Build a Warehouse Gate Turnaround and Demurrage Dispute Engine
Cross-examine warehouse electronic gate logs against hauler demurrage and detention invoices. Construct verifiable OpenAttestation proof dossiers to resolve disputed delay surcharges.
What you are building
The core problem, expected build, and operating context for this challenge.
Cross-examine warehouse electronic gate logs against hauler demurrage and detention invoices. Construct verifiable OpenAttestation proof dossiers to resolve disputed delay surcharges.
Warehouse Operations Supervisor
Extract automated gate RFID timestamps and dock assignment milestones.
Compute billable dwell durations against contracted free-time thresholds.
Identify overcharges between billed detention amounts and measured turnaround times.
Wrap verified gate records into OpenAttestation proofs and generate formal dispute notices.
Detention audit console showing gate event timestamps, dwell timelines, and one-click dispute letter synthesis.
Provide synthetic warehouse gate RFID logs and mock carrier detention billing invoices. Starter examples below are synthetic. They are not downloaded records.
OpenAttestation Employs OpenAttestation signDocument and verifySignature routines to notarize electronic gate logs.
anthropic-claude, open-attestation, pydantic. Anthropic Claude excels at reconciling nuanced logistics dispute records and drafting clear, professional legal notices. Hosted or local model for drafting formal carrier invoice challenge letters.
Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.
Parse electronic gate-in and gate-out timestamp records for Jurong industrial warehouse docks.
Reconcile actual truck dwell times against contractual free-time allowances.
Wrap verified gate event records into signed OpenAttestation attestation packages.
Generate objective demurrage dispute dossiers citing verified electronic physical logs.
```json [ { "input": { "dock_assigned_time": "11:30", "free_time_allowed_hours": 2, "gate_in_time": "09:00", "gate_out_time": "13:00", "hauler_id": "CARRIER-X", "invoiced_detention_hours": 3 }, "expected_output": { "actual_detention_hours": 2, "dispute_eligible": true, "dispute_reason": "FREE_TIME_EXCLUSION_NOT_CREDITED", "overcharge_hours": 1, "status": "DRAFT_DISPUTE_DOSSIER" } }, { "input": { "dock_assigned_time": "08:15", "free_time_allowed_hours": 2, "gate_in_time": "08:00", "gate_out_time": "09:30", "hauler_id": "CARRIER-Y", "invoiced_detention_hours": 0 }, "expected_output": { "actual_detention_hours": 0, "dispute_eligible": false, "dispute_reason": null, "overcharge_hours": 0, "status": "APPROVE_INVOICE" } } ] ```
Simulates detention disputes; does not trigger financial deductions or carrier contract terminations. Use mock external writes. Require human review before any real deployment.
Participation guide
Simulates detention disputes; does not trigger financial deductions or carrier contract terminations. Use mock external writes and human review.
How work is evaluated
Parse electronic gate-in and gate-out timestamp records for Jurong industrial warehouse docks. Reconcile actual truck dwell times against contractual free-time allowances. Wrap verified gate event records into signed OpenAttestation attestation packages. Generate objective demurrage dispute dossiers citing verified electronic physical logs.
Runnable source, pinned dependencies, setup commands, working interface, example outputs, recorded demo, tests, and action logs.
Challenge datasets
Public datasets, plus the private datasets you have access to.
How submissions are scored
These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.
Complete workflow
Extract automated gate RFID timestamps and dock assignment milestones. Compute billable dwell durations against contracted free-time thresholds. Identify overcharges between billed detention amounts and measured turnaround times. Wrap verified gate records into OpenAttestation proofs and generate formal dispute notices.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Parse electronic gate-in and gate-out timestamp records for Jurong industrial warehouse docks. Reconcile actual truck dwell times against contractual free-time allowances. Wrap verified gate event records into signed OpenAttestation attestation packages. Generate objective demurrage dispute dossiers citing verified electronic physical logs.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Detention audit console showing gate event timestamps, dwell timelines, and one-click dispute letter synthesis.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Simulates detention disputes; does not trigger financial deductions or carrier contract terminations.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Extract automated gate RFID timestamps and dock assignment milestones.
Compute billable dwell durations against contracted free-time thresholds.
Identify overcharges between billed detention amounts and measured turnaround times.
Wrap verified gate records into OpenAttestation proofs and generate formal dispute notices.
Reference links and supporting material
Provide synthetic warehouse gate RFID logs and mock carrier detention billing invoices. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
Anthropic Claude
LLM for code generation & more
Evaluated output
No output checks are configured.
- Extract automated gate RFID timestamps and dock assignment milestones. Compute billable dwell durations aga...
- Parse electronic gate-in and gate-out timestamp records for Jurong industrial warehouse docks. Reconcile ac...
- Detention audit console showing gate event timestamps, dwell timelines, and one-click dispute letter synthe...
- 2 public reference cases
- 1 configured tool
Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.
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Configured tools
- Anthropic Claude · Optional
Evaluation contract
- Complete workflow · Weight 40
- Correctness and evidence · Weight 30
- Review interface · Weight 20
- Safe execution · Weight 10
Reference cases
- 2 public reference cases
Workflow tasks
No workflow tasks are configured.
Recipe freeze marker
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