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

A hands-on comparison of Hasselblad X1D medium format vs full frame cameras: image quality advantages exist, but speed and usability issues make full frame more practical for most users.

Connecting photography concepts with optics: glasses diopter equals 1/focal length, aperture affects depth of field and diffraction, and macro lens design for close focusing.

Creating gigapixel panoramas with Leica SL and vintage R lenses: from Seattle skyline to macro photography of watches and dollar bills, with tips for successful stitching.

基于Caffe的斗图机器人：用深度学习提取表情特征，在数据库中找最近邻实现自动回复，效果意外地好但也暴露了ImageNet预训练模型在二次元表情上的局限。

微信机器人功能升级：群标签云统计、个人发言分析、活跃度可视化，并接入ElasticSearch和Kibana实现实时监控，算法从TF升级到TF-IDF。

探讨聊天机器人的核心价值：利用聊天记录做跨群转发、主题归并、脉络梳理和统计分析，让碎片化信息变得有组织，提供比单纯推送更独特的价值。

阿拉斯加冬季看极光攻略：科学穿衣方法、极光预报原理、相机拍摄技巧（电池保暖、防雾）、租车与跟团选择建议。

Build a Raspberry Pi-based air quality monitoring system with gas and dust sensors, plus a DIY air purifier using a box fan and MERV 13 filter.

用树莓派加MQ135等气体传感器搭建空气质量监控系统：MCP3008模数转换、tornado后端web前端实现数据可视化，以及树莓派Zero焊接无线网卡的硬核折腾。

基于ESP-8266和PIR传感器实现智能灯光控制：人体感应自动开灯、睡眠模式区分日夜亮度、IFTTT联动日出日落状态切换，打造人性化夜间照明体验。