Build a Work-in-Progress Conveyor Transfer and Reroute Dispatcher
Track simulated conveyor queue jams and workstation cycle delays. Synthesize dynamic lot reroute proposals across parallel assembly lines to protect target throughput.
What you are building
The core problem, expected build, and operating context for this challenge.
Track simulated conveyor queue jams and workstation cycle delays. Synthesize dynamic lot reroute proposals across parallel assembly lines to protect target throughput.
Manufacturing Line Dispatch Supervisor
Ingest simulated open62541 OPC UA sensor signals indicating conveyor station occupancy.
Identify accumulation bottlenecks and downstream queue overflows across cells.
Calculate alternate routing paths based on station availability and remaining work duration.
Format structured lot transfer proposals for floor supervisor authorization.
Interactive conveyor flow topology with congested line warnings and lot transfer approval cards.
Create synthetic JSON streams containing conveyor photoelectric sensor states and pallet RFID tags. Serve via local Python WebSocket. Starter examples below are synthetic. They are not downloaded records.
open62541 OPC UA OPC UA information model representing conveyor status, sensor variables, and sub-assembly line telemetry from open62541.
ray-serve, pydantic, fastapi. Ray Serve enables high-concurrency simulation of parallel assembly lines and queue state evaluation. Low-latency LLM endpoint for real-time queue classification and dispatch formulation.
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.
Detects conveyor line congestion when pallet accumulation exceeds buffer limits.
Proposes valid diversion routes matching part process constraints.
Rejects diversion routes that would starve upstream critical path operations.
```json [ { "input": { "conveyor_zones": [ { "zone_id": "ZONE_C1", "capacity": 10, "current_occupancy": 10, "status": "CONGESTED" }, { "zone_id": "ZONE_C2", "capacity": 10, "current_occupancy": 3, "status": "NOMINAL" } ], "divert_points": [ { "divert_id": "DIVERT_01", "source_zone": "ZONE_C1", "target_zone": "ZONE_C2", "active": true } ], "queued_lot": { "lot_id": "LOT_404", "recipe_type": "TYPE_B", "compatible_lines": [ "ZONE_C1", "ZONE_C2" ] } }, "expected_output": { "reroute_recommended": true, "lot_id": "LOT_404", "target_zone": "ZONE_C2", "diversion_path": "DIVERT_01", "rationale": "ZONE_C1 at capacity; diverting LOT_404 preserves line throughput." } }, { "input": { "conveyor_zones": [ { "zone_id": "ZONE_C1", "capacity": 10, "current_occupancy": 5, "status": "NOMINAL" }, { "zone_id": "ZONE_C2", "capacity": 10, "current_occupancy": 4, "status": "NOMINAL" } ], "divert_points": [], "queued_lot": { "lot_id": "LOT_405", "recipe_type": "TYPE_A", "compatible_lines": [ "ZONE_C1" ] } }, "expected_output": { "reroute_recommended": false, "lot_id": "LOT_405", "target_zone": "ZONE_C1", "diversion_path": null, "rationale": "Line loading balanced; no reroute required." } } ] ```
Read-only simulation. Dispatch and diversion outputs are displayed as suggestions for human operator confirmation. Use mock external writes. Require human review before any real deployment.
Participation guide
Read-only simulation. Dispatch and diversion outputs are displayed as suggestions for human operator confirmation. Use mock external writes and human review.
How work is evaluated
Detects conveyor line congestion when pallet accumulation exceeds buffer limits. Proposes valid diversion routes matching part process constraints. Rejects diversion routes that would starve upstream critical path operations.
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 simulated open62541 OPC UA sensor signals indicating conveyor station occupancy. Identify accumulation bottlenecks and downstream queue overflows across cells. Calculate alternate routing paths based on station availability and remaining work duration. Format structured lot transfer proposals for floor supervisor authorization.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Detects conveyor line congestion when pallet accumulation exceeds buffer limits. Proposes valid diversion routes matching part process constraints. Rejects diversion routes that would starve upstream critical path operations.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Interactive conveyor flow topology with congested line warnings and lot transfer approval cards.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Read-only simulation. Dispatch and diversion outputs are displayed as suggestions for human operator confirmation.
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 simulated open62541 OPC UA sensor signals indicating conveyor station occupancy.
Identify accumulation bottlenecks and downstream queue overflows across cells.
Calculate alternate routing paths based on station availability and remaining work duration.
Format structured lot transfer proposals for floor supervisor authorization.
Reference links and supporting material
Create synthetic JSON streams containing conveyor photoelectric sensor states and pallet RFID tags. Serve via local Python WebSocket. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
Ray Serve
Action Space in the agent workflow.
Evaluated output
No output checks are configured.
- Ingest simulated open62541 OPC UA sensor signals indicating conveyor station occupancy. Identify accumulati...
- Detects conveyor line congestion when pallet accumulation exceeds buffer limits. Proposes valid diversion r...
- Interactive conveyor flow topology with congested line warnings and lot transfer approval cards.
- 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
- Ray Serve · 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.