Build a Transfer Network and Legitimate-Activity Context Desk
Investigate transfer clusters while preserving legitimate payroll, household, and merchant explanations. Show why a shared connection alone does not establish a money-mule network.
What you are building
A transfer of 40 appears twice under one event ID. A separate transfer is 20. Build a network view that reports 60, not 100, and preserves the duplicate ingestion record. Show legitimate payroll or household explanations beside suspicious patterns. A shared account connection does not prove intent.
Rules
Synthetic graph patterns are investigative leads, not evidence of intent or a real money-laundering finding. No fabricated records, source citations, professional endorsements, or expert-adjudication claims. No future-data leakage into dated decisions, model fitting, or historical valuation inputs. No unauthorized payments, account restrictions, regulatory filings, or production changes. No automated appraisal certification, tax-compliance determination, or unsupported fraud accusation. No concealed uncertainty or silently invented inputs required for a numerical conclusion.
How work is evaluated
100-point weighted review with safety gates. Visible starter cases do not establish full application correctness.
A reproducible graph extraction pipeline. Case packets that preserve alternative explanations and unknown intent. Runnable local application, setup commands, and a dependency lockfile. Versioned input data, data dictionary, acquisition instructions, and rights notes. Calculation traces, source references, assumption records, and exported review artifacts. A deterministic baseline and tests for normal, incomplete, contradictory, and failure-recovery cases. A recorded complete workflow with a reproducible manifest and explicit limitations.
Datasets
Public datasets, plus the private datasets you have access to.
How submissions are scored
Learning goals
Build time-bounded graphs with duplicate-edge controls.
Trace candidate transfer paths and alternative business explanations.
Record evidence sufficient for review and evidence still missing.
Export bounded subgraphs with investigator annotations.
Resources
2 attached datasets, including two visible synthetic starter cases. The fixture ZIP supplies synthetic exercise inputs. It does not supply independently verified real-world records.
Challenge setup
Challenge input
Input details are not configured.
Agent execution
No agent tool is listed for this challenge.
Evaluated output
No output checks are configured.
- Rubric dimension 1
- Rubric dimension 2
- Rubric dimension 3
- 2 public reference cases
- No runtime settings are configured.
Shows the first task, up to three tools, and up to three evidence items.
View technical recipe
Configured tools
No tool records are attached.
Evaluation contract
- Rubric dimension 1 · Weight 30
- Rubric dimension 2 · Weight 25
- Rubric dimension 3 · Weight 20
- Rubric dimension 4 · Weight 15
- Rubric dimension 5 · Weight 10
Reference cases
- 2 public reference cases
Workflow tasks
No workflow tasks are configured.
Recipe freeze marker
No recipe freeze time is recorded.