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MasterSuyash1/openenv-financial-risk

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App README

๐Ÿ’ฐ Financial Compliance & Fraud Detection Environment (OpenEnv)

๐Ÿš€ Overview

This environment simulates a real-world financial fraud detection workflow used by banks and fintech companies.

AI agents act as fraud analysts, evaluating transactions and making risk decisions.


๐Ÿง  Problem Motivation

Financial fraud detection is a critical industry problem involving:

  • โ€”Risk assessment
  • โ€”Pattern recognition
  • โ€”Decision-making under uncertainty
  • โ€”Regulatory compliance

This environment enables training and evaluation of agents on realistic financial decision-making tasks.


โš™๏ธ Environment Design

๐Ÿ” Observation Space

Each step provides:

  • โ€”Transaction details:
  • โ€”amount
  • โ€”country
  • โ€”user history
  • โ€”transaction pattern
  • โ€”Step number
  • โ€”Hints
  • โ€”Feedback from previous action

๐ŸŽฏ Action Space

Agent must output:

json
{
  "action_type": "analyze | decide",
  "content": "text or decision"
}