Build the application

## Build
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.

## User
District cooling customer connection managers and MEP technical compliance auditors

## Workflow
1. Extract tenant energy transfer station submittal specifications from bilingual PDF technical schedules.
2. Evaluate coil flow rates and design supply-return temperatures using EnergyPlus heat exchanger definitions.
3. Detect low delta-T risks that threaten central cooling plant distribution efficiency.
4. Synthesize a bilingual connection compliance scorecard and remediation notice for the property developer.

## Interface
Bilingual document inspection interface highlighting extracted design variables and delta-T compliance status.

## Data
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.

## Source
[EnergyPlus](https://raw.githubusercontent.com/NREL/EnergyPlus/develop/README.md)
Utilizes EnergyPlus epJSON heat exchanger and water coil object properties to calculate thermal transfer efficiency.

## Tools
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.

## Deliverables
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.

## Acceptance
- 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.

## Starter Examples
```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."
    }
  }
]
```

## Safety
Generates technical compliance audit reports only; contractual permissions remain subject to physical inspection.
Use mock external writes. Require human review before any real deployment.