Build a Public Lightning Alert Yard Crane Suspension Scheduler
Correlate data.gov.sg real-time lightning alerts with port yard crane schedules. Generate automated terminal operation suspension windows to protect container handling personnel.
What you are building
The core problem, expected build, and operating context for this challenge.
Correlate data.gov.sg real-time lightning alerts with port yard crane schedules. Generate automated terminal operation suspension windows to protect container handling personnel.
Port Yard Operations Safety Manager
Query public real-time lightning strike warnings across Singapore port districts using the data.gov.sg API structure.
Ingest active terminal yard crane and reach stacker handling manifests.
Calculate safety exclusion zones and determine which yard blocks require immediate suspension.
Publish dynamic operation suspension notices and reschedule pending haulage gate-ins.
Live safety dashboard displaying lightning strike proximity zones, affected crane blocks, and automated suspension timers.
Simulated lightning alert payloads matching data.gov.sg real-time API responses for port-adjacent stations. Starter examples below are synthetic. They are not downloaded records.
Singapore open data API Employs data.gov.sg real-time weather API structure and collection schema conventions for lightning strike queries.
agno, httpx, fastapi. Agno provides lightweight agent workflows to coordinate real-time lightning polling and safety exclusion zone calculations. Local or hosted LLM API capable of generating operational safety advisories based on spatial metrics.
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.
Retrieve and parse lightning strike proximity from simulated data.gov.sg JSON payloads.
Trigger crane suspension recommendations when a lightning strike occurs within a 5km radius.
Generate downtime estimates and affected equipment lists based on the exclusion zone.
Output structured safety alerts with clear operational directives.
```json [ { "input": { "terminal_block": "YARD-C-PASIR", "active_cranes": 4, "lightning_alert": { "station_id": "L001", "distance_km": 2.1, "status": "ACTIVE_STRIKE", "timestamp": "2025-05-02T14:15:00Z" } }, "expected_output": { "suspension_required": true, "affected_cranes": 4, "exclusion_radius_km": 5, "safety_advisory": "Lightning strike within 2.1km. Suspend Yard C crane operations for 30 minutes.", "status": "OPERATIONS_SUSPENDED" } }, { "input": { "terminal_block": "YARD-D-PASIR", "active_cranes": 2, "lightning_alert": { "station_id": "L002", "distance_km": 15, "status": "CLEAR", "timestamp": "2025-05-02T14:15:00Z" } }, "expected_output": { "suspension_required": false, "affected_cranes": 0, "exclusion_radius_km": 5, "safety_advisory": "No active lightning within 5km. Continue nominal operations.", "status": "OPERATIONS_NOMINAL" } } ] ```
All terminal operations changes are simulated recommendations and do not alter actual Singapore Port Authority yard systems. Use mock external writes. Require human review before any real deployment.
Participation guide
All terminal operations changes are simulated recommendations and do not alter actual Singapore Port Authority yard systems. Use mock external writes and human review.
How work is evaluated
Retrieve and parse lightning strike proximity from simulated data.gov.sg JSON payloads. Trigger crane suspension recommendations when a lightning strike occurs within a 5km radius. Generate downtime estimates and affected equipment lists based on the exclusion zone. Output structured safety alerts with clear operational directives.
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
Query public real-time lightning strike warnings across Singapore port districts using the data.gov.sg API structure. Ingest active terminal yard crane and reach stacker handling manifests. Calculate safety exclusion zones and determine which yard blocks require immediate suspension. Publish dynamic operation suspension notices and reschedule pending haulage gate-ins.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Retrieve and parse lightning strike proximity from simulated data.gov.sg JSON payloads. Trigger crane suspension recommendations when a lightning strike occurs within a 5km radius. Generate downtime estimates and affected equipment lists based on the exclusion zone. Output structured safety alerts with clear operational directives.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Live safety dashboard displaying lightning strike proximity zones, affected crane blocks, and automated suspension timers.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
All terminal operations changes are simulated recommendations and do not alter actual Singapore Port Authority yard systems.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Query public real-time lightning strike warnings across Singapore port districts using the data.gov.sg API structure.
Ingest active terminal yard crane and reach stacker handling manifests.
Calculate safety exclusion zones and determine which yard blocks require immediate suspension.
Publish dynamic operation suspension notices and reschedule pending haulage gate-ins.
Reference links and supporting material
Simulated lightning alert payloads matching data.gov.sg real-time API responses for port-adjacent stations. 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.
- Query public real-time lightning strike warnings across Singapore port districts using the data.gov.sg API...
- Retrieve and parse lightning strike proximity from simulated data.gov.sg JSON payloads. Trigger crane suspe...
- Live safety dashboard displaying lightning strike proximity zones, affected crane blocks, and automated sus...
- 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
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