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Firefly Network, Inc (originally known as Agents Inc. ) was founded in Cambridge, MA in March 1995 and sold to Microsoft in April 1998. It was founded by a group of Engineers from MIT Media Lab and some business people from Harvard Business School, including Pattie Maes (Media Lab professor), Upendra Shardanand, Nick Grouf, Max Metral, David Waxman and Yezdi Lashkari among others. The MIT Media Lab (also known as the Media Lab) is a department within the School of Architecture and Planning at the Massachusetts Institute of Technology. Harvard Business School ( HBS) is a renowned Business school in the United States Pattie Maes (b 1961 in Brussels, Belgium) is an associate professor at MIT 's Media Laboratory specialising in Ambient Intelligence At the media lab, under the supervision of Maes, some of the engineers built a music recommendation system called HOMR (or Helpful Online Music Recommendation Service and preceded by RINGO an email based system) which used collaborative filtering to help navigate the music domain to find other artists and albums that a user might like. Recommender systems form a specific type of Information filtering (IF technique that attempts to present information items ( movies, Music, Books Collaborative filtering (CF is the process of filtering for information or patterns using techniques involving collaboration among multiple agents viewpoints data sources etc Firefly's core technology was based on the work done on HOMR.

Firefly's website changed many times since it was first created. Initially it created a community for users to navigate and discover new artists and albums. Later it was changed to allow users to discover movies, websites, and communities as well. It was well known at the time for its sense of community.

Firefly technology was used by quite a number of well known businesses, including the recommendation engine for barnesandnoble. com, ZDnet, launch. com (later purchased by Yahoo) and MyYahoo.

Since Firefly was amassing large amounts of profile data from end users, privacy became a big concern of the company. They worked with the Federal Government to help define consumer privacy protection in the digital age. They also were key contributors to OPS (Open Profiling Standard), a recommendation to the W3C (along with Netscape and VeriSign) to what eventually became known as the P3P (Platform for Privacy Preferences). Netscape Communications (formerly known as Netscape Communications Corporation and commonly known as Netscape) is an American computer services company VeriSign Inc ( is an American company based in Mountain View California that operates a diverse array of network infrastructure including two of the The Platform for Privacy Preferences Project, or P3P, is a protocol allowing Websites to declare their intended use of information they collect about browsing

In April 1998, Microsoft Inc. purchased Firefly presumably because of their innovations in privacy, and their long term goal of creating a safe marketplace for consumers' profile data which the consumer controlled. The Firefly team at Microsoft was largely responsible for the first versions of Microsoft Passport. Windows Live ID (originally Microsoft Passport, then.NET Passport, then briefly Microsoft Passport Network) is a Single sign-on service developed

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