The Duck You Mean

Inspiration

We were motivated by the power of rubber duck debugging and the wisdom of Richard Feynman’s quote:

"If you can't explain it simply, you don't understand it well enough."

Too often, AI is used to give answers, but true learning happens when we explain concepts ourselves. We wanted to flip AI on its head. Rather than asking the duck for answers, you teach it, and it pushes back with evaluations, scores, and follow-up questions to deepen your understanding.

What it does

The Duck You Mean is an interactive web app that lets users pick a topic and engage in a back-and-forth conversation where AI plays the role of a curious student. Users must explain concepts, and the AI:

Scores their explanations based on clarity, correctness, and depth
Asks intelligent follow-up questions to test deeper understanding
Provides feedback to refine and strengthen their knowledge

We also created zone called "The Pond", where users can create Zoom Meetings to study with friends or chill out after completing a lesson.

Featured APIs

-ElevenLabs - facilitates the full conversation process from user mic input to duck voice generation

-Zoom API - creates meetings for peer-to-peer study sessions

-OpenAI API - generates the starting question based on the prompt,

-Mistrel AI - supports topic ideation and question formation

-Luma AI - powers duck thoughts through created images

Challenges we ran into

Fine-tuning AI’s response evaluation—balancing depth of feedback while keeping interactions engaging
Generating meaningful follow-up questions without redundancy
Integrating voice interactions smoothly for an immersive experience

Accomplishments that we're proud of

Successfully flipped AI’s role from answering questions to being the student
Developed an engaging voice-driven AI tutor experience
Created an effective learning tool that enforces deeper understanding
Seamlessly integrated multiple AI-powered services