Grinberg: Developer experience investments yield 10x to 100x impact with AI agents
Matan Grinberg · OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings · Jun 13, 2026 · at 37:34
Matan Grinberg is the co-founder and CEO of Factory, an AI research lab for autonomous software engineering. He discusses why tooling like CI/CD, documentation, and linters deliver exponentially greater ROI for AI agents than human coders.
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“These are all things that the best organizations at like developer experience would invest a lot of resources in, but they would do it because it makes it easier for engineers to work, easier for them to onboard. But the impact of doing that well is just like one-to-one kind of correlated to how many engineers you have. With agents though, the impact of that is now like, 10 X or a hundred X, depending on how many agents you're using. Because the better your DevEx, the better your agent ends up adhering to your standards, which means there's less time that that poor staff engineer has to go through reviewing your PR, which means you're kind of a faster throughput in your software development.”
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