April 2025: Delivered key Gauge features across ranking, categorization, and personalization, strengthening content relevance and data integrity. Implemented an end-to-end ranking system with next-best-post computation and recency-based scoring, refined decay rates, and stabilized post ordering. Refactored Post Categories data storage, mappings, and UI with safety checks to ensure robust reordering. Launched User Personalization and Engagement Tracking with persistence, session-based topic/stage reordering, and Firebase-backed storage for categories and topics. Addressed stability through merge-conflict fixes and Category Safety Check, improving reliability of category workflows. Overall, these changes drive more relevant content, higher engagement, and scalable data models for future growth.

March 2025 (Gauge - gtiosclub/Gauge) delivered a Dynamic Real-Time Feed with Personalization and resolved a data-consistency bug in post categories. The work enabled live, personalized content updates, improved data integrity, and laid groundwork for scalable real-time features. Key commit references: 92819041d255ae848bafbbcfb5fc39180759e34d (added listeners for subcollections and wrote getNext function) and 2a06b54d7501ecae1b78f607c67458c5e7cc0d59 (onChange function), plus 5804921fd8a6f011ff6941342cb50ab53bdf21a3 (Fixed bug in createPost).