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Applications

Multi-agent AI applications for financial services. This directory contains three categories of applications, each serving a different adoption path.


Table of Contents


Reference Implementations

End-to-end full-stack solutions for specific FSI use cases. Each implementation is a complete, self-contained project with its own frontend, backend, infrastructure, and deployment pipeline.

Implementation Domain Description
Trade Surveillance Capital Markets Real-time trade monitoring, pattern detection, and regulatory alerting
Intelligent Document Processing Operations Automated document ingestion, classification, extraction, and validation

View all reference implementations


FSI Foundry

A collection of multi-agent POC implementations spanning banking, payments, risk & compliance, capital markets, insurance, and operations — all built on one shared foundation of infrastructure and backend code.

  • One codebase, three deployment patterns — EC2/ALB, Step Functions, or AgentCore Runtime
  • Two framework implementations per use case — LangGraph/LangChain and Strands
  • Shared foundations — adapters, base classes, Terraform modules, Docker configs, agent registry
  • Deploy any use case with a single interactive script

34 use cases across 7 FSI domains:

Domain Count Examples
Banking 8 KYC Risk Assessment, Customer Service, Customer Chatbot, Corporate Sales
Payments 3 Agentic Payments, Payment Operations, Fraud Detection
Risk and Compliance 5 Credit Risk Assessment, Compliance Investigation, Market Surveillance
Capital Markets 9 Investment Advisory, Trading Assistant, Earnings Summarization
Insurance 3 Customer Engagement, Claims Management, Life Insurance Agent
Operations 3 Call Center Analytics, Post Call Analytics, Call Summarization
Modernization 3 Legacy Migration, Code Generation, Mainframe Migration

View FSI Foundry documentation


App Factory

Declarative markdown blueprints that describe complete agentic applications end-to-end — agent logic, infrastructure, deployment pipelines, and tests — designed to be fed into AI coding assistants to generate fully functional apps.

View App Factory


Which Should I Use?

Scenario Recommended Path
Need a complete, deployable solution for a specific use case Reference Implementations
Exploring multi-agent patterns across FSI domains FSI Foundry
Building multiple use cases on shared infrastructure FSI Foundry
Generating a new application from a specification App Factory

Getting Started

# Deploy an FSI Foundry use case (interactive)
cd fsi_foundry
./scripts/main/deploy.sh

# Explore a reference implementation
cd reference_implementations/<project-name>
# Follow the project-specific README

Directory Structure

applications/
├── reference_implementations/   # End-to-end full-stack solutions
├── fsi_foundry/                 # Multi-agent POCs on shared foundations
│   ├── foundations/             # Reusable infrastructure
│   │   ├── src/                # Adapters, base classes, tools
│   │   ├── iac/                # Terraform modules (EC2, SF, AgentCore)
│   │   ├── docker/             # Container configurations
│   │   └── ui/                 # Testing dashboard
│   ├── use_cases/              # 34 FSI use case implementations
│   ├── data/                   # Agent registry and sample data
│   ├── docs/                   # Architecture, deployment, security
│   └── scripts/                # deploy.sh, test.sh, cleanup.sh
├── app_factory/                 # Markdown blueprints for app generation
└── README.md                    # This file

Documentation

Resource Description
Reference Implementations Available full-stack solutions
FSI Foundry Architecture, foundations, and use cases
Deployment Guide Step-by-step deployment instructions
Security Threat model, AI security, AWS service security
Adding Use Cases How to add new use cases to FSI Foundry
App Factory Blueprint specifications

License

See LICENSE for details.