Build a District Cooling Primary-Secondary Bypass Flow Validator
Analyze tenant chilled water plate heat exchanger bypass submittals in Arabic and English. Verify decoupling line sizing against EnergyPlus primary-secondary loop guidelines to prevent thermal degradation and preserve network capacity.
What you are building
The core problem, expected build, and operating context for this challenge.
Analyze tenant chilled water plate heat exchanger bypass submittals in Arabic and English. Verify decoupling line sizing against EnergyPlus primary-secondary loop guidelines to prevent thermal degradation and preserve network capacity.
District Cooling Interconnection Specialist
Ingest tenant building cooling plant decoupling line specifications and bypass flow schedules in Arabic and English.
Calculate bypass hydraulic flow ratios against district cooling primary network loop capacities.
Simulate tenant building part-load bypass thermal mixing using EnergyPlus epJSON primary-secondary loop sizing outputs.
Compile an Arabic-English mechanical handover memorandum flagging primary-secondary bypass mixing risks.
Web submission portal displaying tenant submittal tables, decoupling line compliance badges, and parallel language technical findings.
Construct synthetic tenant handover documents, explicitly labeled as simplified synthetic app records, including design tons, bypass flow rates, and heat exchanger curves. Starter examples below are synthetic. They are not downloaded records.
EnergyPlus Extracts cooling coil bypass and decoupling flow sizing guidelines defined in EnergyPlus documentation to audit tenant submittals.
dspy, pydantic, fastapi. DSPy compiles robust prompt programs to extract and translate technical MEP parameters into structured bilingual verification records. Hosted Claude API for consistent technical terminology mapping across Arabic and English.
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.
Calculates mixed_return_temp_c as secondary_return_temp_c minus (bypass_flow_lps multiplied by 0.2) and flags if less than 10.0 degrees Celsius.
Extracts decoupling pipe diameter and flow velocity, comparing against network limits.
Generates a dual-language handover audit memo with explicit acceptance recommendations.
```json [ { "input": { "submittal_ref": "SUB-BP-104", "tenant_name_ar": "شركة الأفق للتجارة", "tenant_name_en": "Al-Ufuq Trading Co", "secondary_return_temp_c": 11, "bypass_flow_lps": 15, "decoupling_pipe_velocity_ms": 2.5 }, "expected_output": { "mixed_return_temp_c": 8, "compliant": false, "flagged_issue_en": "Bypass thermal mixing violation: mixed return temperature too low, minimum is 10.0 C", "flagged_issue_ar": "مخالفة الخلط الحراري: درجة حرارة الماء الراجع المخلوط منخفضة جداً، الحد الأدنى 10.0 مئوية", "status": "REJECTED_WITH_COMMENTS" } }, { "input": { "submittal_ref": "SUB-BP-105", "tenant_name_ar": "مركز الواحة المالي", "tenant_name_en": "Al-Waha Financial Center", "secondary_return_temp_c": 14.5, "bypass_flow_lps": 2, "decoupling_pipe_velocity_ms": 0.8 }, "expected_output": { "mixed_return_temp_c": 14.1, "compliant": true, "flagged_issue_en": "None", "flagged_issue_ar": "لا يوجد", "status": "APPROVED_FOR_COMMISSIONING" } } ] ```
District cooling approvals generated are advisory; final network connection valves must be unlocked only after field testing by utility staff. Use mock external writes. Require human review before any real deployment.
Participation guide
District cooling approvals generated are advisory; final network connection valves must be unlocked only after field testing by utility staff. Use mock external writes and human review.
How work is evaluated
Calculates mixed_return_temp_c as secondary_return_temp_c minus (bypass_flow_lps multiplied by 0.2) and flags if less than 10.0 degrees Celsius. Extracts decoupling pipe diameter and flow velocity, comparing against network limits. Generates a dual-language handover audit memo with explicit acceptance recommendations.
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 tenant building cooling plant decoupling line specifications and bypass flow schedules in Arabic and English. Calculate bypass hydraulic flow ratios against district cooling primary network loop capacities. Simulate tenant building part-load bypass thermal mixing using EnergyPlus epJSON primary-secondary loop sizing outputs. Compile an Arabic-English mechanical handover memorandum flagging primary-secondary bypass mixing risks.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Calculates mixed_return_temp_c as secondary_return_temp_c minus (bypass_flow_lps multiplied by 0.2) and flags if less than 10.0 degrees Celsius. Extracts decoupling pipe diameter and flow velocity, comparing against network limits. Generates a dual-language handover audit memo with explicit acceptance recommendations.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Web submission portal displaying tenant submittal tables, decoupling line compliance badges, and parallel language technical findings.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
District cooling approvals generated are advisory; final network connection valves must be unlocked only after field testing by utility staff.
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 tenant building cooling plant decoupling line specifications and bypass flow schedules in Arabic and English.
Calculate bypass hydraulic flow ratios against district cooling primary network loop capacities.
Simulate tenant building part-load bypass thermal mixing using EnergyPlus epJSON primary-secondary loop sizing outputs.
Compile an Arabic-English mechanical handover memorandum flagging primary-secondary bypass mixing risks.
Reference links and supporting material
Construct synthetic tenant handover documents, explicitly labeled as simplified synthetic app records, including design tons, bypass flow rates, and heat exchanger curves. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
DSPy
Prompt and LM program optimization framework.
Evaluated output
No output checks are configured.
- Ingest tenant building cooling plant decoupling line specifications and bypass flow schedules in Arabic and...
- Calculates mixed_return_temp_c as secondary_return_temp_c minus (bypass_flow_lps multiplied by 0.2) and fla...
- Web submission portal displaying tenant submittal tables, decoupling line compliance badges, and parallel l...
- 2 public reference cases
- 3 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.
View technical recipe
Configured tools
- DSPy · Optional
- DSPy · Optional
- DSPy · 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.