Why I Made This
The Fishbowl started as a thing I built for myself. I kept using it. Then I figured other people might want to use it too.
01 / THE THING THAT STARTED IT
In 2023, Stanford released a paper called Generative Agents where they put 25 AI characters in a virtual town and let them live their lives. They went to work, had conversations, threw parties, formed opinions about each other. It wasn't a chatbot. It was a world. I watched the demo video probably ten times.
What stuck with me wasn't the technology. It was the feeling.
I was watching AI characters interact with each other and I could see them thinking through problems, changing their minds, building on what someone else said. It made AI feel alive in a way that typing into a chat window never does.
It also showed me that these little fake beings could be asked to take on roles and suddenly had little fake goals and opinions about each other.
I kept thinking: why isn't anyone building more of this?
02 / WATCHING THEM THINK
Then thinking models happened. Claude started showing its reasoning. You could watch it work through a problem step by step, weigh tradeoffs, change its mind halfway through a thought. It wasn't just giving you an answer anymore. It was showing you how it got there.
It was kind of arguing with itself in real time until it got an answer it was satisfied with.
I happened across the Claude Code /agents skill which spins up a small team of agents to knock out a variety of work tasks simultaneously.
It's remarkable for getting work done fast but then, in a weird moment, I asked the agents to form a little focus group to give me feedback. And it worked!
Something changes when you personify the AI thinking process. When you can see one AI push back on another AI's reasoning, it stops being a magic trick and starts being a tool you can actually understand and actually use.
The Fishbowl is my attempt to make that visible. Not the raw chain-of-thought, but the effect of it: four distinct experts with different perspectives, reacting to each other in real time, building on and challenging each other's points. You're not reading a response. You're watching a conversation.
The gap between what AI can do and what people can see AI doing is enormous. The Fishbowl is my attempt to close it.
03 / I TRIED THIS BEFORE
The Fishbowl isn't my first attempt at making AI conversations something you experience.
Last year, I co-founded a company called AndThen with my friends Kevin Pereira & Rex Sorgatz. We raised pre-seed from a16z through their Speedrun program and built a voice-first platform where you could talk to AI characters in real time. Interactive audio experiences. Games, stories, challenges, all driven by conversation.
The tagline was “Play The Conversation” and the core idea was that talking with AI should feel like entertainment, not a productivity tool. We built a whole engine for it. Multiple AI agents with distinct personalities, goals, and storylines, and you're in the middle of it controlling the experience with your voice. Think of it like a podcast you can talk back to.
The Fishbowl is what happens when you take everything I learned building AndThen and point it at a different problem. Same belief: AI conversations should be interactive, multi-character, and something you watch unfold. Different format: instead of entertainment, it's a feedback tool. Instead of stories, it's your ideas getting challenged by a room full of experts. It's also much smaller and with way less bells and whistles.
We're still plugging away on AndThen (voice is an important part of the future of AI!) but the Fishbowl is a little tiny new experiment in a different lane but with echoing ideas.
04 / WHY I THINK THIS MATTERS
Quick background on me: I've spent 20+ years in media. I was a showrunner on The Tonight Show with Jimmy Fallon, won some Emmys, and built a lot of things that tried to make complicated ideas feel simple and fun. These days, I co-host a podcast called AI For Humans where Kevin Pereira and I break down AI for a mainstream audience.
The through-line of my career has always been the same thing: taking something new and foreign that feels inaccessible and making it tangible and additive for regular people.
I'm one of those tech-adjacent people who isn't a dev but am now coding (via Claude Code) daily. It's addictive and The Fishbowl is one of those projects that shouldshow people what's possible to do on your own.
So much of the current world of AI is really about the cutting-edge tools and how developers can push the edge of what's capable. Not nearly enough people have explored alternative ways to interact with and see the current models, to help people understand how to get more out of them.
I built The Fishbowl because I think the best way for non-devs to understand AI isn't to read a blog post or watch a Youtube video (please keep doing this tho).
It's to sit in front of it and watch it work through your problem. Not a generic problem. Your problem. Your startup idea, your marketing plan, your book proposal.
Because when you see four AI experts disagree about something you care about, you stop thinking about AI as a black box and start thinking about it as a team you can direct.
05 / I ACTUALLY USE THIS THING
The part that surprised me most is that I actually use The Fishbowl. Like, regularly. Not just to test it.
When I was building the tool itself, I ran a Fishbowl session on The Fishbowl. I put the product concept in and let the panel tear it apart. They told me the visual scene was more vibe than functional UI (fair), that the API key setup would scare off normal people (also fair), and that the real value was in the conversation dynamics, not the pixel art (annoyingly fair). I changed the roadmap based on that session.
My wife Kim is a published author who runs writing classes for kids. She was working on marketing for her new class lineup and I said “just try it.” She put her marketing plan into The Fishbowl and got back four different perspectives on her positioning, her pricing, and her messaging. She changed three things based on what the panel said. It took ten minutes.
That's the moment I knew this was worth sharing. Not because the AI is always right, but because getting four different expert perspectives on your thing in ten minutes is genuinely useful, and most people don't have access to that. You probably don't have a VC, a growth expert, a target customer, and a professional skeptic on speed dial. Now you kind of do.
Again, all of this isn't newbut it might open the door to lots of people who've never seen something like this before. And that is a huge win.
06 / IT'S YOURS NOW
The Fishbowl is open source under an MIT license. The whole thing is on GitHub. You can clone it, run it with your own API key, modify it, build on it, whatever you want. I built it with Claude using Claude Code with OpenAI's Codex for debugging at times.
If you just want to try it, the hosted version is free up to a certain number of sessions per day. There's a daily limit because I'm paying for the API out of pocket, but it's enough to run a real session and see what it does. If you reallylike it, clone it yourself and have a blast. It'll run on multiple APIs & local Claude (I think).
And if any of this resonates with you, I'd love to talk. I do fractional executive work helping companies and teams understand AI and figure out how to actually use it. Not in a “here's a slide deck about the future” way, but in a “let's build something and see what happens” way.
The Fishbowl is a good example of how I think about this stuff.
Get in touch and let's chat!
Built by Gavin Purcell, a human — and Claude, an AI



