I just got a machine with Win7 on it, and would set up dual-boot to Ubuntu 12. My question is that should I choose 32bit or 64bit? Does it matter?
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I would go with the 64bit system. This is because more and more systems are going to the 64bit model and also because you can do both 32bit and 64bit development on a 64bit system.
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https://developers.google.com/tv/android/docs/gtv_setup_android
Operating Systems
Windows XP (32-bit), Vista (32- or 64-bit), or Windows 7 (32- or 64-bit)
Mac OS X 10.5.8 or later (x86 only)
Linux (tested on Ubuntu Linux, Lucid Lynx)
GNU C Library (glibc) 2.7 or later is required.
On Ubuntu Linux, version 8.04 or later is required.
64-bit distributions must be capable of running 32-bit applications.
Eclipse IDE
Eclipse 3.6.2 (Helios) or greater
Note: Eclipse 3.5 (Galileo) is no longer supported with the latest version of ADT.
Eclipse JDT plugin (included in most Eclipse IDE packages)
JDK 6 (JRE alone is not sufficient)
Android Development Tools plugin (recommended)
Not compatible with Gnu Compiler for Java (gcj)
Other development environments
JDK 6 (JRE alone is not sufficient)
Apache Ant 1.8 or later
Not compatible with Gnu Compiler for Java (gcj)
Note: Some Linux distributions may include JDK 1.4 or Gnu Compiler for Java, both of which are not supported for Android development.

Megha Joshi - GoogleTV DevRel
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I don't know if I missed anything on that page, but it only says "Linux OS with KVM," but doesn't give any specific recommendations on what flavor of linux. – barryku Sep 06 '12 at 22:40
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follow the links on that page to Android page and from there on to system requirements page. It lists all the details. – Megha Joshi - GoogleTV DevRel Sep 07 '12 at 21:32
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I edited my answer above to include whats on Android system requirements page. – Megha Joshi - GoogleTV DevRel Sep 07 '12 at 21:35