Inspiration

Information in Discord is lost. You cannot find it on Google, and people ask the same questions over and over again. Discord is where communities live, but it's also where information goes to die.

What it does

Verta captures Discord conversations, makes them searchable, and turns community knowledge into something permanent and useful. It provides a knowledge management system for Discord communities with a frontend for browsing, search functionality, and intelligent question answering

How we built it

I used Kiro's spec-driven development approach with lightweight, focused specs instead of bloated documentation. The workflow involved writing specs, creating design proposals, iterating until solid, then implementing. The system includes a frontend, backend API for Discord actions, ML service for embeddings and search, vector database, and background workers for syncing messages.

Accomplishments that we're proud of

Happy to get a real, complex system of the ground powered by positive vibes!

What we learned

The power of spec driven development - this really makes the difference when working on larger projects with AI

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