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Re:Google SWE points 48 AI agents at NASA Lidar, finds unmap... by DrBazza on Wednesday November 11, 2026 @08:32AM (#50453210)
I'd very much like to see this done in the UK.

Also agents analyzing drought pictures, where many ancient UK structures seem to appear would be an easy win. I've never checked whether there's a comprehensive drought picture map of the UK.

Re:Google SWE points 48 AI agents at NASA Lidar, finds unmap... by TSiege on Wednesday November 11, 2026 @08:58AM (#50453499)
Re:Google SWE points 48 AI agents at NASA Lidar, finds unmap... by philipwhiuk on Wednesday November 11, 2026 @09:18AM (#50453725)
The UK landmass is really quite small compared to central America. I'd be surprised if there are many substantial structures left - geophys has been around a long time.
Re:Google SWE points 48 AI agents at NASA Lidar, finds unmap... by DrBazza on Wednesday November 11, 2026 @10:15AM (#50454427)
Well, that's why I explicitly mentioned the drought pictures - LIDAR uncovers structures due to change in the terrain height once vegetation is 'removed', whereas drought pictures are grasses growing poorly on top of buried structures or their foundations. That's a very UK/European thing where a lot of the history has been covered up or ploughed over.

Just near me, a Roman road about 5km long was discovered last year by exactly this method. That's a non-trivial discovery. There was also a large Roman villa complex discovered the same way.

For LIDAR and structures, you're likely correct - there's vanishingly obvious structures left to discover that way.

https://www.bbc.co.uk/news/uk-wales-52911797

"Roman forts, roads, military camps and villas have been identified by a new analysis of aerial photographs taken in the 2018 heatwave across Wales.

Scorched crop marks uncovered about 200 ancient sites during the drought.

Experts say the Roman finds are key pieces in the jigsaw to understand how Wales was conquered and dominated 2,000 years ago.

Researcher Toby Driver said the discoveries "turn everything we know about the Romans on its head"."

Re:Google SWE points 48 AI agents at NASA Lidar, finds unmap... by bobosola on Wednesday November 11, 2026 @09:33AM (#50453925)
The National Library of Scotland has LIDAR imagery for all of the UK. Go to https://maps.nls.uk/geo/explore/ then pick a LIDAR layer as the background. This motivated me to make my own high-res LIDAR images on my hobby site (https://solentmaps.uk/) of my home area using QGIS with free government data in order to uncover interesting things. It has old OS maps of the UK (1880s to date) with a LIDAR layer for my local area (south Hampshire).
Re:Google SWE points 48 AI agents at NASA Lidar, finds unmap... by DrBazza on Wednesday November 11, 2026 @10:19AM (#50454472)
I'm far less interested in LIDAR as it relies on height change. The drought pictures are a better source of new discovery in the UK as we tend to bury buildings or plough over them (see my other comment below).

Those pictures would be very appropriate for AI bots to look at and make discoveries.

Re:Google SWE points 48 AI agents at NASA Lidar, finds unmap... by hanoz on Wednesday November 11, 2026 @10:59AM (#50454931)
I created the first online lidar map of the UK (well, England and Wales), as announced here many years ago (now at https://lidarmap.uk) and there have been dozens of finds of previously unknown sites of archaeological significance found using it that I'm aware of. Roman villas, forts, henges, all sorts of earthworks. New discoveries are being reported using this and similar tools almost weekly, on forums like https://www.reddit.com/r/LiDARdiscoveryUK/. Britain really is littered with this stuff.

Although it does feel the finds are getting increasingly hard to spot, every now and then you get a _how did anyone miss that_ moment. Perhaps not surprisingly, most of the remaining impressive finds tend to be in woodland, using the Digital Terrain Model data which can peer beneath the forest canopy, like this Mexican one today, or are within newly released coverage which is promptly pounced on by armchair archeologists.

Not sure what my point is here except... to me this story still feels like a function of the amazing recent progress in lidar coverage and data availability (not to mention the incredible technology behind it), rather than an AI one, although I don't doubt that pointing a capable model and a healthy token budget in this direction might well be able to sweep up a few of the remaining discoveries.