Acronym for Batteries Included.
[SunWorld and the UK Olivetti labs used to have the originals of the articles where this first appeared. Neither appear on-line now. CL might track down copies some day.]
In the mid-2000s, "BI" is most often used with a particular distribution Daniel Steffen maintains for the current Mac OSX.