One Billion Developers! GitHub’s Head of Product Says AI Democratizes How We Build the Future
Sep 10, 2024
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Mario Rodriguez, GitHub's Chief Product Officer, discusses the transformative power of AI in software development. He envisions a future where one billion people, including non-professionals, can create apps with ease, reminiscent of playful childhood experiences. Mario emphasizes the return of creativity in coding, the importance of hands-on learning, and the need for adaptability in product management with AI. He also shares insights on user interactions with AI, encouraging iterative testing and the significance of understanding user psychology.
AI is democratizing software development, enabling a diverse range of individuals, including children, to create applications through playful experimentation.
The integration of AI in product management requires a shift in strategy due to non-deterministic responses, necessitating rigorous testing and user-centric evaluation.
Deep dives
Democratizing Software Development
The potential of AI to democratize software development is highlighted as a transformative force. By envisioning a future with a billion software developers, the discussion emphasizes that software creation will extend beyond professional programmers to include individuals of all ages and backgrounds. For instance, children and even non-technical users might create simple applications for personal use, akin to playful experimentation rather than formal coding practices. This shift is expected to make software development more accessible, allowing users to build applications that satisfy immediate needs through intuitive, literal commands.
The Rise of Micro Apps
The concept of micro applications is introduced as a return to simplicity in software development, where small, focused tools can be easily created and modified. This echoes earlier computing practices, such as the use of Unix commands, emphasizing the power of simplicity and composability. An example shared is a playful proposal to teach children probability through a simple poker game app, demonstrating how approachable programming can facilitate learning through play. By allowing users to customize these micro-apps, the future landscape of software could foster greater creativity and innovation.
Human-Centric Development
The discussion underscores the importance of keeping humans at the center of software development, especially with the integration of AI. It recognizes that while AI can automate many tasks, it lacks the creativity inherent to human users, suggesting that a successful future will be characterized by a collaborative relationship between humans and machines. Natural language processing is poised to play a significant role, allowing users to articulate their intentions more easily and facilitating a seamless programming experience. This human-centered approach is vital for fostering trust and ensuring that AI enhances rather than replaces the creative aspects of software development.
Challenges in AI Product Management
The complexity of creating AI-driven products is discussed, emphasizing the differences from traditional software features. Non-determinism in AI responses poses challenges, as achieving high accuracy can lead to unexpected outcomes that undermine user trust. Practical strategies for improving AI product management include investing in extensive offline evaluations and encouraging iterative testing among users. Balancing speed and the quality of AI suggestions is essential, as highlighting the nuances of human psychology can influence how developers interact with AI tools and accept their input.
Mario Rodriguez is GitHub's Chief Product Officer. And he believes that Copilot and other AI advances will unleash a wave of creativity and enable a billion people to be software developers.
Mario says the definition of “software developer” will have to change as non-professionals discover that they can make apps, too. And the way they do so will look very different: “It's gonna feel a lot more like how kids play. It's like you create something you play with and you're like, Nope. Then you instruct it again… It’s going to be real time development.”
On this episode of CRAFTED., Mario gets us excited about the future of software development!
Takeaways:
Mario says we’ve lost some of the creativity of the early days of the web; AI is helping bring it back
With AI, it’s getting much easier (for non-professional developers) to build “micro experiences” and other ephemeral apps that just serve one purpose.
The craft of product management must change with AI, because building with non-deterministic AI is so tricky to get right
When building with AI, run your scenario multiple times. Test your prompts repeatedly. You will get different responses each time. Are they all helpful to your user?
Invest in offline evaluation when building with AI or else you’ll have lots of problems later.
Psychology is key. How will users react if AI tells them something subjective? Mario has seen Copilot users get upset, e.g. “Nope, you're completely wrong. I know what I'm doing. You are a machine. I am not gonna ask you to ever review my code.”
Don’t optimize for just one metric. Mario says you should have three or so that you evaluate in concert.
Product sense matters!
Prompt engineering is real. How you can better prompt your Copilot
Keeping developers in flow is critical.
How much time do developers spend on “sense-making” vs. coding? How much time do they spend waiting for reviews? These are some of the questions GitHub asks when evaluating developer productivity.
Mario came to the US from Cuba when he was in high school. His father is an electrical engineer and his mother is a teacher. Both influence him greatly.
Mario founded a charter school in rural North Carolina because “everyone should have access to amazing education.”
System thinking and evaluating things from first principles are key skills for the future.
CRAFTED. is brought to you in partnership with Docker, which helps developers build, share, run and verify applications anywhere – without environment confirmation or management. More than 20 million developers worldwide use Docker's suite of development tools, services and automations to accelerate the delivery of secure applications.
CRAFTED. is produced by Modern Product Minds, where CRAFTED. host Dan Blumberg and team can help you take a new product from zero to one... and beyond. We specialize in early stage product discovery, growth, and experimentation.
Subscribe to CRAFTED., follow the show, and sign up for the newsletter 👉 crafted.fm
Key Moments
(00:00) - Intro
(02:32) - 1B Developers!
(05:53) - Ephemeral apps and how they will unleash creativity and learning
(06:21) - The time Dan programmed his TI-83 calculator to play blackjack
(07:32) - Why “natural language is going to take center stage” as software development evolves
(10:30) - Why building with Generative AI is completely different
(13:50) - Why humans don’t always respond well to suggestions from CoPilot
(15:36) - Why offline evaluation is so important when building with AI
(19:14) - Building Copilot: balancing speed with value
(21:01) - Why “product sense” matter so much
(21:54) - Tips for prompting CoPilot effectively
(25:33) - Building Copilot: the early days
(30:18) - How GitHub measures developer happiness
(32:54) - Growing up in Cuba and developing a love for teaching (his mom’s profession) and engineering (his dad’s)
(36:52) - Why Mario founded a school in rural North Carolina
(39:05) - Systems thinking, and other skills that Mario hopes today’s kids will learn
(41:50) - Outro
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