# RAM

- **Event:** [WeaveHacks 3: Self-Improving Agents Hackathon with Weights & Biases](https://cerebralvalley.ai/e/weave-hacks-3-self-improving-agents-hackathon-with-weights-and-biases-7014fe80)
- **When:** Jan 31 at 9:00 AM – Feb 1 at 5:00 PM (PST)
- **Where:** 400 California St, San Francisco, CA
- **Team:** [Abhi A](https://cerebralvalley.ai/u/abhinavala), [Abraham Bhatti](https://cerebralvalley.ai/u/abhatti), [Edrick Chang](https://cerebralvalley.ai/u/edrickchang), [Rayyan Hussain](https://cerebralvalley.ai/u/rayyan)
- **GitHub:** https://github.com/rayyanh192/inscriptum
- **Demo video:** https://youtu.be/pIOHnwNr-ho
- **Gallery:** https://cerebralvalley.ai/e/weave-hacks-3-self-improving-agents-hackathon-with-weights-and-biases-7014fe80/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/weave-hacks-3-self-improving-agents-hackathon-with-weights-and-biases-7014fe80/hackathon/gallery/2

- 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

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Markdown version of https://cerebralvalley.ai/e/weave-hacks-3-self-improving-agents-hackathon-with-weights-and-biases-7014fe80/hackathon/gallery/2. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt