... 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 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 search and Qoir writer app internally while we are building Qoir AI. Comment from Boyuan Qian(@boyuan_qian): @amandanicoleharris searching capability is crucial for AI to build a more trustable knowledge base. Would you open to alternative AI apps that can combine search and productivity workflows? Comment from Boyuan Qian(@boyuan_qian): @harrisi253 ... ... Qoir AI is the Perplexity alternative