Overview
What this challenge is about.
Build a Gradio VQA demo for warehouse tasks, report accuracy, and deliver a client deck. Earn a verifiable certificate.
The scenario
The consultancy (around 90 staff, USD 18M ARR) needs a working demo before next month's QBR with a top-3 logistics client and treats vision-language as a strategic capability for 2027.
The Brief
What you'll do, and what you'll demonstrate.
Build a working warehouse-VQA demo on a small vision-language model and quantify accuracy per question type.
Earning criteria — what you'll demonstrate
- Apply a small open-source vision-language model to a domain VQA task
- Prompt-engineer for grounded multimodal reasoning
- Construct a balanced VQA evaluation set across question types
- Present a working multimodal demo to a mixed client audience
Program Fit
Where this fits in your program.
Sharpens the same skills your degree expects you to demonstrate.
Aligned coursework coming soon.
Skills
Skills you'll demonstrate.
Each one shows up on your verified credential.
- Vision Language Models
Apply vision language models to solve real industry problems and demonstrate production-level capability.
- Multimodal Perception
Apply multimodal perception to solve real industry problems and demonstrate production-level capability.
- Prompt Engineering
Apply prompt engineering to solve real industry problems and demonstrate production-level capability.
- Evaluation
Apply evaluation to solve real industry problems and demonstrate production-level capability.
- Demo Development
Apply demo development to solve real industry problems and demonstrate production-level capability.
- Python
Write clean, efficient Python for data processing, automation, and backend services.
Careers
Career paths this challenge builds toward
Completing this challenge demonstrates skills that transfer directly to these roles:
AI Engineer
Shipping a working multimodal demo for a real client meeting is the AI-engineer's signature deliverable at consultancies and AI-forward product teams.
This challenge sharpens
- vision-language-models
- demo-development
- prompt-engineering
Prompt Engineer
Designing and iterating prompts for grounded multimodal reasoning is exactly the prompt-engineer skill set hiring managers screen for.
This challenge sharpens
- prompt-engineering
- vision-language-models
- evaluation
Applied AI Scientist
Constructing a balanced VQA evaluation set and reporting per-question-type accuracy is the applied-AI-scientist's craft when shipping new capabilities.
This challenge sharpens
- multimodal-perception
- evaluation
- vision-language-models