An engineering notebook on AI, systems, and everyday experiments.

AI帮忙写的文章空中楼阁，不是AI写得不好，是我没喂够context。作为Manager要审核输出，作为Enabler要提供长期积累。判断界限才是协作的开始。

An AI-assisted article failed not because AI wrote poorly, but because I didn't feed it enough context. As Manager, verify output; as Enabler, provide your accumulated materials. Defining boundaries is where collaboration begins.

探讨AI如何通过速度和并行而非智能来变革创意。当时间被压缩、空间被展开，创造从深思熟虑转向遍历筛选，从线性推进变为反馈驱动的进化系统，人类角色也从创作者转向边界设计者。

Explores how AI transforms creativity through speed and parallelism rather than intelligence. When time compresses and space expands, creation shifts from deliberation to exhaustive search, from linear progression to feedback-driven evolutionary systems.

Prompt不是需求本身，而是用信息搭建的临时世界。新模型实现了context-driven emergence：AI在沉浸式语境中被迫变聪明，从你的草稿和删除痕迹中长出更懂你的能力。

A prompt is a temporary world you construct with information. New models enable context-driven emergence—AI becomes smarter within immersive context, learning your preferences and style from unfinished drafts and deleted text.

从内容火爆和项目成败的随机性出发，探讨运气作为影响成功概率的底层参数，分析努力与成功之间的结构性关系，以及如何理解命运与个人奋斗。

A philosophical exploration of fate and success, proposing that luck acts as underlying parameters affecting outcome probabilities, and examining the structural relationship between effort and achievement.

回看AI转录的生活录音，意外成为低成本自省契机：AI像Life Coach一样帮我分析会议暗流、发现方案盲点、识别情绪模式，让我用前所未有的方式实践"吾日三省吾身"。

Reviewing transcribed life recordings unexpectedly became a powerful reflection tool. AI acts as a life coach—analyzing meeting dynamics, spotting blind spots, and enabling "three daily self-examinations" at near-zero friction.