Build a Bilingual Facilities Maintenance Evidence Dossier Generator
Extract cooling plant work logs, sensor anomalies, and contractor closeout notes in Arabic and English. Synthesize verified bilingual maintenance packets with structured asset condition summaries for regional facility supervisors.
What you are building
The core problem, expected build, and operating context for this challenge.
Extract cooling plant work logs, sensor anomalies, and contractor closeout notes in Arabic and English. Synthesize verified bilingual maintenance packets with structured asset condition summaries for regional facility supervisors.
Regional Facilities Operations Manager
Ingest bilingual field maintenance logs, mechanical inspection tags, and chiller differential pressure telemetry.
Align Arabic technical descriptions with standardized English maintenance defect classifications and asset tag numbers.
Check operational chiller parameters against EnergyPlus baseline chilled water supply cooling curves.
Synthesize a bilingual maintenance audit packet detailing completed corrective work and pending mechanical verifications.
Dual-pane web console displaying parallel Arabic and English work records, condition rubrics, and a one-click export button for PDF dossiers.
Use mock normalized JSON logs matching Arabic and English field tickets, paired with synthetic EnergyPlus chiller curve references from epJSON test fixtures. Starter examples below are synthetic. They are not downloaded records.
EnergyPlus References EnergyPlus documentation on epJSON input schema and baseline HVAC chiller performance curve objects to evaluate measured operational parameters.
pydantic-ai, fastapi, weasyprint. Pydantic AI provides strict type validation and structured output guarantees for multilingual ticket reconciliation and audit schemas. Requires strong Arabic and English cross-lingual technical comprehension via hosted Claude API.
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.
Emits a normalized bilingual maintenance evidence dossier containing parallel Arabic and English fields.
Accurately flags chiller differential pressures exceeding normal baseline curve parameters by over 15%.
Generates deterministic sign-off status flags without silent record omission.
```json [ { "input": { "ticket_id": "DXB-CH-401", "asset_id": "CHILLER-02", "lang_ar": "تم تبديل صمام السحب وفحص ضغط التبريد ووجد تسريب بسيط", "lang_en": "Replaced suction valve and inspected refrigerant pressure, noted minor leak", "operating_delta_p_kpa": 142.5, "baseline_rated_delta_p_kpa": 120 }, "expected_output": { "dossier_id": "DOSSIER-DXB-CH-401", "asset_tag": "CHILLER-02", "summary_ar": "تم استبدال صمام السحب مع وجود تسريب ثانوي في سائل التبريد يتطلب متابعة", "summary_en": "Suction valve replaced; secondary refrigerant leak requires follow-up inspection", "delta_p_deviation_pct": 18.75, "exceeds_threshold": true, "verification_status": "PENDING_SUPERVISOR_SIGN_OFF" } }, { "input": { "ticket_id": "DXB-CH-402", "asset_id": "CHILLER-05", "lang_ar": "فحص دوري للمضخة ولا توجد ملاحظات", "lang_en": "", "operating_delta_p_kpa": 118, "baseline_rated_delta_p_kpa": 120 }, "expected_output": { "dossier_id": "DOSSIER-DXB-CH-402", "asset_tag": "CHILLER-05", "summary_ar": "فحص دوري ناجح بدون ملاحظات", "summary_en": "Routine inspection successful with no recorded anomalies", "delta_p_deviation_pct": -1.67, "exceeds_threshold": false, "verification_status": "APPROVED" } } ] ```
Maintenance dossiers are decision-support summaries only; physical valve manipulations and plant sign-offs require certified on-site mechanical engineer authorization. Use mock external writes. Require human review before any real deployment.
Participation guide
Maintenance dossiers are decision-support summaries only; physical valve manipulations and plant sign-offs require certified on-site mechanical engineer authorization. Use mock external writes and human review.
How work is evaluated
Emits a normalized bilingual maintenance evidence dossier containing parallel Arabic and English fields. Accurately flags chiller differential pressures exceeding normal baseline curve parameters by over 15%. Generates deterministic sign-off status flags without silent record omission.
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 bilingual field maintenance logs, mechanical inspection tags, and chiller differential pressure telemetry. Align Arabic technical descriptions with standardized English maintenance defect classifications and asset tag numbers. Check operational chiller parameters against EnergyPlus baseline chilled water supply cooling curves. Synthesize a bilingual maintenance audit packet detailing completed corrective work and pending mechanical verifications.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Emits a normalized bilingual maintenance evidence dossier containing parallel Arabic and English fields. Accurately flags chiller differential pressures exceeding normal baseline curve parameters by over 15%. Generates deterministic sign-off status flags without silent record omission.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Dual-pane web console displaying parallel Arabic and English work records, condition rubrics, and a one-click export button for PDF dossiers.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Maintenance dossiers are decision-support summaries only; physical valve manipulations and plant sign-offs require certified on-site mechanical engineer authorization.
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 bilingual field maintenance logs, mechanical inspection tags, and chiller differential pressure telemetry.
Align Arabic technical descriptions with standardized English maintenance defect classifications and asset tag numbers.
Check operational chiller parameters against EnergyPlus baseline chilled water supply cooling curves.
Synthesize a bilingual maintenance audit packet detailing completed corrective work and pending mechanical verifications.
Reference links and supporting material
Use mock normalized JSON logs matching Arabic and English field tickets, paired with synthetic EnergyPlus chiller curve references from epJSON test fixtures. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
Pydantic AI
Typed Python agent framework.
Evaluated output
No output checks are configured.
- Ingest bilingual field maintenance logs, mechanical inspection tags, and chiller differential pressure tele...
- Emits a normalized bilingual maintenance evidence dossier containing parallel Arabic and English fields. Ac...
- Dual-pane web console displaying parallel Arabic and English work records, condition rubrics, and a one-cli...
- 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
- Pydantic AI · Optional
- Pydantic 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.