RBC Amplify — Liquidity Forecasting

RBC Amplify internship

At RBC Amplify I built a liquidity forecasting platform with a scalable full-stack architecture. Commercial Banking adopted it to oversee $10B+ in annual transactions, and the project won a $20K Industry Disruptor Prize.

Contributions

Multi-user synchronization engine on Python FastAPI WebSockets, adapting algorithms from Figma's published research for collaborative financial modeling.
Interactive infinite canvas in React.js with tree-based data structures for drag-and-drop cash-flow mapping.
Three specialized AI agent microservices (Analyzer, Architect, Recommender) that cut manual client-structuring time by 92%.
CI/CD and hosting on OpenShift (Kubernetes) for high-availability WebSocket sessions in a secure banking environment.

Outcomes

Won $20K Industry Disruptor Prize.
Adopted by Commercial Banking for $10B+ annual transaction oversight.
92% reduction in manual structuring time via AI agent onboarding.