by Kevin Roose · 481pp · 151,124 words
seniority, OpenAI’s engineers worked in a huge, unified code repository known as a monorepo. In addition to finished models, the monorepo contained OpenAI’s entire trove of research secrets. Rather than giving Microsoft engineers access to the monorepo, OpenAI built a separate, smaller repository for them to work in. OpenAI’s executives
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GPT-4’s training architecture—one of the company’s biggest trade secrets—were to leak to a competitor. An engineer briefly deleted OpenAI’s monorepo, the giant database that contained all the company’s code. A member of OpenAI’s policy team dug up a number of strange and controversial
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: AI Overviews integration; Bard launch sprint (see also Bard launch); green lane review process; OpenAI version of; publication policy changes; TPU consolidation code repository, see monorepo Codex release Coefficient Giving cognitive agents; see also Legg, Shane: artificial general intelligence term popularization Cohere command-line interface Commerce Department commercialization of AI research
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’s architecture ML, see machine learning Model Evaluation & Threat Research; see also red-teaming model welfare Modi, Narendra MoE, see mixture-of-experts Mollick, Ethan monorepo Morrison, Toni Moskovitz, Dustin Mostaque, Emad Moult, John Mountain View: DeepMind relocation resistance; Gemini team meetings; Google DeepMind merger (see also Google Brain and DeepMind
by Nadia Eghbal · 3 Aug 2020 · 1,136pp · 73,489 words
many repositories, each of which contains a smaller amount of code. These repositories can all live under a single GitHub organization. Other projects adopt the monorepo philosophy, managing large amounts of code under a single repository. GitHub repository for CPython.79 At minimum, open source projects hosted on GitHub can be
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.github.com/en/github/administering-a-repository/about-required-status-checks. 223 Alan Zeino, “Faster Together: Uber Engineering’s IOS Monorepo,” Uber Engineering (blog), March 6, 2017, https://eng.uber.com/ios-monorepo/ 224 Steve Klabnik (@steveklabnik), “Today I glanced at some numbers . . .,” Twitter, June 14, 2019, 11:17 a.m., https
by Will Larson · 19 May 2019 · 227pp · 63,186 words
stay one step ahead of our users. This paper is particularly impressive when you consider the difficulties that companies run into as they scale Git monorepos (talk to an ex-Twitter employee near you for war stories). “Large-Scale Automated Refactoring Using ClangMR” Large codebases tend to age poorly, especially in
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the case of monorepos storing hundreds or thousands of different teams collaborating on different projects. This paper covers one of Google’s attempts to reduce the burden of maintaining
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their large monorepo through tooling that makes it easy to rewrite abstract syntax trees (ASTs) across the entire codebase. From the abstract: In this paper, we present a
by Titus Winters, Tom Manshreck and Hyrum Wright · 17 Mar 2020 · 214pp · 31,751 words
will already be on that same version, so they can happily coexist. The one-version rule is discussed further in the context of a large monorepo in “Dependency Management.” Transitive External Dependencies Dealing with the transitive dependencies of an external dependency can be particularly difficult. Many artifact repositories such as Maven
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of Google’s source tree. However, this works at Google only because Google’s source control system is custom-built to handle an extremely large monorepo, so vendoring might not be an option for other organizations. Conclusion A build system is one of the most important parts of an engineering organization