Build a District Cooling Thermal Handover Compliance Reviewer
Analyze tenant chilled water building connection submittals in Arabic and English against district cooling standards. Detect insufficient temperature differential designs that cause low delta-T syndrome.
What you are building
The core problem, expected build, and operating context for this challenge.
Analyze tenant chilled water building connection submittals in Arabic and English against district cooling standards. Detect insufficient temperature differential designs that cause low delta-T syndrome.
District cooling customer connection managers and MEP technical compliance auditors
Extract tenant energy transfer station submittal specifications from bilingual PDF technical schedules.
Evaluate coil flow rates and design supply-return temperatures using EnergyPlus heat exchanger definitions.
Detect low delta-T risks that threaten central cooling plant distribution efficiency.
Synthesize a bilingual connection compliance scorecard and remediation notice for the property developer.
Bilingual document inspection interface highlighting extracted design variables and delta-T compliance status.
Use mock bilingual Arabic-English tenant MEP submittal manifests paired with EnergyPlus heat exchanger schema snippets. Starter examples below are synthetic. They are not downloaded records.
EnergyPlus Utilizes EnergyPlus epJSON heat exchanger and water coil object properties to calculate thermal transfer efficiency.
haystack, pydantic-ai, pandas, fastapi. haystack manages bilingual document parsing, text extraction, and clause retrieval across technical submittals. Hosted multilingual LLM capable of high-accuracy English and Arabic technical translation and extraction.
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.
Parses bilingual Arabic-English submittal documents to extract design flow, supply temperature, and return temperature.
Flags submittals failing to achieve the contractual 8.5°C delta-T threshold across heat exchangers.
Generates bilateral compliance scorecards with itemized engineering discrepancies.
Requires chief MEP engineer sign-off before official client rejection letters are dispatched.
```json [ { "input": { "submittal_id": "SUB-DXB-902", "document_language": "ar-en", "design_supply_temp_c": 5.5, "design_return_temp_c": 14.5, "design_flow_lps": 42, "building_type": "Commercial Office" }, "expected_output": { "delta_t_c": 9, "status": "APPROVED", "contractual_threshold_met": true, "summary_en": "Meets 8.5C minimum delta-T design standard.", "summary_ar": "مطابق لمعيار فرق درجات الحرارة الأدنى 8.5 مئوية." } }, { "input": { "submittal_id": "SUB-DXB-903", "document_language": "ar-en", "design_supply_temp_c": 6, "design_return_temp_c": 11.2, "design_flow_lps": 68, "building_type": "Residential Tower" }, "expected_output": { "delta_t_c": 5.2, "status": "REJECTED", "contractual_threshold_met": false, "summary_en": "Deficient delta-T (5.2C vs 8.5C req); risk of low delta-T plant derating.", "summary_ar": "فرق درجات حرارة غير كافٍ (5.2 مئوية مقابل 8.5 مئوية مطلوبة)؛ خطر تدني كفاءة المحطة." } } ] ```
Generates technical compliance audit reports only; contractual permissions remain subject to physical inspection. Use mock external writes. Require human review before any real deployment.
Participation guide
Generates technical compliance audit reports only; contractual permissions remain subject to physical inspection. Use mock external writes and human review.
How work is evaluated
Parses bilingual Arabic-English submittal documents to extract design flow, supply temperature, and return temperature. Flags submittals failing to achieve the contractual 8.5°C delta-T threshold across heat exchangers. Generates bilateral compliance scorecards with itemized engineering discrepancies. Requires chief MEP engineer sign-off before official client rejection letters are dispatched.
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
Extract tenant energy transfer station submittal specifications from bilingual PDF technical schedules. Evaluate coil flow rates and design supply-return temperatures using EnergyPlus heat exchanger definitions. Detect low delta-T risks that threaten central cooling plant distribution efficiency. Synthesize a bilingual connection compliance scorecard and remediation notice for the property developer.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Parses bilingual Arabic-English submittal documents to extract design flow, supply temperature, and return temperature. Flags submittals failing to achieve the contractual 8.5°C delta-T threshold across heat exchangers. Generates bilateral compliance scorecards with itemized engineering discrepancies. Requires chief MEP engineer sign-off before official client rejection letters are dispatched.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Bilingual document inspection interface highlighting extracted design variables and delta-T compliance status.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Generates technical compliance audit reports only; contractual permissions remain subject to physical inspection.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Extract tenant energy transfer station submittal specifications from bilingual PDF technical schedules.
Evaluate coil flow rates and design supply-return temperatures using EnergyPlus heat exchanger definitions.
Detect low delta-T risks that threaten central cooling plant distribution efficiency.
Synthesize a bilingual connection compliance scorecard and remediation notice for the property developer.
Reference links and supporting material
Use mock bilingual Arabic-English tenant MEP submittal manifests paired with EnergyPlus heat exchanger schema snippets. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
Haystack
Framework
Evaluated output
No output checks are configured.
- Extract tenant energy transfer station submittal specifications from bilingual PDF technical schedules. Eva...
- Parses bilingual Arabic-English submittal documents to extract design flow, supply temperature, and return...
- Bilingual document inspection interface highlighting extracted design variables and delta-T compliance 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.
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Configured tools
- Haystack · 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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