Phi-4-reasoning-vision and the lessons of training a multimodal reasoning model

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#3. Model updates are almost a free lunchJust the last ~6 months, the upgrade from OpenAI GPT-4.1 to GPT-5.1 (let’s not mention the dreadful GPT-5) was night and day: better answers, more reliable tool calls, faster responses, less processing errors, better schema output. You can see similar patterns for the Opus 4.5 to Opus 4.6 and the Gemini upgrades.

Boring or bust新收录的资料对此有专业解读

The macros (or in debug mode is inline function) that work on Lisp_Object follow a naming convention:

assert comp(id(2), x) == x

Britain’s,详情可参考PDF资料

现在璞泰来自己布局基膜生产,实现 “自产基膜+自做涂覆” 的一体化,相当于 “自己建毛坯墙、自己装修”:一来,不用再给别人付基膜的钱,把基膜的利润自己赚了;二来,能自主控制基膜的原材料成本,减少外部材料波动的影响;三来,重点赚涂覆那道高附加值的钱,相当于 “一份基膜,赚两份利润”,这就是璞泰来膜产品业务快速发展、盈利能力提升的核心原因。

Nature, Published online: 24 February 2026; doi:10.1038/d41586-026-00530-y。新收录的资料对此有专业解读

关键词:Boring or bustBritain’s

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