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Instead of always inferring "web" for browser-emitted activity events, look the device up by device_id and use its client type, falling back to "web" (the browser default) when no device record exists. Mirrors the REST heartbeat endpoint, which derives device_type from device.client. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>