Everyone's Going Crazy About Devin

Josh tried coding
13 Mar 202409:03

TLDRCognition Labs' AI software engineer, Devon, has made headlines with its ability to pass engineering interviews and perform real jobs on Upwork. Despite skepticism, Devon has demonstrated impressive coding capabilities, scoring 13.8% unassisted success on the W Benchmark. With features like a built-in code editor and browser, Devon showcases potential for assisting software engineers, though it's not yet ready to replace human expertise entirely.

Takeaways

  • 📢 A recent announcement introduced Devon, the first AI software engineer, which has garnered significant attention and skepticism.
  • 🤖 Devon's capabilities include passing engineering interviews and performing real jobs on platforms like Upwork, raising questions about the future of software engineering careers.
  • 🏢 The company behind Devon, Cognition Labs, is relatively unknown but has managed to secure $21 million in funding, indicating strong investor confidence.
  • 🛠️ Devon's performance on the GitHub Benchmark is notable, solving about 13.8% of problems without human assistance, a significant improvement from previous models.
  • 📈 The announcement highlights Devon's potential to assist software engineers by handling coding problems and offering solutions more efficiently.
  • 🤔 Despite the impressive demos, Devon's current limitations include lack of public access and the need for further validation of its capabilities.
  • 🔍 The video script provides a critical perspective on the hype surrounding Devon, questioning whether it can truly replace human software engineers.
  • 👀 Cognition Labs' website lists open positions, suggesting that while Devon is advanced, human expertise is still required in the company.
  • 🔧 Devon's features include an integrated Shell Code editor, web browser, and planner, showcasing its potential for real-world application and interaction.
  • 🚀 The script discusses various demos of Devon's capabilities, such as learning unfamiliar technologies, contributing to production repositories, and even creating Chrome extensions.
  • 💡 The overall message is that while Devon represents a significant step forward for AI in software engineering, it is not yet ready to fully replace human developers and may instead serve as a powerful tool to aid them.

Q & A

  • What is the main announcement that shocked the world?

    -The main announcement is about Devon, the first AI software engineer, which has been claimed to be capable of passing actual engineering interviews and performing real jobs on platforms like Upwork.

  • What is the background of Cognition Labs, the company behind Devon?

    -Cognition Labs is a relatively new company that secured $21 million in funding led by the Founders Fund. They have a limited online presence, having joined Twitter as late as January 2024 and having a YouTube channel with very recent content.

  • What is the significance of Devon's performance on the WM Benchmark?

    -Devon's performance on the WM Benchmark is significant because it can solve about three times as many problems unassisted compared to other models. It has an ability to solve 13.8% of problems without any human assistance, which is an impressive feat considering the advancements in AI from the previous year.

  • What are some of the capabilities of Devon that were showcased in the demo?

    -In the demo, Devon showcased capabilities such as interacting through a chat interface, using a built-in Shell Code editor and web browser, executing Python code, and solving code problems sequentially with the help of a planner that lists tasks.

  • How does Devon's ability to learn unfamiliar technologies and contribute to real-world enterprise scenarios demonstrate its potential?

    -Devon's ability to learn unfamiliar technologies and contribute to real-world enterprise scenarios shows its potential to adapt to new coding environments and assist in maintaining and improving existing codebases, which could significantly enhance productivity in software development.

  • What is the criticism regarding Devon's request for GitHub usernames and passwords?

    -The criticism is that asking for GitHub usernames and passwords to push changes to a repository poses a security risk, as it could potentially lead to unauthorized access and misuse of sensitive information.

  • What is the current limitation of Devon in terms of public access?

    -As of the time of the script, Devon is not yet available for public access, which means its capabilities cannot be fully tested and verified by the general public.

  • How does the speaker view the potential of AI like Devon in the context of software development?

    -The speaker believes that while AI like Devon can be helpful in finding solutions faster and assisting in certain code scenarios, it is far from replacing software developers entirely. They suggest that AI might shift the focus of human work to more high-level tasks like application planning and software design.

  • What is the irony mentioned in the script regarding Cognition Labs' use of Google Forms?

    -The irony is that despite Cognition Labs developing Devon, an AI software engineer, they chose to use Google Forms for onboarding instead of utilizing Devon to create a web app, highlighting that even with advanced AI, traditional tools are still considered reliable and practical.

  • What is the speaker's overall opinion on the current state of AI in software development?

    -The speaker is skeptical about the current state of AI in software development, citing past experiences with AI tools that were not useful for complex tasks beyond basic algorithmic work. They believe that while AI can assist and improve certain aspects, it is not yet at a stage where it can replace human software engineers.

  • What was the outcome of the attempt to give Devon real jobs on Upwork?

    -Devon was reportedly able to complete two real jobs on Upwork, which the speaker finds impressive. However, they also acknowledge that this might be a cherry-picked example and not representative of Devon's overall capabilities.

Outlines

00:00

🤖 Introduction of Devon: The AI Software Engineer

The video script introduces Devon, an AI software engineer developed by Cognition Labs that has garnered significant attention. Devon is claimed to be capable of passing engineering interviews and performing real jobs on platforms like Upwork. The company behind Devon, Cognition Labs, is relatively unknown but has managed to secure $21 million in funding. Devon's performance on the WeBench Benchmark is highlighted, where it solves three times as many problems unassisted compared to other models, with a success rate of 13.8% in passing unit tests. The video discusses the potential implications of Devon's capabilities for the software engineering community, suggesting both opportunities and threats to traditional career paths.

05:02

🚀 Devon's Capabilities and Public Perception

The script delves into Devon's ability to learn unfamiliar technologies, contribute to production repositories, train its own AI models, and perform tasks on Upwork. It also addresses the public's mixed reactions to Devon, with software engineers seeing potential in its applications while others express concerns about job displacement. The video presents demos of Devon's functionalities, including its built-in Shell Code editor, web browser, and interaction capabilities. However, it notes that Devon is not yet publicly accessible, and its actual performance remains to be seen. The video concludes with a critical view of AI's track record and suggests that Devon may assist in high-level software development tasks rather than replace human engineers entirely.

Mindmap

Keywords

💡AI software engineer

The term 'AI software engineer' refers to an artificial intelligence system, named Devon, that is designed to perform tasks typically associated with software engineering. In the context of the video, Devon is portrayed as being capable of passing engineering interviews and completing real jobs on platforms like Upwork. This concept challenges traditional notions of AI capabilities and raises questions about the future of employment in software development.

💡Cognition Labs

Cognition Labs is the company behind the development of Devon, the AI software engineer. The company appears to be relatively new, having joined Twitter in January 2024, and has managed to secure $21 million in funding. This highlights the significant interest and investment in AI technologies that can potentially disrupt traditional software engineering roles.

💡E Bench Benchmark

The E Bench Benchmark is a measure used to evaluate the performance of large language models on real-world coding issues. These issues are collected from open-source repositories on GitHub, and the models are tasked with solving coding problems by generating code that passes unit tests. The benchmark provides a score based on the model's ability to solve problems without human intervention.

💡Unit tests

Unit tests are a type of software testing where individual units or components of a software program are tested to determine if they are fit for their intended purpose. In the context of the video, unit tests are used to evaluate the effectiveness of Devon's code generation, where the AI must write code that successfully passes these tests to receive a score.

💡Open source repositories

Open source repositories are platforms, such as GitHub, where developers can store and share their code with the public. These repositories are used in the E Bench Benchmark to provide real-world coding issues that AI models like Devon are tasked with solving.

💡Codebase

A codebase refers to the entire collection of source code used to build a particular software application or system. In the context of the video, Devon is given a random open source codebase and is tasked with addressing specific issues or generating fixes within that codebase.

💡Web app

A web app, or web application, is a software application that runs on a web server and is accessed via a web browser. In the video, the mention of a web app for onboarding suggests the creation of an application to guide new users through the initial setup or introduction process.

💡GitHub

GitHub is a web-based hosting service for version control and collaboration that allows developers to store and manage their code, track changes, and collaborate on projects. It is central to the open-source community and is used in the video to illustrate Devon's ability to interact with real-world software development workflows.

💡Chrome extension

A Chrome extension is a software add-on that extends the functionality of the Google Chrome web browser. These extensions can modify the browser's appearance, add new features, or interact with web pages in various ways. In the video, the creation of a Chrome extension by Devon demonstrates its practical application in software development tasks.

💡Upwork

Upwork is a global freelancing platform that connects businesses and independent professionals for various projects, including software development. In the context of the video, Devon's ability to complete real jobs on Upwork is presented as evidence of its practical utility and potential to assist or even replace human software engineers in certain tasks.

💡Software developers

Software developers are professionals who create, maintain, and improve software applications and systems. In the video, the reaction of software developers to Devon's capabilities is mixed, with some seeing it as a tool to enhance productivity and others expressing concern about the potential for AI to replace human jobs in the field.

Highlights

Announcement of Devon, the first AI software engineer capable of passing actual engineering interviews.

Devon's ability to perform real jobs on Upwork, indicating a shift in the capabilities of AI in the job market.

Cognition Labs, the company behind Devon, secured $21 million in funding led by the Founders Fund.

Devon's impressive performance on the NW Bench Benchmark, solving three times as many problems unassisted compared to other models.

The 13.8% unassisted problem-solving rate by Devon, showing significant progress from previous AI models.

Software engineers' mixed reactions to Devon, seeing it as both an opportunity and a potential threat to their jobs.

Devon's built-in Shell Code editor, web browser, and GPT capabilities, enhancing its interaction and problem-solving abilities.

The demonstration of Devon's task planner, showing its sequential approach to solving coding problems.

Devon's ability to execute code in the shell and solve problems one at a time, showcasing its practical applications.

The potential for Devon to use custom environment variables, expanding its capabilities beyond free APIs.

Devon's interactive nature, allowing users to ask questions and receive assistance throughout the coding process.

Demonstration of Devon learning to use unfamiliar technologies, as shown in the image generator example.

Devon's capability to contribute to mature production repositories in real-world enterprise scenarios.

Devon's potential to train and fine-tune its own AI models, hinting at self-improvement capabilities.

Devon's performance on Upwork jobs, indicating its ability to handle real-world freelance tasks.

Criticism of Devon's current limitations, with examples of tasks it cannot yet perform effectively.

The current state of AI assisting software developers in finding solutions faster and focusing on higher-level tasks.