Build an Industrial Sensor Replacement Spare Parts Dispatcher
Correlate open62541 OPC UA instrumentation diagnostic codes with enterprise spare parts inventories. Generate automated warehouse pick tickets for sensors scheduled for preventive replacement.
What you are building
The core problem, expected build, and operating context for this challenge.
Correlate open62541 OPC UA instrumentation diagnostic codes with enterprise spare parts inventories. Generate automated warehouse pick tickets for sensors scheduled for preventive replacement.
Maintenance Inventory Coordinator
Parse open62541 sensor health status nodes and diagnostic trouble code variables.
Map degraded sensor models to required replacement manufacturer part numbers and accessories.
Check plant storeroom bin balances and evaluate stock availability against scheduled outages.
Generate structured warehouse pick tickets and alert purchasing when replacement stocks breach safety buffers.
Web warehouse management queue showing sensor failure triage, bin locations, and pick status.
Create synthetic JSON dumps matching open62541 sensor diagnostic variables paired with mock inventory databases. Starter examples below are synthetic. They are not downloaded records.
open62541 OPC UA Extracts standardized sensor diagnostic variable structures from the open62541 OPC UA information model.
ollama, pydantic, sqlite3. Ollama runs efficient local open-source models on on-premise factory servers without external cloud dependencies. Local model deployed on Ollama capable of fast JSON structured output.
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.
Correctly maps OPC UA diagnostic fault codes to specific sensor part numbers.
Produces verified warehouse bin pick lists for available inventory.
Triggers reorder purchase flags when on-hand inventory drops below minimum balance.
Handles unrecognized sensor models by creating an engineering investigation ticket.
```json [ { "input": { "sensor_node": "ns=2;s=FlowSensor_FT201", "diagnostic_code": "ERR_PIEZO_DEGRADATION", "sensor_model": "FLOW-MASTER-500", "storeroom_stock": { "FLOW-MASTER-500": 3, "GASKET_KIT_DN50": 12 }, "min_safety_stock": 2 }, "expected_output": { "sensor_id": "FlowSensor_FT201", "replacement_part": "FLOW-MASTER-500", "bin_location": "STOREROOM-A-BIN-14", "bill_of_materials": [ "FLOW-MASTER-500", "GASKET_KIT_DN50" ], "pick_ticket_ready": true, "reorder_needed": false } }, { "input": { "sensor_node": "ns=2;s=PressureSensor_PT109", "diagnostic_code": "ERR_DIAPHRAGM_RUPTURE", "sensor_model": "PRESS-SENS-A2", "storeroom_stock": { "PRESS-SENS-A2": 1 }, "min_safety_stock": 2 }, "expected_output": { "sensor_id": "PressureSensor_PT109", "replacement_part": "PRESS-SENS-A2", "bin_location": "STOREROOM-B-BIN-02", "bill_of_materials": [ "PRESS-SENS-A2" ], "pick_ticket_ready": true, "reorder_needed": true } } ] ```
Maintains passive warehouse logistics planning; does not place live commercial supplier orders. Use mock external writes. Require human review before any real deployment.
Participation guide
Maintains passive warehouse logistics planning; does not place live commercial supplier orders. Use mock external writes and human review.
How work is evaluated
Correctly maps OPC UA diagnostic fault codes to specific sensor part numbers. Produces verified warehouse bin pick lists for available inventory. Triggers reorder purchase flags when on-hand inventory drops below minimum balance. Handles unrecognized sensor models by creating an engineering investigation ticket.
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
Parse open62541 sensor health status nodes and diagnostic trouble code variables. Map degraded sensor models to required replacement manufacturer part numbers and accessories. Check plant storeroom bin balances and evaluate stock availability against scheduled outages. Generate structured warehouse pick tickets and alert purchasing when replacement stocks breach safety buffers.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Correctly maps OPC UA diagnostic fault codes to specific sensor part numbers. Produces verified warehouse bin pick lists for available inventory. Triggers reorder purchase flags when on-hand inventory drops below minimum balance. Handles unrecognized sensor models by creating an engineering investigation ticket.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Web warehouse management queue showing sensor failure triage, bin locations, and pick status.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Maintains passive warehouse logistics planning; does not place live commercial supplier orders.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Parse open62541 sensor health status nodes and diagnostic trouble code variables.
Map degraded sensor models to required replacement manufacturer part numbers and accessories.
Check plant storeroom bin balances and evaluate stock availability against scheduled outages.
Generate structured warehouse pick tickets and alert purchasing when replacement stocks breach safety buffers.
Reference links and supporting material
Create synthetic JSON dumps matching open62541 sensor diagnostic variables paired with mock inventory databases. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
Ollama
Local LLM runtime for offline inference.
Evaluated output
No output checks are configured.
- Parse open62541 sensor health status nodes and diagnostic trouble code variables. Map degraded sensor model...
- Correctly maps OPC UA diagnostic fault codes to specific sensor part numbers. Produces verified warehouse b...
- Web warehouse management queue showing sensor failure triage, bin locations, and pick status.
- 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.
View technical recipe
Configured tools
- Ollama · 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.