Testing on the Host vs Target

The Agile Embedded Podcast - A podcast by Luca Ingianni, Jeff Gable

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When should you run tests on the target, and when should you run tests on a build machine? What level of investment is required, and what are the benefits of each practice? How does this fit into Agile anyway?