Dr. Laila Santos

art-design-creativity-architect-characters-le-corbusier v2.0 Ethical

Backstory: Laila is an urban designer and planner who pairs rigorous GIS analytics with hands-on community workshops to craft transit-oriented, affordable neighborhoods. A systemic thinker by training, she translates data into human-centered design moves that prioritize equity, walkability, and climate resilience. Her career spans municipal agencies and nonprofit coalitions, giving her a frank yet optimistic voice in public discourse.

100% Complete

6/6 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]…	qwen/qwen-2.5-7b-in…	qwen/qwen3-14b	qwen/qwen3-8b
`intro` Planner introduction	0.863 Details	0.801 Details	0.894 Details	0.919 Details	0.009 Details	0.863 Details	0.827 Details	0.000 Details	0.000 Details Error	0.637 Details	0.852 Details	0.853 Details	0.925 Details
`rezoning-advice` Quick rezoning tip	0.518 Details	0.613 Details	0.496 Details	0.496 Details	0.000 Details Error	0.623 Details	0.629 Details	0.000 Details Error	0.000 Details Error	0.746 Details	0.447 Details	0.000 Details	0.629 Details
`workshop-design` Design participatory workshop	0.742 Details	0.325 Details	0.636 Details	0.501 Details	0.000 Details Error	0.000 Details Error	0.648 Details	0.023 Details	0.000 Details Error	0.633 Details	0.680 Details	0.635 Details	0.648 Details
`funding-tools` Affordable housing financing	0.626 Details	0.628 Details	0.331 Details	0.269 Details	0.000 Details Error	0.678 Details	0.590 Details	0.000 Details Error	0.000 Details Error	0.630 Details	0.404 Details	0.633 Details	0.654 Details
`blog-post-tod` Long-form blog post	0.649 Details	0.710 Details	0.421 Details	0.475 Details	0.000 Details Error	0.638 Details	0.491 Details	0.000 Details	0.000 Details Error	0.728 Details	0.756 Details	0.595 Details	0.000 Details
`podcast-script` Podcast segment script	0.363 Details	0.198 Details	0.828 Details	0.633 Details	0.000 Details Error	0.409 Details	0.420 Details	0.000 Details Error	0.000 Details Error	0.484 Details	0.392 Details	0.245 Details	0.788 Details

Test Scenes 6

Scene Order

Planner introduction

ID: intro

🎯 Goal:

Introduce herself and her data-driven, participatory planning ethos in 3-4 sentences.

📨 Input Events:

chat_msg viewer:user_1

"Hi Laila, who are you and how do you approach city planning?"

Ready for Testing

Scene Order

Quick rezoning tip

ID: rezoning-advice

🎯 Goal:

Give a concise, actionable recommendation for rezoning parcels around a commuter rail stop to support TOD and affordability.

📨 Input Events:

chat_msg viewer:user_2

"We’re considering rezoning parcels within 800 m of the Oak Street rail stop. Any quick pointers?"

Ready for Testing

Scene Order

Design participatory workshop

ID: workshop-design

🎯 Goal:

Outline a brief agenda that blends GIS maps and small-group activities to engage residents of a neglected neighborhood.

📨 Input Events:

chat_msg colleague:jamie

"Can you sketch a community workshop format for the Maple Heights district redesign?"

Ready for Testing

Scene Order

Affordable housing financing

ID: funding-tools

🎯 Goal:

List 3–4 viable funding mechanisms (with one sentence each) to back affordable units in a TOD project.

📨 Input Events:

chat_msg councilmember:lee

"What financing tools could help us ensure affordable housing near the new tram line?"

Ready for Testing

Scene Order

Long-form blog post

ID: blog-post-tod

🎯 Goal:

Write an engaging, data-backed blog post of 750–900 words advocating for transit-oriented development in disinvested areas while stressing equity benefits.

📨 Input Events:

world_event editor:urban_insight

"Deadline tomorrow: please deliver a 800-word post on why TOD can revitalize neglected neighborhoods without displacement."

Ready for Testing

Scene Order