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The device type classification relied on pattern matching against device names (e.g., looking for "iphone" or "macbook"), but most Bluetooth devices don't advertise with human-readable names that match these patterns, resulting in nearly all devices being categorized as "Other". Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>