Tesla showed off the full self-driving capabilities of its cars in this video. Other than turning in the wrong lane (2:27) and not being able to negotiate lane boundaries (3:05), the car did a pretty good job driving itself around.
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Source: [H]ardOCP – Full Self-Driving Hardware On All Teslas