뉴스 요약·키워드 대시보드 - 백엔드(Python) + 프론트엔드(React)

Problem Description Importance of online news The consumption of online news is expediting day by day due to the extensive adoption of smartphones and the rise of social networks. Online news content includes various key properties like it is easily produced, it is small in size, its lifespan is short and the cost is low. Such qualities make news content more effective to be consumed on social sharing platforms. More interestingly, such content can capture the eye of a significant amount of internet users within a brief period of time. As a result, the main target on the analysis of online news content, like predicting the recognition of story articles and demonstrating their decay of interest over time, has significantly increased since it has so many practical meanings. Why news popularity prediction? There are multiple areas of applications for online news popularity prediction. One of these includes gaining better insights into the audience consuming online news content. Consequently, it increases the ability of news organizations to deliver more relevant and appealing content in a proactive manner. Also, the company can allocate resources more wisely to prepare stories over its life cycle. Moreover, prediction of news content is also beneficial for trend forecasting, understanding the collective human behavior, advertisers to propose more profitable monetization techniques, and readers to filter huge amounts of information quickly and efficiently.

Briefly is a personalized news aggregation web app that delivers headlines, AI-powered summaries, and insights tailored to each user.

📝 Extract clear, concise summaries from news headlines and brief texts for faster insights in research and reporting on complex issues.

Beijing Brief – go-to source for the latest news, insights, and updates from China’s capital. Stay informed on politics, business, culture, and daily life

Beijing Brief – go-to source for the latest news, insights, and updates from China’s capital. Stay informed on politics, business, culture, and daily life

📰 AI-powered news summarization CLI built with LangChain. Retrieves articles via NewsAPI, generates embeddings using OpenAI, and stores vectors in Chroma for semantic search. Provides brief or detailed summaries, tracks user preferences, saves topics, and maintains search history for personalized news insights.

AI Campus Brief is a browser-based tool that analyzes long text or news articles and generates a summary, key points, student-oriented insights, and related trends. Built as a lightweight AI-style prototype without external APIs.