Agentic Orchestration and Collaboration Hackathon

Long running browser agents struggle when dealing with custom workflows in complex UIs. Watch and Learn is a multi-modal context engine which allows agents to learn from user and agent demonstrations. Each user query is converted to a VoyageAI embedding and queried against existing demonstrations from MongoDB. These demonstrations are then passed into the agent's context. The result is reliable, long-running agents.

Mongrate is a multi-agent coding system that migrates an app end-to-end from Postgres to MongoDB by having specialized agents analyze schema + code, design a MongoDB model, refactor queries/services, generate migration/backfill scripts, run tests, and produce a migration report — all coordinated via MongoDB “context workspaces”.

We built Polaris, an open source threat intelligence system that keeps agent workflows aligned with current vulnerabilities. It uses a static 2025 BERT classifier as a baseline, then stays current by pulling live CVEs, generating adversarial tests, and learning new patterns in seconds. It seamlessly lives within production workflows and secures the multi-trillion dollar agentic economy.

SOGA: Smart Orchestration Glasses Agent Voice-controlled AI agent orchestration through smart glasses. Spawn specialized agents (Scout, Analyzer, Implementer, Tester) via voice commands - agents execute on desktop while you monitor through glasses. PROBLEM: AI agents require laptops/keyboards. Can't access agents when walking, in meetings, or working hands-free. SOLUTION: Smart glasses as primary interface. Say "SOGA, debug the auth system" - agents spawn and work autonomously. Check progress by glancing at glasses. Hands-free agent control anywhere. MONGODB ATLAS: Bridges mobile glasses ↔ desktop agents with real-time sync (<50ms). Handles conversation persistence, offline resilience, cross-device state. Optimized for battery-constrained wearables. STACK: Claude Sonnet 4, desktop daemon, SSE streaming, Mongoose ODM, React dashboard. Built by smart glasses developers for hands-free AI access.

A multi-agent system that processes real-time video, builds 3D models to simulate the problem using depth estimation, and computes optimal paths for first responders to improve safety and outcomes in building fire and active-attacker scenarios.

JustPrice is your AI Healthcare Advocate, designed to combat predatory medical pricing. Although federal law mandates transparency, hospitals often obscure cost data. JustPrice makes this information accessible and actionable.