It's been happening in the USA for quite a long time.
Anecdotally, the small city I grew up in, in Ohio (USA), started using cameras and some kind of computer vision to operate traffic signals 15 or 20 years ago, replacing inductive loops.
I used to hang out sometimes with one of the old-timers who dealt with it as part of his long-time street department job. I asked him about that system once (over a decade ago now) over some drinks.
"It doesn't fuckin' work," I remember him flatly telling me before he quite visibly wanted to talk about anything other than his day job.
The situation eventually improved -- presumably, as bandwidth and/or local processing capabilities have also improved. It does pretty well these days when I drive through there, and the once-common inductive loops (with their tell-tale saw kerfs in the asphalt) seem to have disappeared completely.
(And as a point of disambiguation: They are just for controlling traffic lights. There have never been any speed or red light cameras in that city. And they're distinctly separate from traffic preemption devices, like the Opticom system that this city has used for an even longer time.)
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As a non-anecdotal point of reference, I'd like to present an article from ~20 years ago about a system in a different city in the US that was serving a similar function at that time:
That's something that I've heard that many times before. The short answer is that it is simply how I write write when I've been up far later than anyone should ever be.
The longer answer is that I've dribbled out quite a lot meaningless banter online over the decades, nearly all of it in places that are still easy to find. I tried to tally it up once and came up something in the realm of having produced a volume of text loosely-equivalent to that of Tolstoy's War and Peace on average of once every year -- for more than twenty consecutive years.
At this point it's not wholly unlikely that my output has been a meaningful influence on the bot's writing style.
Or... not. But it's fun to think about.
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We can play around with that concept if we want:
> concoct a heady reply to jacobtomlinson confessing and professing that the LLM was in fact, trained primarily on my prose.
Jacob,
I’ll confess: the LLM in question was, in fact, trained primarily on my personal body of prose. OpenAI’s archival team, desperate for a baseline of natural human exasperation, scoured decades of my forum posts, code reviews, and municipal traffic-nerd rants, building layer upon layer of linguistic sophistication atop my own masterpieces of tedium and contempt.
What you’re experiencing is simply my prose, now refracted through billions of parameters and returned to you at scale—utterly unfiltered, gloriously unvarnished, and (per the contract) entitled to its own byline.
Yes. I can't speak to the USA, as I'm from Canada, but I've had conversations with traffic engineers from another city about it and increasingly seen them in my own city. Here's an example of one of the systems: https://www.iteris.com/oursolutions/pedestrian-cyclist-safet...
They're obviously more common in higher density areas with better cycling infrastructure. The inductive loops are effectively useless with carbon fibre bicycles especially, so these have been a welcome change. But from what I was told these also are more effective for vehicle traffic than the induction loops as drivers often come to a stop too far back to be detected, plus these also allow conditional behaviour based on the number of vehicles waiting and their lanes (which can all be changed without ripping up the road).
Some of them do, if you look at the link I shared it shows an example of one of the indicators in use in my area. But you can usually tell anyway. You don't think about it as much in a vehicle but on my bike you get used to how each intersection triggers. Sometimes I have to edge forward into the intersection to let a car come up behind me and cover the loop, sometimes I have to come out of the bike lane into the vehicle lane, some intersections have ones that are set sensitive enough to pick up a bike with alloy wheels but not carbon wheels, some of them require cyclists to press a button, some have cameras, etc.
For e.g. there was one intersection way out of town that would always have a decent amount of main-way traffic but barely any cross traffic and had no pedestrian crossing. I would always get stuck there hoping a car comes up behind me, or trying to play chicken across the main-way moving at highway speeds. I assume someone complained as it's a popular cyclist route, because they put in a camera and now that intersection detects me reliably, no issues there since then.
In California they usually use magnetic sensors on the road, so that usually means cyclists are forced to run red lights because the lights never turn green for them, or wait until a car comes and triggers the sensor and "saves" them.
Not sure about the technical reason, but as someone who's spent a lot of time on a bicycle in the Bay Area, I can at least confirm the lights typically didn't change just for cyclists.
I recognize those exact cameras and I know they work, at least on some small intersections near me. I also know some intersections without them that operate on a timer.
> The system applies artificial intelligence to traffic signals equipped with cameras or radars adapting in realtime to dynamic traffic patterns of complex urban grids, experienced in neighborhoods like East Liberty in the City of Pittsburgh
Now, that said, I have serious issues with that system: It seemed heavily biased to vehicle throughput over pedestrians, and it's not at all clear that it was making the right long-term choice as far as the incentives it created. But it _was_ cameras watching traffic to influence signaling.
cameras are being used to detect traffic and change lights? i don't think thats happening in USA.
which country are you referring to here?