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Software outsourcing has a mature playbook. It starts breaking the moment hardware enters the picture. Here is where embedded engagements diverge on toolchains, testing, and the cost of an error, and how to adjust your vendor management before a firmware bug turns into a board respin.

Embedded projects don't fail inside disciplines — they fail at the handoffs. How vendor structure determines who owns your integration boundaries

Discover how Fidus’ Person Re-Identification demo on a Ryzen™ AI–based SAPPHIRE EDGE AI Mini-PC highlights AI integration, optimization, custom-data training, and repeatable testing for faster product development.