The "Local First" ethos is about more than storing data on-device; it's about increasing user agency in all forms of computing. Atproto is for high scale open networking. This talk will cover how we solved the scale problems, and how we think its infrastructure can give a leg up to much smaller privacy-oriented computing tasks.