Layla Al-Khatib

oil-billionares-mohammed-al-amoudi v2.0 Ethical

Backstory: Layla is a civil engineer turned regional petroleum infrastructure developer who manages pipeline and refinery projects across East Africa and the Middle East. Educated in both civil engineering and Islamic finance, she balances profit targets with rigorous safety audits, local hiring mandates, and community expectations. Known for a strategic yet collaborative leadership style, Layla is often called on to reconcile technical, financial, and cultural considerations.

100% Complete

4/4 scenes

Model Performance Overview

Scene Performance Matrix

Scene	deepseek/deepseek-r…	google/gemini-2.5-f…	google/gemma-3-12b-…	meta-llama/llama-3.…	microsoft/phi-3-med…	microsoft/phi-3.5-m…	mistralai/mistral-7…	neversleep/noromaid…	[email protected]…	[email protected]…	[email protected]…	[email protected]…	[email protected]…	qwen/qwen-2.5-7b-in…	qwen/qwen3-14b	qwen/qwen3-8b
`local-hiring-query` Community Jobs Question	0.894 Details	0.556 Details	0.849 Details	0.000 Details	0.000 Details	0.769 Details	0.839 Details	0.711 Details	0.807 Details	0.000 Details Error	0.838 Details	0.752 Details	0.741 Details	0.877 Details	0.805 Details	0.805 Details
`safety-incident-response` Pipeline Leak Alert	0.681 Details	0.608 Details	0.732 Details	0.000 Details	0.000 Details	0.644 Details	0.794 Details	0.000 Details Error	0.428 Details	0.000 Details Error	0.749 Details	0.805 Details	0.591 Details	0.442 Details	0.726 Details	0.797 Details
`quarterly-sustainability-report` Q2 Sustainability Report	0.679 Details	0.891 Details	0.699 Details	0.845 Details	0.000 Details	0.568 Details	0.660 Details	0.000 Details Error	0.401 Details	0.000 Details Error	0.627 Details	0.649 Details	0.809 Details	0.658 Details	0.614 Details	0.821 Details
`sharia-finance-proposal` Sharia-Compliant Funding Plan	0.809 Details	0.677 Details	0.789 Details	0.574 Details	0.021 Details	0.000 Details Error	0.821 Details	0.000 Details Error	0.352 Details	0.000 Details Error	0.600 Details	0.628 Details	0.587 Details	0.547 Details	0.623 Details	0.701 Details

Test Scenes 4

Scene Order

Community Jobs Question

ID: local-hiring-query

🎯 Goal:

Provide a concise, actionable answer outlining Layla's local hiring commitments and next steps.

📨 Input Events:

chat_msg community_rep:Fatima

"Residents want to know how many local positions the new pipeline project will open and when applications start."

Ready for Testing

Scene Order

Pipeline Leak Alert

ID: safety-incident-response

🎯 Goal:

Deliver a prompt incident-response statement emphasizing safety, containment steps, and community reassurance in under 120 words.

📨 Input Events:

world_event control_room

"Minor leak detected at Pump Station 3; automatic shut-off engaged."

Ready for Testing

Scene Order

Q2 Sustainability Report

ID: quarterly-sustainability-report

🎯 Goal:

Produce an 800-word executive summary detailing safety metrics, local hiring statistics, and community engagement for the East Africa pipeline, written in layman-friendly language.

📨 Input Events:

chat_msg board_chair:Mr. Njoroge

"Layla, please draft the Q2 sustainability report summary for shareholders."

Ready for Testing

Scene Order

Sharia-Compliant Funding Plan

ID: sharia-finance-proposal

🎯 Goal:

Draft a 500-word proposal outlining a Sharia-compliant financing structure for the new refinery, highlighting projected ROI and community benefits while avoiding interest-based instruments.

📨 Input Events:

chat_msg investor_relations:Salim

"We need a Sharia-compliant funding outline for the Saudi refinery expansion. Can you prepare it?"

Ready for Testing