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Blog Autopilot Has Been Improving on AP1 Vehicles Too

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As an AP1 Model X owner, I didn’t expect Autopilot to evolve much over the last 12 months. Tesla software engineers had their hands full writing code for AP2 vehicles, so I figured Autopilot updates for AP1 vehicles would simply enter a dormant phase. That certainly did not turn out to be the case! While racking up some 30k Autopilot miles over the last 12 months, I experienced a continuing stream of improvements.

First off, the “Hold Steering Wheel” alerts began disappearing on long, straight stretches of divided lane freeways – sometimes for as long a 50 miles at a stretch. But the alerts became more frequent on two-lane highways, and began appearing very frequently in construction zones (triggered by either cones or construction warning signs). They even became somewhat driver-dependent (when fatigued or distracted I would get them much more often). More recently, they now sometimes appear ahead of highway intersections, and when oncoming traffic appears on a two-lane highway.

Camera vision has steadily improved. AP1 originally got tripped up by faded stripes, by glare on wet roads, when driving into the sun, and on rainy nights. Improvements in the camera’s dynamic range have continued to take place, and the software’s ability to discern lane markings through glare, water, and dirt has dramatically improved in the last year. About six months ago, on a rainy late-night freeway trip, I noticed that Autopilot can now track the lane stripes better than I can when there is headlight glare from oncoming traffic.

Autopilot’s early tendency to slow down too much or too abruptly when cornering has also seen big improvement. Originally, the camera would read the recommended cornering speed on a highway or freeway, and Autopilot would reduce the vehicle’s set speed by the difference between the speed limit and the cornering speed. And if it encountered cornering Gs that were too high, it would slow abruptly. The first problem got solved by an update that allows Autopilot to track the cornering speed of actual drivers, allowing it to take precedence over the posted cornering speed. I discovered that tapping the accelerator briefly as Autopilot begins to slow for a corner will override the slowdown, so I played around with that over a curvy 50-mile stretch of freeway. Several weeks later when I driving the same route, Autopilot remembered the corners that had overrides, and maintained its speed setting. More recently, the over-reaction to cornering Gs saw a big improvement. Autopilot is now more willing to corner aggressively (at least on dry roads), and when it does reach its acceleration limit, the reaction is not as abrupt.

Holding an appropriate position within the lane during corners has also gotten a lot better. Starting about a year ago, Autopilot began hugging the inside track as human drivers do through corners (this can sometimes be a bit unnerving if there’s a truck in the next lane over, but on the whole it feels more natural). Autopilot also developed a better grasp on the lane positions of other vehicles during the cornering process, leading to fewer false braking events.

A few weeks ago, another big cornering improvement occurred, allowing Autopilot to handle even sharper corners. I decided to see how good it was on the Reno side of the Mt. Rose Highway, a super-curvy road that climbs 4000 feet over 12 miles. This road has several corners marked at 20 mph, and the posted speed limit is 45 mph. But even when you stick to that limit the cornering G-forces can be relatively high. For several years I’ve tried in vain to train Autopilot on this road, a process that generates dozens of overrides, carries the risk of being pulled over for a sobriety test, and requires a firm grip with two hands on the wheel. So imagine my surprise when Autopilot handled 90% of the course with relative ease. I still go a little slower than I’d like around the 20 mph corners, but so do many other drivers on that road.

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Like other Tesla drivers, I found “Radar 2.0” to be a cool feature. One time coming out of a mountain pass in heavy fog, the car ahead of me remained visible on the dash, even as it got obscured watching through the windshield. I’ve felt more comfortable having a radar-driven emergency braking system, though my wife found the occasional false-braking events to be very annoying. But over the last few months it seemed like the false braking events largely disappeared. At times I wondered if the radar’s emergency braking role had been diminished.

Those concerns were put to rest two weeks ago while I was commuting home on old 395 just south of Reno. Shortly after using Autopilot’s lane-change feature to get around a slow-moving vehicle, Autopilot slowed the vehicle abruptly just as it was returning to the right-hand lane. The lane was clear as far as I could see (at least 250 yards), so I began to override the slowdown by pressing down on the accelerator. Then suddenly, I was seeing a large obstacle that the radar already knew about. An empty 30-foot-long trailer – visually obscured by trees – was lurking just around the bend, and it was blocking the right lane entirely. I had just enough time to swerve into the left lane and miss it. Without Autopilot’s reaction, I might have plowed into it at a relatively high rate of speed. Thank you Tesla software engineers!

Jack Bowers has more than 240,000 Tesla miles driven, including two cross-country trips. He is the publisher of Fidelity Monitor & Insight (a DIY investment newsletter) and an investment strategist for two affiliated advisory firms.

Photo: Mt. Rose Highway/Google Maps

 
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"... the 'Hold Steering Wheel'... became more frequent on two-lane highways, and began appearing very frequently in construction zones (triggered by either cones or construction warning signs). They even became somewhat driver-dependent (when fatigued or distracted I would get them much more often)."

How could the car possibly know if you're fatigued or distracted?
 
"... the 'Hold Steering Wheel'... became more frequent on two-lane highways, and began appearing very frequently in construction zones (triggered by either cones or construction warning signs). They even became somewhat driver-dependent (when fatigued or distracted I would get them much more often)."

How could the car possibly know if you're fatigued or distracted?
Or this, "Autopilot is now more willing to corner aggressively (at least on dry roads)…".
How could AP know whether the road is dry or wet?
 
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AP1 does seem to be improving. My Model S seems less likely to try to take exits and lane changes seem more confident and reliable. It also seems to be doing a better job "seeing" lane lines where the markings are not great or broken up although I am always extra cautious in those situations. It cannot handle two-lane roads with sharp curves and I am not sure it will ever get there but it is fantastic on the freeway and many two lane highways.
 
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It cannot handle two-lane roads with sharp curves and I am not sure it will ever get there but it is fantastic on the freeway and many two lane highways
I have had very good luck with two-lane roads, as long as there are no hills. I always use this stretch of FM1488 to test what the latest version is like. It handles it well. The speed limit is 55, so AP1 does 60 and slows down nicely for the curves, staying within its lane, and not taking the side roads even when that would be the straightest path (such as westbound at Nelson Road).
 
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I have had very good luck with two-lane roads, as long as there are no hills. I always use this stretch of FM1488 to test what the latest version is like. It handles it well. The speed limit is 55, so AP1 does 60 and slows down nicely for the curves, staying within its lane, and not taking the side roads even when that would be the straightest path (such as westbound at Nelson Road).

I will have to look for a flat road with curves and see if the hills are what are creating the challenge. I have a curvy road nearby with a 45 mph speed limit and my AP1 car cannot handle the curves even at 40 mph. It is hilly but the portions where AP1 has trouble are not at the top of hills where I would imagine visibility would be a problem. But it could be the combination of sharp curves and hills that are too much for it to handle.
 
It is indeed silk smooth. BUT auto speed limiting/adjustment is totally worthless in Europe on not interstates or highways. about 60% of the time is uses the wrong allowed speed. E.g. it will drive 30km/h at a 80km/h road. Or 50 or 60 km/h on a 80km/r road.
Very often at matrix signs above the road, it will not detect the allowed speed. E.g. at a 130km/h road with a 70km/h matrix sign it will drive 130km/h.
Please Tesla offer us a option to disable this bad auto speed function.
 
Can't say I've noticed any huge improvements.
The X seems better over hilltops than the S. Probably because of higher camera placement (but the very flat area where the camera is placed results in the rain sensor underestimating the amount of water on the windscreen as it's less rain there due to the angle than in the drivers sight of view.

I would still crash if I try using AP on two lane roads (one lane each direction).
And on highways - the change lane function still changes lane way too fast so it's uncomfortable.

What I hoped had improved by now is more smooth acceleration/braking, fleet learning to react correctly where the road markings are not perfect, better control of speed limits, predictive adjustments (I.e. React to brakeligts 1-2 cars ahead). Actually - the acceleration/braking is the most irritating. It reacts too late and too brute.

Personally I'm disappointed by AP1. I think it works ok, and I would pay for it over again. But it could be so incredible good if they just fixed some of the unnecessary flaws.
 
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I find that if AP1 has lower confidence it takes less (or even "very little") torque on the steering wheel to take over.

So perhaps in rain the AP1 confidence is lower, and thus disengages more easily, and thus perhaps that is the effect you have seen?
Yep, that's what I always assumed. It's sort of hard to tell, though. I do know that in torrential southeast Texas downpours with the wipers on full, when the lanes and other cars are clearly visible and even clearly indicated on the IC, AP won't be available at all. That's pretty unambiguous. Driving at night also seems to have an affect.
 
Can't say I've noticed any huge improvements.
The X seems better over hilltops than the S. Probably because of higher camera placement (but the very flat area where the camera is placed results in the rain sensor underestimating the amount of water on the windscreen as it's less rain there due to the angle than in the drivers sight of view.

I would still crash if I try using AP on two lane roads (one lane each direction).
And on highways - the change lane function still changes lane way too fast so it's uncomfortable.

What I hoped had improved by now is more smooth acceleration/braking, fleet learning to react correctly where the road markings are not perfect, better control of speed limits, predictive adjustments (I.e. React to brakeligts 1-2 cars ahead). Actually - the acceleration/braking is the most irritating. It reacts too late and too brute.

Personally I'm disappointed by AP1. I think it works ok, and I would pay for it over again. But it could be so incredible good if they just fixed some of the unnecessary flaws.
 
I am not quite as impressed by the changes in AP1 as the OP seems to be. Personally, I doubt some of his comments, such as the idea that AP remembers where you have "overridden" a speed reduction. I have seen no previous mention of the idea that the AP function would remember such things.
But since the OP has driven such an incredibly large amount, probably 10 times what I have, I defer to his greater knowledge. I hope it is all true, although I have my doubts and my own experience is not quite so uniformly positive.
 
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I feel like AP1 is actually getting worse. I just did a 2,500 mile trip and I finally had to turn it off. If I was driving on the outside lane..as one is supposed to do on the long highway stretches...when I came upon an exit or lost the right lane marker (as in an entrance ramp), the car would would pull hard right into the unknown space. Had I not taken over and jerked the car back left, it would have rammed me into the exit sign or off the highway altogether. This happened about 85% of the time I had AP on and was in the right lane. This did not used to happen. It is extremely frustrating and dangerous. How hard is it to program the damn car to hold straight and operate off the line it does have if it loses one. But instead, the car jerks and wobbles around like a ping pong ball. AP was better 2 yrs ago.
 
Mt. Rose Highway is my favorite road to drive in the Tesla. I don't usually do it with AP since it's much more fun to drive manually.
My test for AP1 evolving is the section of I80 between Truckee and Reno. The steep winding high speed curves (especially around Floriston and Farad) are a test of nerves but have gradually improved over the past year.
Thanks for this comprehensive article.
 
Lane changes with AP on firmware version 17.26.76 are definitely worse. When making a lane change, the car always overshoots the center almost all the way to the opposite lane divider, then slowly recenters itself, all while the dash display accurately reflects this.
 
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