Hackathon · 2026 · Cursor × Briefcase · London 2026
Atlas
Real-time treasury control room that reads every transaction, scores every counterparty, and spawns autonomous research agents to brief human decision-makers on complex cases.
Python · FastAPI · Next.js · Claude API
Challenge
Treasury teams drown in transaction noise while genuine counterparty risk hides in long-tail signals that no single deterministic rule or single LLM pass can catch.
Approach
Built a hybrid pipeline combining deterministic rules with Claude Haiku triage and Claude Sonnet analysis; complex cases auto-spawn a Cursor Cloud Agent to run forensic research and produce a memo for the human reviewer.
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