Detecting emergent events from online streams is crucial for situational awareness, crisis response, and trend analysis. Challenges include high data velocity, platform heterogeneity, noisy content, and shifting topics. We introduce Hot19Net New, an end-to-end system designed for continuous monitoring with emphasis on:

: Aggregators often bypass traditional editorial delays to post "hot" updates.