No idea whether Hardware 3 will mean big software improvements on day one, or whether it will take months. But here’s a key quote from the
Q3 earnings call from Andrej Karpathy:
“Hi, everyone. My name is Andrej Karpathy. I'm the Director of AI here at Tesla. And my team trains all of the neural networks that analyze the images streaming in from all the cameras for Autopilot. For example, these neural networks identify cars, lane lines, traffic signs, and so on. The team is incredibly excited about the upcoming upgrade for the Autopilot computer which Pete [Bannon] briefly talked about.
This upgrade allows us to not just run the current neural networks faster, but more importantly, it will allow us to deploy much larger, computationally more expensive networks to the fleet. The reason this is important is that, it is a common finding in the industry and that we see this as well, is that as you make the networks bigger by adding more neurons, the accuracy of all their predictions increases with the added capacity.
So in other words, we are currently at a place where we trained large neural networks that work very well, but we are not able to deploy them to the fleet due to computational constraints. So, all of this will change with the next iteration of the hardware. And it's a massive step improvement in the compute capability. And the team is incredibly excited to get these networks out there.”
My hunch is that within 6 months of the first 100,000 cars with Hardware 3 hitting the road, we’ll see at least one or two significant updates, whether that’s the option for unconfirmed lane changes for Navigate on Autopilot, highway on-ramp merging, stop sign warning/automatic stopping, red light warning/automatic stopping, automatic right turns at green lights and stop signs (probably with driver confirmation initially), or something else. This is just a gut feeling based on weak evidence.
I’m personally looking forward to July 2020, when Elon is 6 months late on his prediction to deliver full autonomy. That’s when things will really start to get interesting.