Contributing to open‑source AI as a beginner isn’t about landing a seat at a super‑intelligence lab after a PhD, but more like finding good first issues on projects that are small enough to wrap your head around, real enough to have an impact, and early enough so you make it big, bypassing the credentials-based theoretical knowledge wars, and actually work on AI tools that matter. There is a bunch of Open Source Good First Issue Lists you can browse through, even tho most will have outdated and closed issues listed as open, you can browse through active projects and fav/subscribe to issues so you get notifications about new issues. At the same time, I would pick a topic before picking companies. Eg. if you are interested in Quantum, or Storage, or Agent Skills, try to find projects that are specific to the area you wanna work on and get experience in, instead of trying to contribute to, say Google, Microsoft, IBM, or whatever. Don't overthink it.…