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Challenge

AutoGen & Braintrust Trade Finance Audit Agent

Build an AutoGen multi-agent system evaluated via Braintrust to automate trade finance document review, sanction checking, and anomaly detection across cross-border Letter of Credit applications. Achieve 95%+ precision on flagging regulatory discrepancies against Monetary Authority of Singapore guidelines while preserving full audit trails.

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Challenge brief

What you are building

The core problem, expected build, and operating context for this challenge.

Develop a multi-agent orchestration workflow using AutoGen and Braintrust to evaluate cross-border LC documents against Singapore trade finance rules.

Delivery guide

How work is evaluated

Evaluation

Evaluates AutoGen multi-agent accuracy and audit trail completeness against trade finance datasets via Braintrust metrics.

Datasets

Challenge datasets

Public datasets, plus the private datasets you have access to.

Evaluation rubric

How submissions are scored

These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.

Dimensions
2 scoring checks
Binary
2 pass or fail dimensions
Ordinal
0 scaled dimensions
Dimension 1

Valid Decision Output

Checks if the decision is APPROVED, REJECTED, or ESCALATED

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Dimension 2

compliance_accuracy

Accuracy of trade violation detection • target: 0.95 • range: 0-1

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Learning goals

What you should walk away with

  • Master multi-agent orchestration with AutoGen for complex financial documents

  • Implement continuous automated evaluation using Braintrust

  • Enforce compliance and regulatory rules for Singapore trade finance

  • Build human-in-the-loop exception handling for high-risk flags

Resources and assets

Reference links and supporting material

Dataset notes

Synthetic cross-border Letter of Credit dataset with annotated compliance defects and sanctioned entity flags based on MAS guidelines.

Challenge setup

Evaluates AutoGen multi-agent accuracy and audit trail completeness against trade finance datasets via Braintrust metrics.

Challenge input

JSON containing trade finance document text and metadata

AutoGen

Multi-agent conversational workflows for trading document analysis

Braintrust

Enterprise evaluation, tracing, and metric scoring

Evaluated output

JSON containing risk score, list of compliance violations, and agent decision trail

Evaluation checks
  • Checks if the decision is APPROVED, REJECTED, or ESCALATED
  • Accuracy of trade violation detection • target: 0.95 • range: 0-1
Configured evaluation evidence
  • Benchmark: FinQA / TradeFinanceBench
  • Compliance Accuracy target: 0.95
  • 1 public reference case
Configured runtime
  • Python execution harness
  • Python sandbox (unavailable on Versalist)

Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.

View technical recipe

Configured tools

Action Space
  • AutoGen · Required
  • Tabnine · Optional
Observation
  • Braintrust · Optional
Reward / Eval
  • Braintrust · Optional

Evaluation contract

  • Valid Decision Output · Weight 1
  • compliance_accuracy · Weight 1

Metrics

  • compliance_accuracy · Target 0.95

Benchmarks

  • FinQA / TradeFinanceBench
  • security

Reference cases

  • 1 public reference case

Workflow tasks

  1. Task 1

    Input: JSON containing trade finance document text and metadata

    Output: JSON containing risk score, list of compliance violations, and agent decision trail

    Execution harness: Python

Evaluation tools

  • AutoGen · Agent Orchestration
  • Braintrust · AI Workflow Automation

Recipe freeze marker

No recipe freeze time is recorded.

Frequently Asked Questions about AutoGen & Braintrust Trade Finance Audit Agent