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A production AI platform I built and run 24/7 on my own Linux VPS, several LLM-powered tools in one interface:
• Learn — an AI tutor with spaced-repetition flashcards that generates lessons, quizzes, and hints across subjects, with per-user progress tracking.
• Hub Brain — an autonomous agent that reviews system activity on a schedule and posts grounded, cited summaries (no claim without a source reference), pushed to my phone.
• Dinner — an AI agent that reads my pantry inventory and drafts complete, kitchen-ready recipes nightly via a multi-model LLM cascade (Gemini → Claude → Cerebras), delivered to Discord.
Stack: Python backend, multi-provider LLM integration (Claude, Groq, OpenRouter, Gemini), SQLite, web push, cron scheduling, Caddy + PM2. Shipped and running in production, not prototyped.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Most AI design tools get tested on what they can generate. I tested Claude Design on whether it could work inside a system that already existed.
What I loved about it is that it reasons before it builds. It had a point of view. It flagged its own mistakes before I caught them.
What slipped a bit for me: give it nuanced information and it'll smooth it over to sound cohesive. It can lose accuracy chasing consistency.
It's more of a thinking collaborator than a generator - but the judgment calls are still yours.
Where do you draw the line with AI in your creative process? Drop it below.
(Full Breakdown👇🏻)
The formatting toolbar is the most opinionated rectangle in any writing app.
Every icon, tooltip delay, and shortcut hierarchy is a tiny argument about how you write. Here's how we settled ours for Blank Page.
This is very well thought out. You can clearly see both strategy and design working together.
When I was little, I used to sit on a bench in the park near my house and imagine I was somewhere else entirely.
Underwater, breathing with the fish. In a city made of shadows. Standing in a temple made of light.
I think every kid does that. You sit still on the outside, but inside you're visiting five worlds at once.
That idea stuck with me. What if you could actually see those worlds? What if one ordinary photograph could crack open into five impossible realities — and you could watch a girl live inside each one?
That became "One Photo. Five Worlds."
I started with the most mundane image I could think of: a bored girl sitting on a park bench on a gray Tuesday afternoon. Then I used Melius to transform that single moment into five cinematic universes:
🌊 The Deep — An underwater kingdom where her hair floats weightlessly and jellyfish drift past her fingertips. She reaches out in wonder.
🔥 The Remains — A post-apocalyptic wasteland where she stands on the rusted bench, scanning the horizon. Everything ended. She did not.
✨ The Glow — An enchanted bioluminescent forest where she kneels in the moss, laughing as fireflies land on her shoulders.
🎬 The Shadow — A 1940s film noir city in black and white, with one amber neon sign as the only color. She looks over her shoulder like a tiny detective.
⛅ The Divine — A mythological temple bathed in god-rays, where she stands with her face tilted toward the heavens. She was never ordinary. The world just forgot.
In every world, her outfit transforms. The bench transforms. The lighting physically touches her skin. She's not placed in front of these worlds. She's inside them.
The only constant across all five realities is her face and a tiny silver star necklace.
Feedback on Melius:
Melius turned what would have been weeks of multi-tool work into one afternoon on one canvas — the visual pipeline from GPT Image 2 to Seedance 2.0 made cinematic world-building feel effortless.
impressive.
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