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Twisted-Code'r
Twisted-Code'r

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I built a viral content engine with Next.js 15 β€” Why I chose "Guest-First" architecture πŸ‘»

I’ve just deployed Ghost Operator, an AI tool designed for short-form content creators. One of the main goals for this MVP was to remove every possible barrier to entry.

The Strategy: Instant Value, Zero Commitment

I implemented a logic shift that allows anyone to use the tool immediately. You paste a YouTube transcript and get 5 viral assets (Hooks, Captions, Hashtags, Thumbnail Text, and Titles) in under 2 seconds.

The Technical Hook:

  • 100% Free: Leverages the Groq API (Llama 3.3) for blazing-fast generation at no cost to the user.
  • Ephemeral Guests: To keep the database lean and the UX fast, nothing is saved as a guest.
  • Persistence on Demand: The app only triggers Supabase storage logic once a user creates a free account. This keeps the initial experience "ghost-like"β€”fast, anonymous, and effective.
  • Just drop the youtube link or transcript and see the speed and efficiency like Ghost.

The Stack:

  • Framework: Next.js 15 (App Router)
  • AI: Groq AI (Llama 3.3 70B)
  • Database: Supabase / PostgreSQL
  • Styling: Tailwind CSS / shadcn/ui

Check out the "Zero-Friction" flow here: ghostoperator-app.vercel.app

Preview

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