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Ayman

Built at Agentic Memory & Context Engineering Hackathon · Oct 11, 2025 · San Francisco, CA

Ayman — Demo video

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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