Skip to Main Content

RAM

Built at WeaveHacks 3: Self-Improving Agents Hackathon with Weights & Biases · Jan 31, 2026 · San Francisco, CA

RAM — Demo video

- Self-learning AI email agent that evolves with you over time - Discord-connected, Gmail-powered workflow - Builds a living relationship map from your inbox - Learns your communication style from sent emails - Prioritizes emails around action items and deliverables - When uncertain, it experiments with new strategies, validates via your feedback, and permanently updates decision logic without reprogramming - Self-discovered that professors need replies within 2 hours - Improved accuracy from 60% to 78% through self-directed learning - For emails with action links (RSVPs, forms, bookings), it launches a browser session using BrowserBase (Stagehand) to auto-fill known info and asks only what’s missing - Uses memory so you enter key info (like your name) once - Generates draft replies in your voice by learning how you communicate across relationship categories - Every 6 hours, a background loop analyzes performance and evolves strategies so it keeps improving

Team