Several order of magnitude longer would mean something like at least four orders of magnitude. So you are implying that it doesn't matter much until it's 1 bil

Several order of magnitude longer would mean something like at least four orders of magnitude. So you are implying that it doesn't matter much until it's 1 billion tokens context length or approximately 1600 pages. That's a ludicrous statement.