... context in which it s given. At the same time, the model itself has to be designed to handle that context. For instance, I wouldn t expect Gemini 2.5-Pro to manage the same level of complexity as OpenAIo1-Pro. Gemini is optimized for speed and efficiency, not deep reasoning. So even with the most comprehensive prompt, it will still struggle when the task requires complex reasoning. Comment from Jason Gelsomino(@jason_gelsomino): @ahmad63   @marcello_cultrera1  Absolutely ... ... struggle to capture all of those interdependencies in a single pass. Comment from Ahmad(@ahmad63): @jason_gelsomino   @marcello_cultrera1  Beautifully said semantic scaffolding is exactly it. You can feel when a model has structure beneath the surface

... Qoir AI is the Perplexity alternative with additional apps and community features. It starts free. This is what we have been building and about to launch. DeepSeek recently released the R1 model which is the open source alternatives