What makes AI-organized search folders actually useful?

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OneSearch is built around a simple idea: search should return a structure, not only a ranked list. It clusters fetched results locally and labels groups with Ollama, while keeping every source page one click away.

Before the July 28 launch, I want to understand where this workflow would be most valuable: research, shopping, technical troubleshooting, or something else?

I'd also value thoughts on the trade-off between a lightweight 4B default model and optional 8B/14B models. What would make you trust an AI-created folder label enough to use it?

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