Academic notes, talks, and scholarly writing.https://jobsstroustrup.github.io/en-UShttps://jobsstroustrup.github.io/en/research/aesthetic-sensibility-and-artistic-taste/https://jobsstroustrup.github.io/en/research/aesthetic-sensibility-and-artistic-taste/审美与艺术品味 — 贝多芬奏鸣曲（热情/悲怆/月光）+ Kempff/Serkin 权威版本聆听者；个人网站 Portraits/Sceneries 摄影画廊策划；命名 "Jobs Stroustrup" 致敬乔布斯+C++ 之父；Material Design 取向；古典音乐 ↔ 科学写作 ↔ 产品设计的跨学科...Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/ai-tools-and-productivity/https://jobsstroustrup.github.io/en/research/ai-tools-and-productivity/AI 工具与效率提升 — daily power user of Claude and OpenAI, 自建 Claude Code Skill multi-step 工作流, AGI 安全议题 discussion organizerMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/ai%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%95%88%E7%8E%87%E6%8F%90%E5%8D%87/https://jobsstroustrup.github.io/en/research/ai%E5%B7%A5%E5%85%B7%E4%B8%8E%E6%95%88%E7%8E%87%E6%8F%90%E5%8D%87/AI 工具与效率提升 — daily power user of Claude and OpenAI, 自建 Claude Code Skill multi-step 工作流, AGI 安全议题 discussion organizerMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/algorithms-and-data-structures/https://jobsstroustrup.github.io/en/research/algorithms-and-data-structures/Zhenyu 本科期间（2019-2020）建立的算法与数据结构基础——通过北大 SESSDSA Python 课的三个项目及大四自学深化Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/claude-code-skill-authoring-methodology/https://jobsstroustrup.github.io/en/research/claude-code-skill-authoring-methodology/Zhenyu 自己摸索并实践的 Claude Code Skill 开发范式——SKILL.md 工作流 + 辅助数据文件分层 + human-in-loop + 数据飞轮 + 结构化长期记忆Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/claude-skill%E5%BC%80%E5%8F%91%E6%96%B9%E6%B3%95%E8%AE%BA/https://jobsstroustrup.github.io/en/research/claude-skill%E5%BC%80%E5%8F%91%E6%96%B9%E6%B3%95%E8%AE%BA/Zhenyu 自己摸索并实践的 Claude Code Skill 开发范式——SKILL.md 工作流 + 辅助数据文件分层 + human-in-loop + 数据飞轮 + 结构化长期记忆Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/climate-physics-and-atmospheric-science/https://jobsstroustrup.github.io/en/research/climate-physics-and-atmospheric-science/气候物理与大气科学 — Linear Superposition framework + Nuclear Winter 5-phase + methane 3-scale analysis + Princeton SGS 2024 invited talkMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/embodied-data-collection-methodology/https://jobsstroustrup.github.io/en/research/embodied-data-collection-methodology/具身智能灵巧手训练数据采集方法体系 — 数据金字塔 + 四大核心路径演进 + UMI 范式 vs 灵巧手 scale-up 难度对比Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/entrepreneurship-and-business-development/https://jobsstroustrup.github.io/en/research/entrepreneurship-and-business-development/创业与商务拓展 — early-stage venture co-founding, hospitality / agriculture / apparel-export counterparties, 早期团队组建Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/frontend-and-web-development/https://jobsstroustrup.github.io/en/research/frontend-and-web-development/前端与网页开发 — proficient self-taught, 33 博文 + 单文件 JS+Chart.js 交互工具 + 响应式 CSS (Astro rebuild supersedes 2021 Hexo stack)Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/game-ai-and-control-architecture/https://jobsstroustrup.github.io/en/research/game-ai-and-control-architecture/2019 年 Osmo AI 项目 — reactive+deliberative 混合架构, 状态机, 自适应超参数, 引擎反向工程Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/game-development-with-pygame/https://jobsstroustrup.github.io/en/research/game-development-with-pygame/本科时期 pygame 全栈 2D 游戏开发 — sprite/scene/asset/audio/input + DSL 设计 + 游戏化教育Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/gaussian-process-bayesian-inversion/https://jobsstroustrup.github.io/en/research/gaussian-process-bayesian-inversion/用高斯过程作先验 + MCMC 对超参数采样的贝叶斯反演框架，与经典 Tikhonov/正则化的对偶关系Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/gp-%E8%B4%9D%E5%8F%B6%E6%96%AF%E5%8F%8D%E6%BC%94/https://jobsstroustrup.github.io/en/research/gp-%E8%B4%9D%E5%8F%B6%E6%96%AF%E5%8F%8D%E6%BC%94/用高斯过程作先验 + MCMC 对超参数采样的贝叶斯反演框架，与经典 Tikhonov/正则化的对偶关系Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/hardened-balancing-principle/https://jobsstroustrup.github.io/en/research/hardened-balancing-principle/Caltech DSCOVR retrieval (2021-2022): Zhenyu's generalization of Bauer 2007 Balancing Principle for automatic Tikhonov regularization-parameter selectionMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/hardened-balancing-principle/https://jobsstroustrup.github.io/en/research/hardened-balancing-principle/Caltech DSCOVR retrieval (2021-2022): Zhenyu's generalization of Bauer 2007 Balancing Principle for automatic Tikhonov regularization-parameter selectionMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/high-performance-computing/https://jobsstroustrup.github.io/en/research/high-performance-computing/HPC — proficient (uncommon for an undergraduate), Tianhe-II SLURM + CAM3 aqua-planet, Lawrencium 46k core-hoursMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/inverse-problems-and-regularization/https://jobsstroustrup.github.io/en/research/inverse-problems-and-regularization/离散不适定反问题 (discrete ill-posed inverse problems) 的数学框架 + 正则化参数选择的四种方法（L-Curve / L-Curve Curvature / GCV / Morozov discrepancy principle）对比Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/l-curve-axis-scale-ambiguity/https://jobsstroustrup.github.io/en/research/l-curve-axis-scale-ambiguity/Caltech DSCOVR retrieval (2022-01-08): undergraduate-stage discovery of a σ² vs σ⁴ ambiguity in Hansen's L-curve curvature formula causing 80× λ overestimateMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/l-curve-axis-scale-ambiguity/https://jobsstroustrup.github.io/en/research/l-curve-axis-scale-ambiguity/Caltech DSCOVR retrieval (2022-01-08): undergraduate-stage discovery of a σ² vs σ⁴ ambiguity in Hansen's L-curve curvature formula causing 80× λ overestimateMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/linear-superposition-framework/https://jobsstroustrup.github.io/en/research/linear-superposition-framework/Walker Circulation 对 oceanic forcing 宽度响应的 forcing-response operator 二阶 Taylor expansion + interaction-term-drop 框架Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/linear-superposition-framework/https://jobsstroustrup.github.io/en/research/linear-superposition-framework/Walker Circulation 对 oceanic forcing 宽度响应的 forcing-response operator 二阶 Taylor expansion + interaction-term-drop 框架Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/macos-native-app-automation/https://jobsstroustrup.github.io/en/research/macos-native-app-automation/macOS 上通过 AppleScript + computer-use MCP 自动化原生应用 (private personal automation: social-feed interaction)Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/macos-%E6%A1%8C%E9%9D%A2%E5%BA%94%E7%94%A8%E8%87%AA%E5%8A%A8%E5%8C%96/https://jobsstroustrup.github.io/en/research/macos-%E6%A1%8C%E9%9D%A2%E5%BA%94%E7%94%A8%E8%87%AA%E5%8A%A8%E5%8C%96/macOS 上通过 AppleScript + computer-use MCP 自动化原生应用 (private personal automation: social-feed interaction)Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/mcmc-and-bayesian-inversion/https://jobsstroustrup.github.io/en/research/mcmc-and-bayesian-inversion/Caltech DSCOVR (2021-2022) 研究级能力 + 4 原创贡献 (Hansen σ² vs σ⁴ bug catch + Pre-whitening L-curve + HBP)Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/mcmc-%E8%B4%9D%E5%8F%B6%E6%96%AF%E5%8F%8D%E6%BC%94/https://jobsstroustrup.github.io/en/research/mcmc-%E8%B4%9D%E5%8F%B6%E6%96%AF%E5%8F%8D%E6%BC%94/Caltech DSCOVR (2021-2022) 研究级能力 + 4 原创贡献 (Hansen σ² vs σ⁴ bug catch + Pre-whitening L-curve + HBP)Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/multi-method-comparison-spine/https://jobsstroustrup.github.io/en/research/multi-method-comparison-spine/Zhenyu 跨 7 年至少 8 instances 的 systematic multi-method comparison methodology backboneMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/multi-method-comparison-spine/https://jobsstroustrup.github.io/en/research/multi-method-comparison-spine/Zhenyu 跨 7 年至少 8 instances 的 systematic multi-method comparison methodology backboneMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/numerical-model-source-code-modification/https://jobsstroustrup.github.io/en/research/numerical-model-source-code-modification/GCM/LES 大型陌生 Fortran codebase 上的最小侵入式扩展方法论 — CAM3 + DAM tracer extensionMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/pku-aerosol-senior-thesis/https://jobsstroustrup.github.io/en/research/pku-aerosol-senior-thesis/Senior thesis (2021-2022): MODIS+CALIPSO joint retrieval methodologyMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/pku-aerosol-senior-thesis/https://jobsstroustrup.github.io/en/research/pku-aerosol-senior-thesis/Senior thesis (2021-2022): MODIS+CALIPSO joint retrieval methodologyMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/pku-undergraduate-research/https://jobsstroustrup.github.io/en/research/pku-undergraduate-research/Undergraduate research overview (2018-2022): 4 independent projects across 3 labs / 3 institutionsMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/pku-undergraduate-research/https://jobsstroustrup.github.io/en/research/pku-undergraduate-research/Undergraduate research overview (2018-2022): 4 independent projects across 3 labs / 3 institutionsMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/pku-walker-circulation-research/https://jobsstroustrup.github.io/en/research/pku-walker-circulation-research/Walker Circulation Dynamics @ PKU (2020-2021), independent undergraduate research projectMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/pku-walker-circulation-research/https://jobsstroustrup.github.io/en/research/pku-walker-circulation-research/Walker Circulation Dynamics @ PKU (2020-2021), independent undergraduate research projectMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/pku-walker-hadley-response-research/https://jobsstroustrup.github.io/en/research/pku-walker-hadley-response-research/Walker/Hadley Circulation Response Under Global Warming @ PKU (2019-2020), undergraduate onboarding projectMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/pku-walker-hadley-response-research/https://jobsstroustrup.github.io/en/research/pku-walker-hadley-response-research/Walker/Hadley Circulation Response Under Global Warming @ PKU (2019-2020), undergraduate onboarding projectMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/python-scientific-computing/https://jobsstroustrup.github.io/en/research/python-scientific-computing/Python 科学计算 — 精通级, cross-project scientific code, emcee+healpy+scipy+xarray, 5-language fluencyMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/python-web-automation/https://jobsstroustrup.github.io/en/research/python-web-automation/Python 网页自动化 — 熟练级, 2 小时 GPT-4 辅助速成 Selenium, 写出申根签证 slot 自动监控工具 (BLS Germany Visa 日历轮询+声音告警)Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/python-%E7%A7%91%E5%AD%A6%E8%AE%A1%E7%AE%97/https://jobsstroustrup.github.io/en/research/python-%E7%A7%91%E5%AD%A6%E8%AE%A1%E7%AE%97/Python 科学计算 — 精通级, cross-project scientific code, emcee+healpy+scipy+xarray, 5-language fluencyMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/python-%E7%BD%91%E9%A1%B5%E8%87%AA%E5%8A%A8%E5%8C%96/https://jobsstroustrup.github.io/en/research/python-%E7%BD%91%E9%A1%B5%E8%87%AA%E5%8A%A8%E5%8C%96/Python 网页自动化 — 熟练级, 2 小时 GPT-4 辅助速成 Selenium, 写出申根签证 slot 自动监控工具 (BLS Germany Visa 日历轮询+声音告警)Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/satellite-remote-sensing-and-data-processing/https://jobsstroustrup.github.io/en/research/satellite-remote-sensing-and-data-processing/卫星遥感 — 精通级, MODIS+CALIPSO 联合反演, TROPOMI CH4 sub-pixel discovery, DSCOVR 单点光曲线反演Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/%E5%85%B7%E8%BA%AB%E6%95%B0%E6%8D%AE%E9%87%87%E9%9B%86%E6%96%B9%E6%B3%95%E8%AE%BA/https://jobsstroustrup.github.io/en/research/%E5%85%B7%E8%BA%AB%E6%95%B0%E6%8D%AE%E9%87%87%E9%9B%86%E6%96%B9%E6%B3%95%E8%AE%BA/具身智能灵巧手训练数据采集方法体系 — 数据金字塔 + 四大核心路径演进 + UMI 范式 vs 灵巧手 scale-up 难度对比Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/%E5%88%9B%E4%B8%9A%E4%B8%8E%E5%95%86%E5%8A%A1%E6%8B%93%E5%B1%95/https://jobsstroustrup.github.io/en/research/%E5%88%9B%E4%B8%9A%E4%B8%8E%E5%95%86%E5%8A%A1%E6%8B%93%E5%B1%95/创业与商务拓展 — early-stage venture co-founding, hospitality / agriculture / apparel-export counterparties, 早期团队组建Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/%E5%89%8D%E7%AB%AF%E4%B8%8E%E7%BD%91%E9%A1%B5%E5%BC%80%E5%8F%91/https://jobsstroustrup.github.io/en/research/%E5%89%8D%E7%AB%AF%E4%B8%8E%E7%BD%91%E9%A1%B5%E5%BC%80%E5%8F%91/前端与网页开发 — proficient self-taught, 33 博文 + 单文件 JS+Chart.js 交互工具 + 响应式 CSS (Astro rebuild supersedes 2021 Hexo stack)Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/%E5%8D%AB%E6%98%9F%E9%81%A5%E6%84%9F%E4%B8%8E%E6%95%B0%E6%8D%AE%E5%A4%84%E7%90%86/https://jobsstroustrup.github.io/en/research/%E5%8D%AB%E6%98%9F%E9%81%A5%E6%84%9F%E4%B8%8E%E6%95%B0%E6%8D%AE%E5%A4%84%E7%90%86/卫星遥感 — 精通级, MODIS+CALIPSO 联合反演, TROPOMI CH4 sub-pixel discovery, DSCOVR 单点光曲线反演Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/%E5%8F%8D%E9%97%AE%E9%A2%98%E4%B8%8E%E6%AD%A3%E5%88%99%E5%8C%96/https://jobsstroustrup.github.io/en/research/%E5%8F%8D%E9%97%AE%E9%A2%98%E4%B8%8E%E6%AD%A3%E5%88%99%E5%8C%96/离散不适定反问题 (discrete ill-posed inverse problems) 的数学框架 + 正则化参数选择的四种方法（L-Curve / L-Curve Curvature / GCV / Morozov discrepancy principle）对比Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/%E5%AE%A1%E7%BE%8E%E4%B8%8E%E8%89%BA%E6%9C%AF%E5%93%81%E5%91%B3/https://jobsstroustrup.github.io/en/research/%E5%AE%A1%E7%BE%8E%E4%B8%8E%E8%89%BA%E6%9C%AF%E5%93%81%E5%91%B3/审美与艺术品味 — 贝多芬奏鸣曲（热情/悲怆/月光）+ Kempff/Serkin 权威版本聆听者；个人网站 Portraits/Sceneries 摄影画廊策划；命名 "Jobs Stroustrup" 致敬乔布斯+C++ 之父；Material Design 取向；古典音乐 ↔ 科学写作 ↔ 产品设计的跨学科...Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/%E6%95%B0%E5%80%BC%E6%A8%A1%E5%BC%8F%E6%BA%90%E4%BB%A3%E7%A0%81%E4%BF%AE%E6%94%B9/https://jobsstroustrup.github.io/en/research/%E6%95%B0%E5%80%BC%E6%A8%A1%E5%BC%8F%E6%BA%90%E4%BB%A3%E7%A0%81%E4%BF%AE%E6%94%B9/GCM/LES 大型陌生 Fortran codebase 上的最小侵入式扩展方法论 — CAM3 + DAM tracer extensionMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/%E6%B0%94%E5%80%99%E7%89%A9%E7%90%86%E4%B8%8E%E5%A4%A7%E6%B0%94%E7%A7%91%E5%AD%A6/https://jobsstroustrup.github.io/en/research/%E6%B0%94%E5%80%99%E7%89%A9%E7%90%86%E4%B8%8E%E5%A4%A7%E6%B0%94%E7%A7%91%E5%AD%A6/气候物理与大气科学 — Linear Superposition framework + Nuclear Winter 5-phase + methane 3-scale analysis + Princeton SGS 2024 invited talkMon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/%E6%B8%B8%E6%88%8Fai%E4%B8%8E%E6%8E%A7%E5%88%B6%E6%9E%B6%E6%9E%84/https://jobsstroustrup.github.io/en/research/%E6%B8%B8%E6%88%8Fai%E4%B8%8E%E6%8E%A7%E5%88%B6%E6%9E%B6%E6%9E%84/2019 年 Osmo AI 项目 — reactive+deliberative 混合架构, 状态机, 自适应超参数, 引擎反向工程Mon, 11 May 2026 09:26:31 GMTZhenyu He · Jobs Stroustruphttps://jobsstroustrup.github.io/en/research/%E6%B8%B8%E6%88%8F%E5%BC%80%E5%8F%91-pygame/https://jobsstroustrup.github.io/en/research/%E6%B8%B8%E6%88%8F%E5%BC%80%E5%8F%91-pygame/本科时期 pygame 全栈 2D 游戏开发 — 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