Introducing Fishbowl Party, our proof-of-concept mobile app built entirely through vibe coding—a cutting-edge AI-assisted development method where natural language prompts, rather than hand-written code, drive creation.
With Fishbowl Party you can:
This POC exemplifies how vibe coding transforms creative app development into an intuitive, expressive, and rapid experience.
Vibe coding—coined by Andrej Karpathy in February 2025—is a conversational development paradigm where developers describe desired functionality (e.g., “build me a to-do list app”) and AI generates the code. The human then reviews, tweaks, and iterates through natural language interactions
This approach shifts the developer’s role:
Rapid Prototyping
The party game was brought to life in record time—no scaffolding, just idea → prompt → interactive build. This matches broader trends of solo creators shipping apps in an afternoon
Democratizing Creation
With minimal technical know-how, non-developers like event planners or marketers could riff on Fishbowl Party—no need to code. The app showcases how creativity, not syntax, becomes key
Creative Control
Fishbowl Party’s phases were tailored through iterative AI prompts—gestures for charades, single-word clues, custom teams—highlighting how vibe coding lets creators sculpt experience through conversation.
Proof of Concept for Intent-Based Development
Instead of writing functions, our developers guided AI with “add a 30-second timer.” That’s intent-based, natural-language development in action—precisely the shift Karpathy envisioned
Benefit | What It Means |
---|---|
Acceleration | Rapid idea-to-prototype cycles—great for MVPs and hackathons. |
Democratization | Empowers non-technical users to create working apps. |
Focus shift | Engineers move from typing code to guiding logic and UX. |
Creative experimentation | Easier to try new concepts, UIs, or game modes with minimal friction. |
Maintainability & Quality
AI-generated code may be brittle or opaque, especially in complex systems where structure and readability matter
Security & “Shadow IT”
Non-technical users might create apps that bypass governance or introduce vulnerabilities
Understanding & Debugging
If you didn’t write it, you may struggle to fix it. That’s why human oversight remains critical
Our Fishbowl Party POC shows how powerful and fun vibe coding can be. But for enterprise adoption:
As research suggests, a hybrid model harmonizing “vibe” and “agentic” AI paradigms is where sustainable progress lies
Fishbowl Party proves that vibe coding is not just a concept—it’s a real, playful, and productive way to create. It turns spoken ideas into interactive experiences and, with care, can elevate both non-technical creators and seasoned engineers.
This is where development becomes conversational, human-centered—and full of vibes.