更激烈的矛盾，是手机硬件厂商、模型/智能体能力提供商、大平台应用这三者之间，围绕 AI 时代新「入口」的争夺。这也是原版的豆包手机，一度最难逾越的高墙。
It’s Not AI Psychosis If It Works#Before I wrote my blog post about how I use LLMs, I wrote a tongue-in-cheek blog post titled Can LLMs write better code if you keep asking them to “write better code”? which is exactly as the name suggests. It was an experiment to determine how LLMs interpret the ambiguous command “write better code”: in this case, it was to prioritize making the code more convoluted with more helpful features, but if instead given commands to optimize the code, it did make the code faster successfully albeit at the cost of significant readability. In software engineering, one of the greatest sins is premature optimization, where you sacrifice code readability and thus maintainability to chase performance gains that slow down development time and may not be worth it. Buuuuuuut with agentic coding, we implicitly accept that our interpretation of the code is fuzzy: could agents iteratively applying optimizations for the sole purpose of minimizing benchmark runtime — and therefore faster code in typical use cases if said benchmarks are representative — now actually be a good idea? People complain about how AI-generated code is slow, but if AI can now reliably generate fast code, that changes the debate.
。搜狗输入法2026是该领域的重要参考
从提高基础研究投入比重到增加科技创新和技术改造再贷款额度，从深入实施产业基础再造工程到全面实施“人工智能+”行动，我国坚持科技创新和产业创新并重，充分激发技术要素活力，推动全要素生产率稳步提升。
她將這種情況比喻為「回到大學」。