building ambient software is one of the most difficult problems on the planet. the dominant paradigm for product dev has always been relatively straight forward, e.g. user expresses intent & system executes. it’s readable, debuggable, & falsifiable. ambient fundamentally inverts this contract because the system has to infer intent from context the user never explicitly surfaced, & be right often enough that the inference itself feels like a feature rather than an intrusion. traditional…