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Everything you need to know about AI engineering from a machine learning infra engineer at Google. Click to read Society's Backend, by Logan Thorneloe, a Substack publication with thousands of subscribers.

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Google I/O 2025 was an AI-fest with updates to Gemini, AI Studio, and the Gemini API. Veo 3 is the first video generation model with native audio generation. Flow is an AI-powered filmmaking product. Google also announced Gemma 3n...
The term 'agentic engineer' has gained momentum due to AI advancements. An agentic engineer identifies high-impact work and takes initiative to solve problems. They understand business objectives, are curious, and are not stopped ...
The text discusses the importance of AI for software engineers, the impact of AI on the software engineering job market, and the need for software engineers to learn AI skills. It also provides resources for learning AI and machin...
The article discusses the importance of creative AI and its adoption in professional work. It highlights the struggle of generative AI in proving its value and emphasizes the need for creative professionals to onboard to prove its...
The text discusses the latest advancements in AI, including new models introduced by Google and OpenAI, and the release of OpenAI Codex CLI. It also covers various discussion points such as the importance of software engineers in ...
The text discusses the cost and challenges of achieving a 10 million token context window for machine learning models. It explains the computational and financial costs involved in training and hosting such models, and the limitat...
The release of the Llama 4 family of models from Meta was the largest news this week. The models include Scout, Maverick, and Behemoth. Benchmarks boast the Llama models beating all competitors except Gemini 2.5 Pro, but real-worl...
The text describes the author's journey to becoming a machine learning engineer at Google without an advanced degree. It took six years from the start of college to landing the job at Google. The author emphasizes the importance o...
The text discusses the importance of AI in education, OpenAI's recent developments, and the influence of technology on people. It also mentions the value of foundational models and the impact of technology products on people's beh...
The text discusses three common assumptions that can sabotage a tech career. The first is the belief that one is not capable of working at a certain company, the second is the assumption that being rejected by a company once means...
The text discusses the use of AI in the interview process, the importance of learning to code, and the release of Gemini 2.5 Pro and GPT-4o. It also highlights Waymo's expansion and the impact of machine learning and software engi...
The text discusses the importance of staying informed about AI and machine learning, and the prevalence of misinformation on social media. It also highlights the need for digital security and the recent court ruling that AI-genera...
The text is a guide to learning machine learning engineering, written by a software engineer at Google with experience in machine learning. It includes information on the definition of a machine learning engineer, reasons to becom...
The text is a weekly email summarizing the most important developments in AI for software engineers. It covers topics such as Manus, Model Context Protocol (MCP), Google's AI releases, Andrew Ng's argument for learning to code, an...
The text discusses the recent developments in AI, including the release of GPT-4.5, Mistral OCR, and Apple's delay in releasing an AI-based Siri. It emphasizes the importance of understanding business decisions and the impact of A...
The article discusses the impact of AI on software engineering, particularly in terms of debugging and coding. It highlights the importance of not letting AI debug for you, and instead using it as a tool to code with you. The auth...
The text discusses the latest advancements in AI and machine learning, including new models and tools, acquisitions, and their implications for software engineering. It also highlights the potential of AI in healthcare and robotic...
The text discusses the recent advancements in AI models, particularly reasoning models, and their impact on AI capabilities. It also highlights significant releases by Microsoft and Google in the field of quantum computing and AI ...
The author discusses the difficulties of finding AI jobs due to vague job listings and unrealistic requirements. They provide an overview of the AI job market, including common requirements and average pay. The author also lists s...
The text discusses various events and resources related to AI, including YCombinator's AI Startup School, the Paris AI Summit, Elon Musk's bid for OpenAI, Yann LeCun's views on LLMs, and the impact of AI on society. It also highli...
The text discusses various AI-related topics, including potential legislation to ban DeepSeek, Google's Gemini 2.0 suite of models, OpenAI's Deep Research and Operator, data localization regulations, transformer LLMs, AI engineeri...
The text discusses how AI companies navigate data privacy regulations, which restrict access to personal information for a country's citizens. It explains the reasons behind these regulations, the impact on companies and citizens,...