Unleashing the Vibes: How Our Fishbowl Party POC Showcases the Future of Software

Vibe-Coding in Action: Fishbowl Party

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:

  • Play a fast-paced Charades Phase using gestures and expressions.
  • Challenge each other in the One Word Phase, giving just a single clue word.
  • Start instantly with auto-generated teams and words.
  • Create custom teams with personalized names and players.
  • Keep the energy up with a 30-second timer to keep games moving.

This POC exemplifies how vibe coding transforms creative app development into an intuitive, expressive, and rapid experience.


What Is Vibe Coding?

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:

  • From micromanaging code syntax to expressing intent and outcomes.
  • From detailed coding to orchestrating a dialogue with AI.
  • From writing boilerplate to focusing on business logic and UX

Why Fishbowl Party Illustrates the Power of Vibe Coding

  1. 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

  2. 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

  3. 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.

  4. 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


How Vibe Coding Could Transform Software Engineering

BenefitWhat It Means
AccelerationRapid idea-to-prototype cycles—great for MVPs and hackathons.
DemocratizationEmpowers non-technical users to create working apps.
Focus shiftEngineers move from typing code to guiding logic and UX.
Creative experimentationEasier to try new concepts, UIs, or game modes with minimal friction.

But—There Are Risks and Trade-Offs

  • 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


The Road Ahead: Vibe Coding + Engineering Rigor

Our Fishbowl Party POC shows how powerful and fun vibe coding can be. But for enterprise adoption:

  • Combine vibe coding for ideation and UI prototyping with traditional coding for architecture, security, and maintainability.
  • Build explainable and auditable AI tools that bridge between conversation and clean code.
  • Set up governance protocols so vibe-coded components integrate smoothly into team projects.

As research suggests, a hybrid model harmonizing “vibe” and “agentic” AI paradigms is where sustainable progress lies


In Conclusion

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.