Build a Bilingual Commissioning Punch-List and Energy Defect Auditor
Extract and classify construction handover deficiencies from bilingual Arabic-English MEP inspection reports. Flag unresolved defects that impact building thermal performance and energy compliance.
What you are building
The core problem, expected build, and operating context for this challenge.
Extract and classify construction handover deficiencies from bilingual Arabic-English MEP inspection reports. Flag unresolved defects that impact building thermal performance and energy compliance.
Handover documentation manager
Extract defect descriptions, inspection photos, and equipment tags from Arabic and English handover snag lists.
Map extracted deficiencies to EnergyPlus thermal zone and HVAC subsystem categories.
Score defect severity based on projected impact on building airtightness, chilled water flow, and electrical efficiency.
Generate a structured rectification notice in dual Arabic and English for subcontractor closeout remediation.
A dual-column bilingual reviewer workspace displaying original punch items, automated categorization, and editable rectification drafts.
Construct 50 synthetic bilingual defect records in JSON format covering duct leakage, missing pipe insulation, and damper misalignments. Starter examples below are synthetic. They are not downloaded records.
EnergyPlus Links commissioning defects to standard EnergyPlus HVAC and thermal envelope boundary components.
mastra-ai, pydantic, fastapi. Provides modular agent workflow orchestration and structured schema handling for bilingual text parsing and defect scoring. Hosted multilingual model with demonstrated fluency in modern standard Arabic engineering terminology.
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.
Processes dual-language submittals and maps Arabic MEP terminology into standardized MasterFormat deficiency codes.
Correctly flags missing chilled water pipe insulation as high thermal severity causing energy penalty.
Produces valid bilingual rectification letters containing contractor tags, timeline for remediation, and re-inspection criteria.
```json [ { "input": { "item_id": "SNAG-402", "description_ar": "تسريب هواء ملحوظ عند وصلة مجرى الهواء الرئيسية في غرفة مناولة الهواء رقم 3", "description_en": "Noticeable air leakage at main duct connection in AHU room 03", "trade": "HVAC Ductwork", "zone": "Level 2 North" }, "expected_output": { "energy_impact_level": "High", "affected_system": "ZoneInfiltration/DuctAirDistribution", "requires_retesting": true, "contractor_deadline_days": 3 } }, { "input": { "item_id": "SNAG-405", "description_ar": "غطاء لوحة التحكم الخاصة بمضخة المياه المثلجة غير محكم الإغلاق", "description_en": "Control panel enclosure latch for chilled water secondary pump is loose", "trade": "Electrical Controls", "zone": "Basement Plant Room" }, "expected_output": { "energy_impact_level": "Low", "affected_system": "GeneralElectricalEnclosure", "requires_retesting": false, "contractor_deadline_days": 7 } } ] ```
Assists documentation review only. Physical site inspection and safety sign-offs remain the responsibility of certified site engineers. Use mock external writes. Require human review before any real deployment.
Participation guide
Assists documentation review only. Physical site inspection and safety sign-offs remain the responsibility of certified site engineers. Use mock external writes and human review.
How work is evaluated
Processes dual-language submittals and maps Arabic MEP terminology into standardized MasterFormat deficiency codes. Correctly flags missing chilled water pipe insulation as high thermal severity causing energy penalty. Produces valid bilingual rectification letters containing contractor tags, timeline for remediation, and re-inspection criteria.
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 defect descriptions, inspection photos, and equipment tags from Arabic and English handover snag lists. Map extracted deficiencies to EnergyPlus thermal zone and HVAC subsystem categories. Score defect severity based on projected impact on building airtightness, chilled water flow, and electrical efficiency. Generate a structured rectification notice in dual Arabic and English for subcontractor closeout remediation.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Processes dual-language submittals and maps Arabic MEP terminology into standardized MasterFormat deficiency codes. Correctly flags missing chilled water pipe insulation as high thermal severity causing energy penalty. Produces valid bilingual rectification letters containing contractor tags, timeline for remediation, and re-inspection criteria.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
A dual-column bilingual reviewer workspace displaying original punch items, automated categorization, and editable rectification drafts.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Assists documentation review only. Physical site inspection and safety sign-offs remain the responsibility of certified site engineers.
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 defect descriptions, inspection photos, and equipment tags from Arabic and English handover snag lists.
Map extracted deficiencies to EnergyPlus thermal zone and HVAC subsystem categories.
Score defect severity based on projected impact on building airtightness, chilled water flow, and electrical efficiency.
Generate a structured rectification notice in dual Arabic and English for subcontractor closeout remediation.
Reference links and supporting material
Construct 50 synthetic bilingual defect records in JSON format covering duct leakage, missing pipe insulation, and damper misalignments. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
Mastra AI
TypeScript agent framework.
Evaluated output
No output checks are configured.
- Extract defect descriptions, inspection photos, and equipment tags from Arabic and English handover snag li...
- Processes dual-language submittals and maps Arabic MEP terminology into standardized MasterFormat deficienc...
- A dual-column bilingual reviewer workspace displaying original punch items, automated categorization, and e...
- 2 public reference cases
- 2 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
- Mastra AI · Optional
- Mastra AI · 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.