5. Shaheer Ahmad-How-Na-Oped thumbnail-June-2026-APP

Since the advent of Artificial Intelligence (AI), a pressing question is being asked: Is Clausewitz still relevant? The game-changing potential of AI and the idea of human-machine teaming (centaur systems) have led many to doubt the seemingly unchanged nature of war. Apparently, it has given rise to the belief that AI-powered systems will replace humans (generals) in the command loop. However, this view is detached from the complex nature of warfare, which remains fundamentally a human endeavour guided by violence, chance and friction.

Just like other social institutions, war is generally an interpretivist paradigm rooted in complex human nature. It is a non-linear phenomenon whose conduct and outcomes cannot be determined by analytical predictions or algorithmic patterns. In other words, war usually does not proceed on pre-determined rules of engagement, prescriptive manuals, established patterns and predictive modelling. Instead, it is fought on judgment, adaptation to changing realities, commander’s intuition and paying attention to the unfolding of the unknown.

At the apotheosis of algorithmic dominance, it is widely assumed that AI is seemingly poised to drive humans out of the loop and alter its Clausewitzian nature. However, the optimism is otherwise. Contemporary AI relies on inductive reasoning based on drawing insights from existing data.  It employs the methodology of ‘deep learning’, which learns from statistical and probabilistic inferences to draw patterns and establish causal relationships. This enhances AI’s capability in target selection and information processing at a speed inconceivable with human ability. Based on these factors, the AI optimists argue that it can facilitate swift information processing, target selection and bridging the Observe-Orient-Decide-Act (OODA) loop faster than humans.

However, war is not a bounded enterprise which can be resolved with immense computing power and datasets alone. It is generally a Zweikampf, which implies a duel between two opponents having competing political wills. Being inherently abstract and non-linear, it cannot be dealt simply with the oversimplified machine logic. Rather, it relies on abductive logic, which relies on dealing with the unknown circumstances, unintended chaos and the adaptation to sudden changes in the battlefield landscape.

While dealing with the fog of war, the role of commander is significant in interpreting and visualising the changing dynamics. Amidst fog and friction, a military leader’s competence is central to making sense of the events when the first shot is fired (which AI cannot do). Especially the commanders operating in GPS-denied environments or submerged in depths rely mainly on their intuitive judgement, professional competence, and interpretation of the events to guide formations or sometimes entire bureaucracies, which goes beyond the Crisis Action Planning (CAP) and Deliberate Planning (DELPLAN) frameworks.

Moreover, the AI algorithms generally consider reality as ideally stable. This assumption is well-suited to guide linear systems such as automated weapon systems, radars, and missile guidance systems.  Nevertheless, war is not a hermetically sealed phenomenon, narrowly confined to operating weapon systems, firing bullets and executing minor tactical engagements. It is the employment of violence which occurs in a political context, and its outcomes are entirely unpredictable. According to James Clerk Maxwell, a renowned statistician of the nineteenth century, the real-world structures are inherently unstable, which render pattern-driven algorithmic logic unfit to predict the course of future events. Meanwhile, political objectives mainly rely on the intersubjectivity of humans. The same objective can elicit different responses from different people and even from the same people at different times.

Between two states, small perturbations could result in unanticipated outcomes, making routes to victory infinite and fundamentally unclear. This is evident from the recent India-Pakistan military crisis, where both forces deviated from the established rules of engagement. Pakistan’s downing of numerous top-of-the-line Rafale jets, along with Sukhoi and Mirages, triggered a dramatic climb on the escalation ladder. It was the first time in history that both states fired surface-to-surface missiles (SSMs) and launched kamikaze drones at each other’s military-grade infrastructure.

Sudden preemptive strikes by India demonstrated a visible departure from the punitive retaliation to counterforce posturing, marking a significant disruption in the existing linear models of the escalation ladder. In response, Pakistan’s multi-domain response went beyond the traditional retaliation mechanics towards an instant deep strike engagement. This made the strategic calculus and risk tolerance of both actors entirely unpredictable.

The uncertainty, coupled with organised violence, makes war a true ‘chameleon’ which exhibits a different nature and outlook in every instance.  Out of bounds from the restrictions of linear fashion, the nature of war unmasks the pitfalls associated with AI and other technologies. When digital screens flicker and communications are dead, the commander’s intuition and troops’ morale decide the outcome. The non-linear reality of war makes it a different enterprise for the intelligent systems, which present ‘analytically simple solutions.’  Therefore, relying solely on algorithmic logic fundamentally contrasts with the nature of warfare.

Shaheer Ahmad is a Research Assistant at the Centre for Aerospace & Security Studies, Islamabad. The article was first published by The Forge. He can be reached at [email protected]


Share this article

Facebook
Twitter
LinkedIn

Recent Publications

Browse through the list of recent publications.

Two Faces of the Atom: India’s Nuclear Exceptionalism

ew examples capture the inconsistencies of the nuclear world order more starkly than the events of 2 March 2026: as Prime Ministers’ Mark Carney and Narendra Modi signed a landmark 1.9 billion USD uranium supply deal for India’s civil nuclear sector, Iran was subjected to the third day of indiscriminate airstrikes by the US and Israel under the banner of nuclear non-proliferation, despite Iran agreeing to zero stockpiling of enriched uranium just days prior. This event, unfortunately, was not an isolated one, rather it reflects a pattern of nuclear exceptionalism where certain states such as India, continue to be rewarded for non-compliance with international regulations, while others such as Iran, are censured and even subjected to military action based on hypothetical realities.

The latest deal would see Canada sell close to 22 million pounds of uranium concentrate to India over 8 years, starting in 2027, a sale more than ten times the last Canada-India uranium agreement of 2015, which supplied 7 million pounds of concentrate over 5 years.

Read More »

Data Centres as the New Military Targets in Modern Conflicts

The character of warfare has evolved in tandem with the changing nature of military targets. In early March 2026, Iran bypassed traditional military targets and struck the physical part of the digital infrastructure at Amazon Web Services (AWS) data centres in the UAE and Bahrain. Until now data centres had been considered an unassuming target, as they did not house any military equipment or hardware. However, the US-Israel war on Iran, has transformed these billion dollar sites into high-value targets because of their ability to act as server farms on which adversaries’ websites, apps, AI systems and the entire digital infrastructure run.

Data centres are digital ecosystems where the delivery of cloud services depends on the integrity of physical infrastructure. Disruption in any one part of the shared infrastructure does not remain isolated and risks triggering widespread systemic failure. In the case at hand, Amazon operated multiple availability zones within each region in the United Arab Emirates and Bahrain. Iran struck two of the three availability zones in the UAE, while in Bahrain, a zone was damaged by drone debris causing an extended power outage and connectivity problems that further disrupted service across the Gulf.

Read More »

The Sovereign Shield

Pakistan’s defence industry is gearing up from a localised purchase requirement to a globalising high-tech export industry. For long the military-industrial complex of Pakistan had been dominated by military needs of the border security and the costly importation of foreign technology. This tendency, however, seems to be reversing slowly. Pakistan is attempting to edge closer to a model of self-reliance in this regard in terms of tactical security and geoeconomic rebalancing that is spearheaded by the JF-17 Block III, the Super Mushshak, and the unmanned systems. This is very clear in its international defence contracts of between 10 to 13 billion dollars.

But export headlines simply aren’t enough to succeed. The defence ecosystem of Pakistan is built on the basis of a strategic triangle in which the PAF is the challenging end-user and technological enabler of the defence ecosystem, a nascent domestic defence sector with focus on platforms such as the JF-17 and the overall economy that will have to eventually underpin and benefit of the activity. The first two legs have demonstrated great strength. The most challenging one is the economic leg, however. Export spikes can be short lived unless structural reforms are adopted. It is the work to be done by chance, that is to assemble these three factors in a self-sustaining system.

Read More »