orthonormal comments on Nature: Red, in Truth and Qualia - Less Wrong
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(Sort of redundant because we talked about this at the meetup, but:)
That's a contingent feature of the learning agent, not a necessary one. As with the feeling of déjà vu (searching memories for a match that isn't there), we're consciously aware of the error messages generated by this agent.