
Vibe Coding for Operators
March 20, 2026 | 12:00 – 2:30 PM ET | Bethany Crystal | buildfirst.ai
POP-IT is a design framework that helps you identify and shape "AI-shaped problems" in your work.
Framework established in partnership with Decoded Futures
Your context pack is the raw material you'll feed into your mini-app. The better your input, the better your output.
Collect the unstructured content you want your mini-app to work with. This could be:
Tip
Before you build, get clear on what you're trying to make. Fill in this template — you'll reference it throughout the session:
My Notes-to-Doc Goal
I am sharing unstructured notes about: [describe your topic — e.g. "a team meeting", "a lesson plan I'm developing", "a project kickoff conversation"]
I want these to become: [choose one — a to-do list / a lesson plan / a memo / a project brief / a meeting summary]
The things I need included are:
- [e.g. owners and due dates — for task lists]
- [e.g. learning objectives, daily activities, materials — for lesson plans]
- [e.g. key decisions, action items, open questions — for meeting memos]
Format preference: [bullet points / numbered list / structured sections]
Tone: [formal / informal / plain language]Before you build anything, use POP-IT to get clear on exactly what you're asking the AI to do. This is the thinking work that makes everything else easier.
Open buildfirst.app in your browser. You'll see the POP-IT builder — a guided form that walks you through each letter of the framework.
In the problem field, describe what you're trying to solve in 1-2 sentences. Example:
My team meeting notes are scattered and messy. I spend 30 minutes after every meeting trying to turn them into a usable to-do list.Swap out the details for your own use case. POP-IT will guide you through the rest.
buildfirst.app will walk you through Output, Prompt, Input, and Test — one step at a time. Answer each question based on your goals from the Context Pack step. At the end, you'll get a build brief you can take straight into ChatGPT or Gemini.
Tip
Now you'll turn your POP-IT build brief into a real working tool using a custom AI assistant — either a ChatGPT custom GPT or a Gemini Gem.
Choose whichever platform you're more comfortable with:
Give it a name that describes what it does — something like "Meeting Notes to To-Do List" or "Lesson Plan Builder." A clear name helps you find it later and sets the right expectation for users.
Paste your system prompt from the POP-IT build brief into the instructions field. Here's a starting template if you want to iterate from something:
You are a structured note organizer. Your job is to take unstructured notes, transcripts, or outlines and convert them into clean, organized documents.
When I share notes with you:
1. Read through everything carefully
2. Identify the key topics, decisions, tasks, or learning objectives
3. Organize them into the format I've requested (to-do list, lesson plan, memo, etc.)
4. Fill in what's clear, and flag anything that seems missing or ambiguous
Always ask me before you begin:
- What format do you want the output in?
- Who is the audience?
- Is there anything you definitely want included or excluded?
Be concise. Don't add filler. If something is unclear in the notes, say so.Add the sample notes or documents you gathered in the Context Pack step. This gives the AI real material to work with and helps you test it immediately after setup.
Note
The first version is never the final version. This sprint is about finding what's working, what's off, and making it better.
Paste in a real set of notes from your Context Pack and see what comes out. Use this prompt to get started:
Here are my raw notes. Please turn them into [a to-do list / a lesson plan / a memo]:
[Paste your Otter AI transcript, Granola notes, or outline here]Ask yourself:
Tell the AI what to fix. Be specific — the more concrete your feedback, the better the next version will be:
That's a good start. Here's what I'd like to change:
- [e.g. "Add a section for open questions"]
- [e.g. "Make the due dates more specific — use this week's dates"]
- [e.g. "Rewrite in a more casual tone"]
- [e.g. "The task owners are wrong — here's who owns what: ..."]
Please revise and show me the updated version.If you have time, share your tool's link with someone next to you and have them test it with their own notes. Fresh eyes catch things you'll miss. What do they find confusing? What works immediately?
Your custom GPT or Gem works — now let's turn it into a shareable web app anyone can use, no AI account required.
Open your POP-IT build brief again. This time, select the Web App output type. The builder will generate an updated prompt optimized for vibe coding.
Open replit.com and start a new Repl. You can use the AI-assisted setup — just describe what you're building in plain English.
Use the vibe coding prompt from your build brief, or start from this template:
I want to build a simple web app that converts unstructured notes into a structured document.
Here's what it should do:
- User pastes raw notes into a text box
- User selects the output format they want (to-do list, lesson plan, or memo)
- App sends notes to an AI and returns a clean, formatted document
- User can copy or download the result
Ask me questions about my goals before we build.
Keep it simple — I want something I can build in under 1 hour.Replit's AI will generate the app structure for you. Review the plan, approve it, and let it build. Your app will run live in the browser — shareable by link.