John Culkin

Reading Ambitiously 6.12.25 - The Seven Primitives of an AI-Native PersonalOS

AmbitiousOS is currently built around seven primitives: context, memory, skills, tools, routines, portability, and the build loop....

Reading Ambitiously 6.12.25 - The Seven Primitives of an AI-Native PersonalOS

Memory is different from storage. Memory helps preserve the meaning. A good memory system should let you rewind the tape and see how your thinking changed over time. What did you believe? When did yo...

Reading Ambitiously 6.12.25 - The Seven Primitives of an AI-Native PersonalOS

The original dataset in AmbitiousOS consisted of about every edition of the newsletter and all the primary research that went into writing them. With the help of Claude Code, we built a database and l...