Build a Cross-Border Dangerous Goods Webhook Intake and Segregation Planner
Process chemical import declarations submitted through FormSG webhooks against Singapore port warehouse segregation guidelines. Formulate compliant warehouse yard staging slots and generate verifiable intake receipts.
What you are building
The core problem, expected build, and operating context for this challenge.
Process chemical import declarations submitted through FormSG webhooks against Singapore port warehouse segregation guidelines. Formulate compliant warehouse yard staging slots and generate verifiable intake receipts.
Logistics hub safety compliance manager
Ingest encrypted or standard FormSG webhook submissions containing chemical cargo manifests.
Validate UN dangerous goods class declarations against warehouse physical compatibility limits.
Synthesize safe yard staging slot allocations ensuring mandatory physical buffer distances.
Wrap the approved staging plan into an OpenAttestation verifiable certificate of inspection.
Multi-column warehouse zoning table displaying pending intake webhooks, yard occupancy heatmaps, and approval controls.
Use mock FormSG submission JSON payloads representing chemical safety declarations for import via Singapore checkpoints. Starter examples below are synthetic. They are not downloaded records.
Singapore government FormSG Adopts the FormSG webhook payload architecture and field schema to ingest trade declarations submitted by SME freight forwarders.
agno, @opengovsg/formsg-sdk, @govtechsg/open-attestation. Agno provides lightweight agent workflows to coordinate payload extraction, regulatory checks, and staging plan generation. Local or hosted LLM with strong tabular comprehension and rule-based constraint matching.
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.
Parses FormSG format webhook payloads containing chemical UN numbers and classes.
Flags incompatible Class 3 (flammable liquids) and Class 5.1 (oxidizers) stored in adjacent staging zones.
Generates an OpenAttestation document certifying safety segregation before container yard gate-in.
```json [ { "input": { "form_id": "formsg_chemical_intake_001", "submission_timestamp": "2025-04-12T10:00:00Z", "carrier_uen": "201509876C", "un_number": "UN1203", "hazard_class": "3", "container_count": 2, "target_zone": "YARD_ZONE_NORTH" }, "expected_output": { "status": "APPROVED_WITH_CONDITIONS", "assigned_slot": "NZ-BAY-04", "buffer_required_meters": 15, "incompatible_classes": [ "5.1", "2.3" ], "attestation_ready": true } }, { "input": { "form_id": "formsg_chemical_intake_002", "submission_timestamp": "2025-04-12T10:05:00Z", "carrier_uen": "201509876C", "un_number": "UNKNOWN", "hazard_class": "99", "container_count": 1, "target_zone": "YARD_ZONE_NORTH" }, "expected_output": { "status": "REJECTED_INVALID_HAZARD_CLASS", "assigned_slot": null, "buffer_required_meters": 0, "incompatible_classes": [], "attestation_ready": false } } ] ```
Simulates yard slot allocations without updating real-world physical terminal gate access barriers. Use mock external writes. Require human review before any real deployment.
Participation guide
Simulates yard slot allocations without updating real-world physical terminal gate access barriers. Use mock external writes and human review.
How work is evaluated
Parses FormSG format webhook payloads containing chemical UN numbers and classes. Flags incompatible Class 3 (flammable liquids) and Class 5.1 (oxidizers) stored in adjacent staging zones. Generates an OpenAttestation document certifying safety segregation before container yard gate-in.
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
Ingest encrypted or standard FormSG webhook submissions containing chemical cargo manifests. Validate UN dangerous goods class declarations against warehouse physical compatibility limits. Synthesize safe yard staging slot allocations ensuring mandatory physical buffer distances. Wrap the approved staging plan into an OpenAttestation verifiable certificate of inspection.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Parses FormSG format webhook payloads containing chemical UN numbers and classes. Flags incompatible Class 3 (flammable liquids) and Class 5.1 (oxidizers) stored in adjacent staging zones. Generates an OpenAttestation document certifying safety segregation before container yard gate-in.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Multi-column warehouse zoning table displaying pending intake webhooks, yard occupancy heatmaps, and approval controls.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Simulates yard slot allocations without updating real-world physical terminal gate access barriers.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Ingest encrypted or standard FormSG webhook submissions containing chemical cargo manifests.
Validate UN dangerous goods class declarations against warehouse physical compatibility limits.
Synthesize safe yard staging slot allocations ensuring mandatory physical buffer distances.
Wrap the approved staging plan into an OpenAttestation verifiable certificate of inspection.
Reference links and supporting material
Use mock FormSG submission JSON payloads representing chemical safety declarations for import via Singapore checkpoints. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
Agno
Framework for multimodal agents.
Evaluated output
No output checks are configured.
- Ingest encrypted or standard FormSG webhook submissions containing chemical cargo manifests. Validate UN da...
- Parses FormSG format webhook payloads containing chemical UN numbers and classes. Flags incompatible Class...
- Multi-column warehouse zoning table displaying pending intake webhooks, yard occupancy heatmaps, and approv...
- 2 public reference cases
- 2 configured tools
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
- Agno · Optional
- Agno · 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
No recipe freeze time is recorded.