Leading Chipmaker Details on Page 38 AI User + Usage + CapEx Growth = Unprecedented 2.2 Internet vs. Leading USA-Based LLM: Total Current Users Outside North America Note: LLM data is for monthly Monetization Threats = Rising Competition + Open-Source Momentum + China’s Rise 5 Leading USA LLMs vs. China LLM Desktop User Share Note: Data is non-deduped. Share is relative, measured across six leading Monetization Threats = Rising Competition + Open-Source Momentum + China’s Rise 5.1 China vs. USA vs. Rest of World Industrial Robots Installed Note: Data as of 2023. Source: International Federation

will fail. We code the feature. We re-run our tests, changing the code until it passes. The advantages of TDD is: It gives us quick feedback when changes arises. Constantly testing the code to ensure that other existing functionality. The focus of our TDD methodology is 3 main areas: Develop maintainable code - Ensure good foundation for stable development & improvement. Constant feedback - Testing features perspective. Code Development & Maintenance The initial proposal was to port all the current code directly to the new Blender Python API. See Code Porting Strategy Additionally It was decided that as code was

will fail. We code the feature. We re-run our tests, changing the code until it passes. The advantages of TDD is: It gives us quick feedback when changes arise. Constantly testing the code to ensure that other existing functionality. The focus of our TDD methodology is 3 main areas: Develop maintainable code - Ensure good foundation for stable development & improvement. Constant feedback - Testing features tools, think about user perspective. Code Development & Maintenance The initial proposal was to port all the current code directly to the new Blender Python API. See Code Porting Strategy Additionally It

fail. • We code the feature. • We re-run our tests, changing the code until it passes. The advantages of TDD is: • It gives us quick feedback when changes arise. • Constantly testing the code to ensure existing functionality. The focus of our TDD methodology is 3 main areas: • Develop maintainable code - Ensure good foundation for stable development & improvement. • Constant feedback - Testing features tools, think about user perspective. Code Development & Maintenance The initial proposal was to port all the current code directly to the new Blender Python API. See Code Porting Strategy Additionally •

functionality we want. • We run the test, initially it will fail. • We code the feature. • We re-run our tests, changing the code until it passes. The advantages of TDD is: • It gives us quick feedback changes arises. 27 Blender NIF Plugin Documentation, Release 2.6.0a0.dev4 • Constantly testing the code to ensure that it is doing what is meant to do, no assumptions. • When things break, it narrows the existing functionality. The focus of our TDD methodology is 3 main areas: • Develop maintainable code - Ensure good foundation for stable development & improvement. • Constant feedback - Testing features

in turn can make code more bug-prone and harder to read and maintain. The goal of this guide is to manage this complexity by describing in detail the dos and don’ts of writing C++ code. These rules exist keep the code base manageable while still allowing coders to use C++ language features produc- tively. Style, also known as readability, is what we call the conventions that govern our C++ code. The term spent reading most of our code than writing it. We explicitly choose to optimize for the experience of our av- erage software engineer reading, maintaining, and debugging code in our codebase rather than

AI 代码编辑器：Project IDX 2023 年 8 月，Meta 开源了号称是编程领域 “最先进的大语言模型”——Code Llama，完全免费且可用于研究和商业用途。 百川智能发布 Baichuan2-192K 大模型 最 Meta 代码生成大模型：Code Llama OpenAI 开发者大会宣布 GPTs 商店 用“磁链链接”发布的 Mixtral 8x7B ——全球首个开源 Studio for Mac 的退役公告。未来， 开发团队将专注于增强 Visual Studio 和 VS Code，优化它们以进行跨平 台开发。 Visual Studio for Mac 退役后，微软方面仍会为 Mac 开发者提供替代方 案，例如 C# Dev Kit for VS Code 和其他扩展。 开源富文本编辑器 wangEditor 暂停维护 开源 Web 富文本编辑器 wangEditor 编程语言开放下载 Mojo 是 Modular AI 公司开发的新编程语言，它结合了 Python 的易用性 以及 C 语言的可移植性和性能，目标是使其成为 AI 研究和生产的理想选 择。 VS Code 实现“浮动窗口”特性 在 2023 年 11 月 发 布 的 vscode October 2023 (version 1.84) 更新中， 开发者呼声极高的 vscode “浮动窗口” 特性（预览特性）终于实现。

Sources  Archival publications, awareness of peer-review  From right communities (e.g., ML systems vs ML algorithms)  Reputation of website, authors, etc  Recap: Give Credit  Cite broadly, give credit you get what it’s about  1st sentence/label: topic sentence  #2 Fast Reading  Normal reading vs reading w/o vocalization  Avoid need for rereading text  Back/forward references,  Misplacement quality, constructive feedback and recommendations, widen own horizon  Lots of similarities to code reviews in OSS  Learning by What NOT to Do  Accept if no time to review  The Goldilocks Method

Writing  Classification of Scientific/Technical Documents  Formal vs informal writing, cumulative?, single vs multi-author  Archival vs non-archival publications  Scientific Writing Skills are crucial top-tier conferences/journals (act as filter)  Make the paper useful for others (ideas, evidence, code)  Example (my own theses/books)  Seminar (~bachelor), 5 months, 446 pages  Diploma (~master), Writing/Research  Document  Incremental refinement of drafts  Paper Submission Cycle  Blind vs double-blind submission  Revisions and Camera-ready  Similar: bachelor/master thesis  drafts to

whether that's resolving a customer service issue, booking a restaurant reservation, committing a code change, 
 or generating a report. Applications that integrate LLMs but don’t use them to control Explicit guidelines and guardrails defining how the 
 agent behaves Here’s what this looks like in code when using OpenAI’s Agents SDK. You can also implement the same concepts using your preferred library for in print "Translate 'hello' to Spanish, French and Italian for me!" Translation step: Declarative vs non-declarative graphs

 Some frameworks are declarative, requiring developers to explicitly define