The Washington Post: How the algorithm tipped the balance in Ukraine

Vast data battlefield

• The “kill chain” that I saw demonstrated in Kyiv is replicated on a vast scale by Ukraine’s NATO partners from a command post outside the country. The system is built around the same software platform developed by Palantir that I saw in Kyiv, which can allow the United States and its allies to share information from diverse sources — ranging from commercial satellite imagery to the West’s most secret intelligence tools.
• This is algorithmic warfare, as Karp says. Using a digital model of the battlefield, commanders can penetrate the notorious “fog of war.” By applying artificial intelligence to analyze sensor data, NATO advisers outside Ukraine can quickly answer the essential questions of combat: Where are allied forces? Where is the enemy? Which weapons will be most effective against enemy positions? They can then deliver precise enemy location information to Ukrainian commanders in the field. And after action, they can assess whether their intelligence was accurate and update the system.
• Data powers this new engine of war — and the system is constantly updating. With each kinetic strike, the battle damage assessments are fed back into the digital network to strengthen the predictive models. It’s not an automated battlefield, and it still has layers and stovepipes. The system I saw in Kyiv uses a limited array of sensors and AI tools, some developed by Ukraine, partly because of classification limits. The bigger, outside system can process highly classified data securely, with cyber protections and restricted access, then feed enemy location data to Ukraine for action.

• To envision how this works in practice, think about Ukraine’s recent success recapturing Kherson, on the Black Sea coast. The Ukrainians had precise intelligence about where the Russian were moving and the ability to strike with accurate long-range fire. This was possible because they had intelligence about the enemy’s location, processed by NATO from outside the country and then sent to commanders on the ground. Armed with that information, the Ukrainians could take the offensive — moving, communicating and adjusting quickly to Russian defensive maneuvers and counterattacks.
• And when Ukrainian forces hit Russian command nodes or supply depots, it’s a near certainty that they have received enemy location data this way. Mykhailo Fedorov, Ukraine’s minister of digital transformation, told me that this electronic kill chain was “especially useful during the liberation of Kherson, Izium, Kharkiv and Kyiv regions.”
• What makes this system truly revolutionary is that it aggregates data from commercial vendors. Using a Palantir tool called MetaConstellation, Ukraine and its allies can see what commercial data is currently available about a given battle space. The available data includes a surprisingly wide array, from traditional optical pictures to synthetic aperture radar that can see through clouds, to thermal images that can detect artillery or missile fire.
• To check out the range of available data, just visit the internet. Companies selling optical and synthetic aperture radar imagery include Maxar, Airbus, ICEYE and Capella. The National Oceanic and Atmospheric Administration sells simple thermal imaging meant to detect fires but that can also register artillery explosions.