Every AI-for-open-source pitch promises the same thing: maintainers get their time back. But time was never the bottleneck — if it were, funding and contributor drives would have fixed burnout years ago. The real problem is that when a maintainer leaves, everything they knew leaves too: why that workaround exists, which “cleanup” detonates in production, what failed in 2019. Bus factor one. This talk makes the case that AI’s real value isn’t speed, it’s transfer — turning what a maintainer knows into a SKILL an agent can run and a newcomer can read. Drawing on the decade from Breeze to Apache Magpie, I’ll show where to draw the line between what you automate and what you don’t, and why getting that line wrong builds a faster treadmill instead of a survivable project.

Speakers:

Jarek Potiuk: Independent Open-Source Contributor and Advisor

Independent Open-Source Contributor and Advisor, Committer and PMC member of Apache Airflow, Member of the Apache Software Foundation

Jarek is an Engineer with a broad experience in many subjects - Open-Source, Cloud, Mobile, Robotics, AI, Backend, Developer Experience, but he also had a lot of non-engineering experience - running a company, being CTO, organizing big, international community events, technical sales support, pr and marketing advisory but also looking at legal aspect of licensing and building open-source communities are all under his belt.

With the experience in very small and very big companies and everything in-between, Jarek found his place in Open-Source world, where his internal individual-contributor drive can be used to the uttermost of the potential.