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Show HN: Thumbgen – AI-generated thumbnails in seconds

Hacker News - Mon, 04/21/2025 - 9:06pm

We created Thumbgen, a web-based platform that uses AI to generate high-performance thumbnails for video content.

The idea started from a simple observation: thumbnails directly influence click-through rates, yet most creators spend disproportionate time designing them manually or rely on generic tools.

Thumbgen uses prompt-based image generation models (via OpenAI and Replicate) combined with template intelligence and real-time feedback to craft thumbnails optimized for visibility and engagement. The system is designed for creators who value speed, precision, and visual consistency.

Built with Next.js and Tailwind CSS, Thumbgen prioritizes performance and simplicity. There is no required design knowledge. Users simply describe what they want, and the system handles the rest.

Currently at 2,000+ concurrent users and growing, the platform is still evolving. We are exploring native YouTube integrations, A/B testing capabilities, and localized thumbnail adaptation.

Would appreciate feedback from the HN community regarding performance, infrastructure decisions, or use cases we might be overlooking.

Lhttps://thumbgen.app

Comments URL: https://news.ycombinator.com/item?id=43758172

Points: 1

# Comments: 0

Categories: Hacker News

Show HN: NeuralFoundations – Build Neural Networks with Atomic Primitives (*.py)

Hacker News - Mon, 04/21/2025 - 8:42pm

I've started building Neural Foundations, a Python library to explore the first principles of neural networks by constructing them from atomic primitives (cells, layers, activations, etc.). Inspired by the Asimov Institute's "Neural Network Zoo".

This is an early-stage playground aimed at those who really want to explore and internalize NN fundamentals by diving into and hacking the foundational_nn and architecture_nn packages, which are then used to build models in models_nn.

While you won't find Transformer architectures here yet, the library essentially provides all the building blocks to (eventually) create everything from the Neural Network Zoo infographic.

I'm also keen on visualizing simpler architectures (beyond just the TUI), which should be a relatively easy entry point for contributions. So, if you're interested in getting involved, contributions to the visualization (or any other!) module are very welcome!

I'm also open to discussion about the project structure, ways in which it might be run, potential use cases, and any other ideas you might have. Let's build this together!

Check out the code and interactive TUI for experimentation: https://github.com/ndjuric/neural_foundations/tree/main

Note: it's in the earliest possible development stage :)

Comments URL: https://news.ycombinator.com/item?id=43758028

Points: 1

# Comments: 0

Categories: Hacker News

Math Academy

Hacker News - Mon, 04/21/2025 - 8:28pm

Article URL: https://mathacademy.com/

Comments URL: https://news.ycombinator.com/item?id=43757933

Points: 1

# Comments: 0

Categories: Hacker News

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