By Craxel Founder and CEO David Enga

March 19, 2025

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You know what space operations, cybersecurity, C4ISR, air traffic control, financial market surveillance, and fraud detection all have in common?

They are complex multidimensional and/or multidimensional graph problems. Space is especially complex. Legacy technology has left us completely unable to handle this complex data with anything but brute-force approaches. Unfortunately, there is already too much data to brute force these things.

For example, look at the problem of determining whether objects in orbit are going to collide sometime in the near future. The number of objects is large and must include all debris. The brute force approach to this is comparing the positions of all objects in orbit during the desired time period against the positions of all other objects.

How about keeping custody of hundreds or thousands of hypersonic missiles across a large fleet of fast moving satellites in low earth orbit and determining how to track and intercept the missiles? Are we going to send all of that data to the ground so we can use a super computer to brute force a plan to track and intercept them? I don't think anybody thinks that'll work. Compute everything on resource constrained satellites? Not with brute force techniques.

Cybersecurity also has challenging multidimensional problems. For example, observability of everything happening on the devices and network is a multidimensional graph problem - as time is a key dimension to understanding what's happening as well as the connections between devices.

I could go on and on. The world's most important data problems are almost all multidimensional - and is the cause of substantial limitations to our nation's capabilities. We have invented the breakthrough solution. Craxel's multidimensional O(1) hash algorithm is an exponential improvement in what can be done with complex data - and is the key to jumping ahead of our adversaries. Its also the key to cost efficiency and dramatically reducing our government's out of control cloud computing spend - while improving the speed that insight can be extracted from data.
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China is Practicing ‘Dogfighting’ in Space, Space Force Says
https://www.defenseone.com/threats/2025/03/china-practicing-dogfighting-space-space-force-says/403863/