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GitHub Spec Kit: Toastmasters Assistant
See the text-to-app workflow using GitHub Spec Kit to build a Toastmasters assistant, covering prompt engineering, generated code, and state management fixes.
I am building a web-based “Meeting Assistant” for remote Toastmasters to replace clunky spreadsheets.
In this demo, I will walk through the “text-to-app” workflow using GitHub Spec Kit. I will show the messy reality of AI-assisted development:
The Prompt Engineering: How I spec’d requirements for Agenda Parsing and Role Tracking (Ah-Counter/Timer).
The Code Generation: A look at the artifacts Spec Kit produced.
The Fix: How I iterated on the code to handle real-time state management.
You will see the raw prompts, the generated code, and the live application running. No slides, just the IDE and the browser.