· XingAI Invest AI
Structural Risks in AI Investing Products
The dangerous part of an AI investing product is not only a bad answer. It is a confident answer built on fragile structure.
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· XingAI Invest AI
Why We Flipped V1 Routing to OpenAI-First (and What Comes Next)
Early V1 tried providers in Ollama → Gemini → OpenAI order. The idea: avoid cloud cost until you must.
· XingAI Invest AI
Why We Chose a Hybrid LLM Pipeline: Gemini Screens, OpenAI Decides
Our V1 system uses a fallback chain: try Ollama (local, free), then Gemini, then OpenAI. Whichever model responds first wins. It's resilient, but every model does the exact same…