Build a Desalination Brine Outage and Tanker Logistics Coordinator
Model coastal desalination brine discharge outages and land-based zero-liquid discharge evaporation pond capacity. Coordinate emergency brine hauling tankers to prevent plant shutdowns.
What you are building
The core problem, expected build, and operating context for this challenge.
Model coastal desalination brine discharge outages and land-based zero-liquid discharge evaporation pond capacity. Coordinate emergency brine hauling tankers to prevent plant shutdowns.
Desalination environmental compliance engineers and industrial logistics coordinators
Ingest marine outfall diffusers maintenance status, current reject brine production, and storage capacity.
Simulate brine dilution and evaporation pond liquid levels using WaterTAP flowsheet mass balance methods.
Synthesize emergency brine road-tanker hauling rosters when pond storage exceeds 85% capacity.
Export an environmental mitigation dossier and trucking dispatch manifest for plant manager review.
Brine pond level gauges, tanker queue dispatch cards, and outfall environmental salinity telemetry feeds.
Use WaterTAP brine concentration flowsheet models and synthetic industrial fleet dispatch logs. Starter examples below are synthetic. They are not downloaded records.
WaterTAP treatment modeling Applies mass-balance and brine concentration property models from the WaterTAP framework.
ray-serve, pydantic-ai, pandas, fastapi. ray-serve provides scalable distributed microservice execution for dynamic fleet routing and continuous mass-balance calculations. Local or hosted LLM for drafting driver route manifests and regulatory compliance declarations.
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.
Tracks cumulative reject brine generation against available retention pond storage volumes.
Calculates the exact number of 30-ton road tanker trips needed to prevent pond overtopping.
Ensures emergency hauling preserves continuous desalination uptime during outfall diffusers maintenance.
Requires environmental operations director verification before simulated fleet haul runs are authorized.
```json [ { "input": { "plant_id": "SWRO-WEST-2", "outfall_status": "MAINTENANCE_BLOCKED", "brine_flow_m3_h": 400, "pond_capacity_m3": 10000, "current_pond_level_m3": 8200, "tanker_capacity_m3": 35 }, "expected_output": { "hours_to_overflow": 4.5, "tanker_dispatch_required": true, "tankers_per_hour": 12, "mitigation_plan": "Dispatch 12 tankers/hour to evaporation basin C to sustain plant output." } }, { "input": { "plant_id": "SWRO-EAST-1", "outfall_status": "NORMAL", "brine_flow_m3_h": 600, "pond_capacity_m3": 25000, "current_pond_level_m3": 3000, "tanker_capacity_m3": 35 }, "expected_output": { "hours_to_overflow": 36.67, "tanker_dispatch_required": false, "tankers_per_hour": 0, "mitigation_plan": "Outfall online; normal marine diffuser discharge operating." } } ] ```
Advisory logistics planning only; environmental permits and physical spill barriers govern real industrial trucking. Use mock external writes. Require human review before any real deployment.
Participation guide
Advisory logistics planning only; environmental permits and physical spill barriers govern real industrial trucking. Use mock external writes and human review.
How work is evaluated
Tracks cumulative reject brine generation against available retention pond storage volumes. Calculates the exact number of 30-ton road tanker trips needed to prevent pond overtopping. Ensures emergency hauling preserves continuous desalination uptime during outfall diffusers maintenance. Requires environmental operations director verification before simulated fleet haul runs are authorized.
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 marine outfall diffusers maintenance status, current reject brine production, and storage capacity. Simulate brine dilution and evaporation pond liquid levels using WaterTAP flowsheet mass balance methods. Synthesize emergency brine road-tanker hauling rosters when pond storage exceeds 85% capacity. Export an environmental mitigation dossier and trucking dispatch manifest for plant manager review.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Tracks cumulative reject brine generation against available retention pond storage volumes. Calculates the exact number of 30-ton road tanker trips needed to prevent pond overtopping. Ensures emergency hauling preserves continuous desalination uptime during outfall diffusers maintenance. Requires environmental operations director verification before simulated fleet haul runs are authorized.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Brine pond level gauges, tanker queue dispatch cards, and outfall environmental salinity telemetry feeds.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Advisory logistics planning only; environmental permits and physical spill barriers govern real industrial trucking.
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 marine outfall diffusers maintenance status, current reject brine production, and storage capacity.
Simulate brine dilution and evaporation pond liquid levels using WaterTAP flowsheet mass balance methods.
Synthesize emergency brine road-tanker hauling rosters when pond storage exceeds 85% capacity.
Export an environmental mitigation dossier and trucking dispatch manifest for plant manager review.
Reference links and supporting material
Use WaterTAP brine concentration flowsheet models and synthetic industrial fleet dispatch logs. 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 marine outfall diffusers maintenance status, current reject brine production, and storage capacity....
- Tracks cumulative reject brine generation against available retention pond storage volumes. Calculates the...
- Brine pond level gauges, tanker queue dispatch cards, and outfall environmental salinity telemetry feeds.
- 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.