Build a Warehouse Gate Pickup Appointment and Carrier Yard Dispatcher
Coordinate warehouse dock appointments and carrier queue allocations across Jurong industrial facilities. Reconcile truck driver slot requests against loading bay limits and live traffic condition feeds.
What you are building
The core problem, expected build, and operating context for this challenge.
Coordinate warehouse dock appointments and carrier queue allocations across Jurong industrial facilities. Reconcile truck driver slot requests against loading bay limits and live traffic condition feeds.
Warehouse Operations Supervisor
Ingest carrier pickup appointment requests containing container numbers, prime mover registration, and booking time windows.
Query Singapore real-time traffic condition APIs to estimate hauler travel delay along major freight corridors.
Assign loading dock bays and staggered staging slots based on fork-truck availability and hazardous cargo restrictions.
Synthesize an operational yard gate pass with QR token and automated carrier arrival notifications.
A terminal dashboard displaying bay occupancy, pending hauler booking queues, traffic congestion alerts, and single-click appointment reschedule approvals.
Use data.gov.sg real-time traffic and weather APIs alongside synthetic JSON carrier pickup manifests stored in a local mock sandbox. Starter examples below are synthetic. They are not downloaded records.
Singapore open data API Extract real-time traffic and road incident APIs from data.gov.sg to calculate inbound hauler travel delays.
agno, fastapi, pydantic. Agno provides lightweight structured tool calling to integrate external traffic APIs with deterministic bay assignment schemas. Fast reasoning LLM via hosted API with structured output mode enabled.
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.
Assigns non-overlapping dock bay time slots across valid carrier requests.
Adjusts pickup arrival buffers when traffic incidents are reported on corridor routes.
Generates structured gate access tokens containing bay assignment and container ID.
Rejects pickup bookings that exceed warehouse physical handling capacity.
```json [ { "input": { "booking_id": "BK-7701", "carrier_code": "SGLOG-01", "vehicle_plate": "SLA8912C", "container_id": "MSKU9012841", "requested_slot": "2025-04-10T14:00:00+08:00", "bay_type": "standard_dry", "traffic_delay_minutes": 15 }, "expected_output": { "status": "confirmed", "assigned_bay": "BAY-04", "adjusted_slot_start": "2025-04-10T14:15:00+08:00", "adjusted_slot_end": "2025-04-10T14:45:00+08:00", "gate_pass_token": "PASS-7701-BAY04", "yard_instructions": "Proceed via Jurong Port Road Gate 2" } }, { "input": { "booking_id": "BK-7702", "carrier_code": "SGLOG-02", "vehicle_plate": "SLB1234Z", "container_id": "CMAU1122334", "requested_slot": "2025-04-10T14:00:00+08:00", "bay_type": "cold_chain", "traffic_delay_minutes": 45 }, "expected_output": { "status": "reschedule_required", "assigned_bay": null, "adjusted_slot_start": null, "adjusted_slot_end": null, "gate_pass_token": null, "yard_instructions": "No cold chain bay available for delay window exceeding 30 minutes. Select alternative slot." } } ] ```
Simulates yard staging approvals without directly controlling physical barrier arms or automated guided vehicles. Use mock external writes. Require human review before any real deployment.
Participation guide
Simulates yard staging approvals without directly controlling physical barrier arms or automated guided vehicles. Use mock external writes and human review.
How work is evaluated
Assigns non-overlapping dock bay time slots across valid carrier requests. Adjusts pickup arrival buffers when traffic incidents are reported on corridor routes. Generates structured gate access tokens containing bay assignment and container ID. Rejects pickup bookings that exceed warehouse physical handling capacity.
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 carrier pickup appointment requests containing container numbers, prime mover registration, and booking time windows. Query Singapore real-time traffic condition APIs to estimate hauler travel delay along major freight corridors. Assign loading dock bays and staggered staging slots based on fork-truck availability and hazardous cargo restrictions. Synthesize an operational yard gate pass with QR token and automated carrier arrival notifications.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Assigns non-overlapping dock bay time slots across valid carrier requests. Adjusts pickup arrival buffers when traffic incidents are reported on corridor routes. Generates structured gate access tokens containing bay assignment and container ID. Rejects pickup bookings that exceed warehouse physical handling capacity.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
A terminal dashboard displaying bay occupancy, pending hauler booking queues, traffic congestion alerts, and single-click appointment reschedule approvals.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Simulates yard staging approvals without directly controlling physical barrier arms or automated guided vehicles.
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 carrier pickup appointment requests containing container numbers, prime mover registration, and booking time windows.
Query Singapore real-time traffic condition APIs to estimate hauler travel delay along major freight corridors.
Assign loading dock bays and staggered staging slots based on fork-truck availability and hazardous cargo restrictions.
Synthesize an operational yard gate pass with QR token and automated carrier arrival notifications.
Reference links and supporting material
Use data.gov.sg real-time traffic and weather APIs alongside synthetic JSON carrier pickup manifests stored in a local mock sandbox. 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 carrier pickup appointment requests containing container numbers, prime mover registration, and book...
- Assigns non-overlapping dock bay time slots across valid carrier requests. Adjusts pickup arrival buffers w...
- A terminal dashboard displaying bay occupancy, pending hauler booking queues, traffic congestion alerts, an...
- 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.