Yahoo App is one of the most used media applications with 660,000 daily active users (DAU). However, it is less known and used among Generation Z (Gen Z) and even younger generations.
Customized friends feed / Dynamic comment stream / AI-powered topic deep dive
Current commenting system:
places comments after the article, requiring extra clicks to access, which makes them feel secondary.
Dynamic comment stream:
leverages friends' comments as the initial touchpoint. It highlights friends' comments upfront to tap into Gen Z’s desire for social updates, encouraging interaction and increasing their engagement with Yahoo News content.
Current commenting system:
includes comments from all users, but for Gen Z, they care more about the thoughts and relationships they share with their friends.
Dynamic comment stream:
filters comments to show only those from friends, allowing users to connect more directly with their friends' ideas and engage in meaningful conversations.
Researched how people create news summaries without using AI.
Presented design and use case to the data scientist, discussed and iterated by learning advantages and limitations of ML technique.
Collaborated with the data scientist to develop, test, and refine prompts for GPT-series models.
Created high-fidelity prototypes and ensured technical feasibility.
Starts with the most notable information or organizes the content chronologically.
Crafts a captivating headline under 14 words. Ensure content is accurate, concise, paraphrased, and properly sourced.
Be objective, with no personal opinions.
narrative flow, detailed explanations, or a more formal presentation.
LLMs may produce summaries with factual inaccuracies or misinterpretations of the source text.
Include an error feedback option for users to report any mistakes in the summary, helping to improve model accuracy and content quality.
I presented the design and use case to the data scientist, and after our discussion, we decided to use LLMs instead of an extraction-based approach for generating our AI news summary.
Working closely with the data scientist, I followed the principles outlined in Microsoft's 'Create Effective Prompts' guidelines to design, test, and refine our AI summary generation prompts.
"create a captivating headline and a summary…"
"…to help the user quickly understand the event."
Detailed requirements for the structure, content, tone, length, and format of the summary.
"...using the provided news articles on the same topic."
Users can use the ‘Explore this topic’ button to gain deeper insights into the news topics their friends are talking about.
The AI summary helps users quickly catch up on the news their friends are talking about, making it easier to initiate meaningful conversations.
The AI-generated summary offers users a quick grasp of the main points of the news topic and suggests related articles for those who want to explore further.
Customized friends feed / Dynamic comment stream / AI-powered topic deep dive