# Ayman

- **Event:** [Agentic Memory & Context Engineering Hackathon](https://cerebralvalley.ai/e/mongoDB-hackathon)
- **When:** Sat, Oct 11 at 9:00 AM – 10:00 PM (PDT)
- **Where:** Shack15, San Francisco, CA
- **Team:** [Ayman k](https://cerebralvalley.ai/u/juiceworkd)
- **GitHub:** https://github.com/Psychohacker7/HackathonAgent
- **Demo video:** https://youtu.be/f8l2HjT05PQ
- **Gallery:** https://cerebralvalley.ai/e/mongoDB-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/mongoDB-hackathon/hackathon/gallery/42

AURA (Argument Unit Relational Analyzer)
A multi-agent legal intelligence system that solves context loss in legal workflows. Three specialized agents collaborate through shared MongoDB memory: ResearchAgent identifies relevant case precedents, AnalysisAgent evaluates argument strength using those precedents, and DraftingAgent synthesizes everything into legal briefs.
The key innovation is agent-to-agent context handoff. Each agent reads what the previous one wrote, adds its layer of analysis, and passes enriched context forward. No duplication, no re-research. The system structures legal knowledge as interconnected layers - foundation (precedents), strategic (analysis), and synthesis (draft) - all traceable through a visual Evidence Chain.

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Markdown version of https://cerebralvalley.ai/e/mongoDB-hackathon/hackathon/gallery/42. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt