ALPHA AI just changed the balance of global warfare
A new form of AI demonstrates that humans will be no match for intelligent weapons Retired United States Air Force Colonel Gene Lee recently went up against ALPHA, an Artificial Intelligence flight combat system developed by a University of Cincinnati doctoral graduate running on nothing more than a Raspberry Pi.
Key takeaways
- The contest? A war game scenario in a high fidelity air combat simulator, and the Colonel lost.
- In fact, not only did Lee loose but so did all of the other AI’s that the Air Force Research Lab had in their possession - and so did all of the other human experts who tried their skills against ALPHA’s superior algorithms.
- To say that Lee is experienced when it comes to aerial combat is a remarkable understatement.
Cite or link to this article
Griffin, M. (2016) 'ALPHA AI just changed the balance of global warfare', 311 Institute, 1 July. Available at: https://www.311institute.com/a-raspberry-pi-ai-just-changed-the-balance-of-global-warfare/ (Accessed: 1 October 2026).
A new form of AI demonstrates that humans will be no match for intelligent weapons
Retired United States Air Force Colonel Gene Lee recently went up against ALPHA, an Artificial Intelligence flight combat system developed by a University of Cincinnati doctoral graduate running on nothing more than a Raspberry Pi.
The contest? A war game scenario in a high fidelity air combat simulator, and the Colonel lost. Badly.
In fact, not only did Lee loose but so did all of the other AI’s that the Air Force Research Lab had in their possession - and so did all of the other human experts who tried their skills against ALPHA’s superior algorithms.
To say that Lee is experienced when it comes to aerial combat is a remarkable understatement. He is an instructor who has trained thousands of USAF top gun pilots and furthermore he’s also an Air Battle Manager who has been fighting against AI opponents in air combat simulations since the 1980s.
Yet, he was not successful in winning against ALPHA. Not even once. Indeed, not even when the researchers deliberately handicapped ALPHA’s aircraft, impeding it in terms of speed, turning, missile capability, and sensor use.
"I was surprised at how aware and reactive it was. It seemed to be aware of my intentions and reacting instantly to my changes in flight and my missile deployment. It knew how to defeat the shot I was taking. It moved instantly between defensive and offensive actions as needed," Lee said.
ALPHA makes decisions using a genetic fuzzy tree system, which is a subtype of fuzzy logic algorithms and it can calculate strategies based on its opponent’s movements 250 times faster than a person can blink - a speed that gives it an undeniable advantage in an arena where a mix of advanced skills in aerospace physics and intuition are required.
The future of combat steps up to the plate
The development team says ALPHA would be a valuable asset to team with a fleet of human pilots, as it can can quickly map out accurate strategies and coordinate with a team of aircraft.
UC aerospace professor Kelly Cohen said: "ALPHA could continuously determine the optimal ways to perform tasks commanded by its manned wingman, as well as provide tactical and situational advice to the rest of its flight."
This raises some concerns, as it may be ushering in an era of autonomy in battle aircraft. Eventually, a team of completely Unmanned Combat Aerial Vehicles (UCAVs) could be deployed to accomplish missions, further eliminating the chances of human error, but also operating without any human input.
Nick Ernest, who founded the company Psibernetix to develop ALPHA, says they intend to develop ALPHA further.
"ALPHA is already a deadly opponent to face in these simulated environments. The goal is to continue developing it, to push and extend its capabilities, and perform additional testing against other trained pilots."
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A new form of AI demonstrates that humans will be no match for intelligent weapons Retired United States Air Force Colonel Gene Lee recently went up against ALPHA, an Artificial Intelligence flight combat system developed by a University of Cincinnati doctoral graduate running on nothing more than a Raspberry Pi.

About the author
Matthew Griffin Founder, 311 Institute
Matthew Griffin is a multi-award winning Futurist and expert in Disruption and Innovation, Geopolitics, Leadership, and Technology, who NASA have described as a "walking encyclopaedia of the future" and a "futurist Polymath."
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Matthew Griffin is a multi-award winning Futurist and expert in Disruption and Innovation, Geopolitics, Leadership, and Technology, who NASA have described as a "walking encyclopaedia of the future" and a "futurist Polymath." 15-time best selling author of the "Codex of the Future" series, Matthew is the Founder and Futurist in Chief of the 311 Institute, a global Futures and Deep Futures advisory firm working with royal households, world leaders, G7, G20, and G77 governments, NGOs, and multi-national mid and mega cap firms to help them explore, shape, and lead the next 50 years of business and society.
An award-winning YouTube creator with over a million followers, with an unrivalled global reach and impact, Matthew is a highly sought-after international keynote speaker, lecturer, and mentor who collaborates with global leaders through the United Nations Alliance of Civilizations (UNAOC) and United Nations General Assembly (UNGA) to shape pivotal initiatives such as the UN’s AI for Humanity program, the United Nations Conference of the Parties (UN COP), and the World Economic Forum in Davos.
As the former Global Head of Cloud, National Security, and Enterprise Sales for companies including Atos, Dell-EMC, and IBM, Matthew has a proven track record of building multi-billion dollar business units and turning failing divisions into market leaders. His ability to identify, analyse, and communicate the implications of hundreds of emerging technologies and trends is unparalleled, and his insights are trusted by many of the world’s most respected organisations, including ABB, Accenture, Adidas, AON, ARM, BCG, Centrica, Citi, Coca-Cola, Dentons, Deloitte, Dow Jones, EY, Google, KPMG, Lego, Legal & General, LinkedIn, Microsoft, PepsiCo, Qualcomm, RWE, Samsung, Siemens AG and Siemens Energy, T-Mobile, UBS, VISA, Walmart, Workday, Worldpay and many others.
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Sources and further reading
- a genetic fuzzy tree system omicsgroup.org
Source: first published by the 311 Institute on 1 July 2016. Cite as: Griffin, M. (2016). ALPHA AI just changed the balance of global warfare. 311 Institute. https://www.311institute.com/a-raspberry-pi-ai-just-changed-the-balance-of-global-warfare/
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