms that rank and recommend what they see to instantly make their recommendations more personal and customized?

Your algorithm is an end-to-end system that addresses the limitations of adaptability and nuance in recommendations. This new suite of AI-powered tools lets people on Facebook state, in their own words, what they want to see in their Feed and Reels. By tasking a collection of large language models (LLMs) with understanding, storing, and tracking people’s stated preferences along with their user behavior, we’ve created a…

Artificial Intelligence