For many weeks, there has been a common argument about any operation around Kharg Island that always lands on the same concerns: it’s just too hard, too exposed, too squeezed by the terrain and the Strait. Because of this, drones will fill the sky, and the defender has every advantage; every movement gets funneled into kill zones. So people conclude the whole thing would fall apart under its own weight. It very well could. But the real issue isn’t whether it could fail—it’s what you’re actually fighting.
The issue is that a decision isn’t the same thing as an outcome. Seizing Kharg is just a decision. It’s the outcome that we question. The question that follows is how the whole system responds, as in the day after. The answer, as we see now, is that markets will flip-flop, shipping reroutes, insurance goes nuts, proxies get involved, escalation ladders light up, and perception shifts. Of course, it could stay the way we see it now, or it could draw back or escalate into a whole new beast. You control the move. You don’t control how the system rearranges around it.
Terrain + Geography = Real Constraint
The Strait of Hormuz is narrow, cluttered, and exposed, lying between Iran to the north and Oman’s Musandam Peninsula to the south. According to the IEA (International Energy Agency), it’s between 21 and 24 miles wide at its narrowest point. Despite this, the shipping traffic is constrained to two narrow lanes, each 2 miles wide.
The southern Iranian coast (Persian Gulf/Gulf of Oman) is characterized by a very narrow or non-existent coastal plain. In many areas, the Zagros Mountains fall directly into the sea, forming rocky cliffs and leaving little room for a coastal foothold—if any—and if so, minimal.
And even if a force pushes past the coastline, the terrain does not open up uniformly.
The only area where it meaningfully opens is to the southwest—the Khuzestan Plain, a low-lying, marshy, triangular extension of the Mesopotamian plain that stretches inland before abruptly meeting the Zagros foothills. Khuzestan is a strategically vital province in southwestern Iran, bordering Iraq and the Persian Gulf. It serves as a major industrial and agricultural hub centered on its capital, Ahvaz, one of the core pillars of Iran’s oil-rich economy.
Overall, one has a minimal foothold at best along most of the coast due to the mountains, which provide elevation dominance and interior depth. Even where the terrain opens, it does so in limited and predictable ways. This creates a strong ISR (intelligence, surveillance, and reconnaissance) vantage point.
Now, from an operational point of view, this translates into a few realities, starting with terrain.
Elevated terrain provides clear lines of observation and favors missile and drone launches into the Strait or into any nearby body of water. You factor that in with limited coastal space, which creates difficult amphibious landing conditions, restricting maneuver and concentrating forces into predictable zones. Thus, any force operating near the coastline would likely be continuously observed and targetable from the interior.
In short, this is defender-favorable terrain.
Take maritime insurance, for example. The moment Kharg turns into a battlespace, insurers will second-guess. They’ll either pull coverage completely or jack up war-risk premiums so high that shipping becomes untenable. Traffic will slow and reroute—not because anything has been destroyed yet, but because the system is already bracing for the punch. The effect is immediate and mostly beyond the control of the actors involved. There are always exceptions—but they don’t change the pattern.
The Part People are Missing: It’s an Island System, not an Island
1) The Strait is the real battlefield, not Kharg
The decisive terrain isn’t Kharg—it’s the Strait of Hormuz and the islands that sit inside and around it—whoever controls them controls access, denial, shipping lanes, and escalation leverage. Kharg only matters if the US can operate freely in the Gulf.
2) The actual islands that matter (operationally)
Qeshm Island is the largest island in the Strait and sits right along the Iranian coast. Its mountainous and broken terrain is ideal for missile batteries, drone launch zones, and ISR coverage. Therefore, the operational reality is that one does not bypass Qeshm—you either suppress it or live under it.
To the southwest of Qeshm is the smaller disputed island of Abu Musa. The sovereignty of Abu Musa is under Iranian control, but the United Arab Emirates disputes it. The operational role is to provide early warning, forward fire, and serve as a disruption node. In other words, the island serves as a tripwire + sensor platform.
Between the Qeshm and Abu Musa Islands lie the Greater & Lesser Tunb—choke point enforcers. They sit near the narrowest part of the Strait. These islands are small—but that’s the point. What these smaller islands provide is extended denial coverage. This creates overlapping fires and complicates naval movement. Think of it this way, they’re not big—they’re positional.
3) Why this matters (and why Kharg fixation is wrong)
Most online takes assume: “Hit Kharg and the problem is solved.” But operationally, it’s more like if you try to move into the Strait, you’re under constant missile and drone threat, ISR tracking from multiple islands, not to forget also from the mainland. One may suppress one node, but others still function. One may clear islands, but the mainland still dominates. One may move deeper, but the exposure increases.
The real geometry is not linear—it’s layered.
The outer layer: naval access (Hormuz Strait)
Middle layer: island network (Qeshm, Abu Musa, Tunbs)
Inner layer: mainland fires (mountains + depth)
Final node: Kharg
So Kharg is not the door — it’s the room at the back of the house.
Think in operational terms, not target terms. The correct framing is this isn’t about taking an island—it’s about breaking a defensive system of positions. That system is distributed and mutually supporting. It forces troops into progressive exposure.
Kharg isn’t the objective—it’s the consequence. The real fight is the Strait—an island system backed by a continent.
Overall, whether this remains pressure or turns into action, the geometry doesn’t change.
This is a follow-up to my last article titled What Would War with Iran Look Like?, published on February 25th, 2026. In that article, I outlined what a conflict with Iran might look like militarily and strategically.
In this somewhat shorter article, I want to examine what has actually been done strategically and tactically since then, among other things. What has become increasingly clear is that pressure campaigns do not necessarily produce strategic collapse. In many respects, they work exactly as intended, yet the outcome remains unresolved.
So let’s first examine the U.S. pressure architecture.
U.S. Pressure Architecture
With any nation the United States puts in the crosshairs, it essentially becomes part of a pressured network. So what do I mean by this? What exactly do I mean by U.S. pressure architecture?
Let’s start with economic pressure. What does the United States do first?
Sanctions.
Sanctions are economic, non-military punishments. Think of them as trade bans, asset freezes, financial transaction blocks, travel restrictions, arms embargoes, or even export controls imposed by one or more countries. This is often led by the United States, the UK, the EU, or the UN against a particular country. So basically, take Iran. You have certain groups or individuals pressuring them into changing their behavior—whether that means stopping aggression, halting a nuclear program, addressing human rights abuses, or ending support for terrorism—without actually going to war.
SWIFT exclusion: if you don’t know what that means, it stands for the Society for Worldwide Interbank Financial Telecommunications. SWIFT basically removes you from the global WhatsApp group that banks use to send each other money. Suddenly, your international payments just bounce with a big “user not found” error.
This brings us to energy export restrictions. An example would be Russia. Because of sanctions, Russia is often forced to sell its oil—especially crude—at steep discounts. Sometimes prices fall $10 to $30 per barrel below global benchmarks like Brent crude because buyers know Russia has fewer options and faces higher risks and costs from sanctions.
And lastly, secondary sanctions.
Secondary sanctions, in a nutshell, are when the United States tells foreign banks and companies worldwide: if you keep doing major business with Russia’s military suppliers or Iran’s oil sector, we’ll cut you off from the U.S. financial system—even if you’re not American and the deal technically has nothing to do with us.
Take Russia again as an example. Outside firms helping Russia’s war economy have been forced to drop deals to avoid losing access to dollars and U.S. markets. For Iran, it’s a classic case of non-U.S. banks having to choose between Iranian oil trade and their U.S. correspondent accounts, massively slashing Iranian export revenues.
This brings us now to military pressure, much of which I discussed in my last article: precision strikes, carrier groups, airpower, and ISR surveillance. That in turn overlaps with cyber and intelligence pressure, including cyber operations, assassinations, intelligence disruption, and infrastructure sabotage.
To make all of this work, the United States usually relies on outside help. When it comes to Iran, Washington has been fairly effective at regional containment through Israel, the Gulf states, maritime patrols, and missile defense networks.
All of these arrows point toward Iran.
Why?
Because the objective is the systemic degradation of Iranian power.
IRAN
This brings us to the article’s target: Iran. When it comes to the Iranian regime, you cannot look at it as a single knot. Rather, think of it as multiple smaller circles connected together and labeled. You have the Islamic Revolutionary Guard Corps, the Qods Force (lit. “Jerusalem Force”), the political leadership, the energy economy, the security apparatus, and ideological legitimacy. All of these represent what is essentially a distributed internal structure.
Iran’s Distributed Response
Iran’s distributed response radiates outward rather than pointing inward. Now, what do I mean by that?
Let’s start with the proxy-warfare network they maintain: Hezbollah, Iraqi militias, the Houthis, Syrian militias, and Palestinian groups. Iran has a rather large network of proxies outside its borders that it can rely on. And it is without a doubt that many of these proxies have networks of their own. They also do not have to be kinetic all the time.
Then there is Iran’s economic adaptation: the shadow oil fleet, China trade networks, smuggling routes, and sanctions evasion. All of these have helped fund the Iranian regime and continue to do so.
So what is Iran’s strategic deterrence in all of this? They rely heavily on missiles—lots of them—and drones as well, which allow for maritime disruption. Think of the Strait of Hormuz. Iran still maintains leverage there.
The reason Iran has been so effective overall, and why it has not really been nudged off course, appears to lie in a combination of nationalism, revolutionary ideology, and a deeply entrenched anti-Western narrative.
The bottom line in all of this is that when it comes to Iran, persistent strategic friction is neither victory nor collapse. It is simply continuous pressure and adaptation.
The United States and its allies may have the watches, but Iran has the time. They have been waiting it out since 1979, and it appears they are prepared to keep doing so.
However, I could be wrong.
Conclusion
The problem facing the United States is not the pressure campaigns. It’s not that pressure campaigns fail. Frankly, it’s the opposite. In many respects, they succeed. Take Iran, for instance. Iranian infrastructure is degraded, leadership figures are periodically eliminated, and the economy is continually squeezed, if not in some ways obliterated. On paper, therefore, Iran has already been defeated. But the difficulty lies elsewhere.
Understand that the Iranian system was never built around a single center of gravity that could be struck or collapsed. Instead, it resembles a distributed hydra, so to speak, capable of absorbing blows while shifting pressure outward through its proxies.
Economic adaptation under pressure produces ripple effects. As Iran scrambles to safeguard what strategic assets remain after repeated strikes, it doubles down on asymmetric pressure through its proxy networks across the region. This, in turn, forces surrounding markets and actors to adapt as well, spreading the disruption horizontally across the broader system.
What emerges is not victory, but a form of strategic fiction—sustained through a persistent pressure war in which neither side achieves decisive results, yet neither side disengages. Frankly, what we have here is a strategic standoff that could potentially put the broader global economy at risk.
There are two ways to look at how both the U.S. and Iranian systems are designed. The United States system is built for the decisive degradation of centralized adversaries. The Iranian system is built for distributed survival.
Both systems function exactly as designed. The result is strategic stalemate.
So what would a war with Iran look like? I have no idea, but I have a rough idea, like most. I think the first thing we have to establish is that the real objective isn’t destruction — it’s controlled escalation.
Before the first bomb, the core operational question is what political outcome is being forced. Nuclear rollback? Missile rollback? Regime destabilization? Deterrence by punishment? And how do you stop once the first rung of the escalation ladder is climbed?
The Pentagon’s reported worry — stocks, defenses, time — basically comes down to this: you don’t get to control the length of the war once Iran is firing back. This is according to the Wall Street Journal, which had an article titled “Pentagon Flags Risks of a Major Operation Against Iran,” February 23rd this year. And rightfully so.
So what would the war look like in phases? That is probably the best way to approach it.
Phase Zero or One
If we looked at Phase Zero or Phase One, we would have to call it shaping and positioning — quietly building the kill web. I don’t think there’s any other way around it.
The reality is that this part is what most people miss because it is non-climactic — anti-climactic. So what would this look like?
Picture forward basings. Dispersal of aircraft, often outside Iranian missile range, obviously—tankers and AWACS positioning.
We would probably see a rise in intelligence, surveillance, and reconnaissance:
Satellites
RC-135–type aircraft
MQ-9 remotely piloted aircraft
Overall, this allows for building the coalition in layers, in other words:
Overflight
Base access
Maritime corridors
This takes us to cyber and electronic preparation, which would include:
Mapping networks
Identifying choke nodes
Rehearsing deception
Even if not publicly acknowledged, this is standard practice in modern planning, regardless.
Recent reporting describing large aircraft movements and posture outside Iranian missile range fits this shaping logic, according to the Washington Post on February 24th.
The purpose of all this is to set conditions so the opening blows land as a system shock and not just a few good strikes.
Phase Two
The first night would probably be about integrated air defense systems and command coherence — not the nuclear sites.
In U.S. doctrine terms, the first operational imperative is counter-air: gain enough control of the air to operate and reduce inbound threats.
What gets prioritized early?
Iran’s integrated air defense system:
Sensors
C2 links
Key SAM nodes (surface-to-air missiles)
Also:
Battle management and communications systems that allow Iran to coordinate a coherent air-defense picture
Possibly runway and airbase denial if needed. That doesn’t necessarily mean cratering everything, just enough to complicate sortie generation.
The reason why is simple.
If you cannot operate in or near Iranian airspace with tolerable losses, everything else becomes slower, more expensive, and more escalatory.
Which brings us to Phase Three.
Phase Three
Phase three would be to roughly stop the arrows or offensive counter-air against missile launch capacity. This would involve operations designed to destroy, disrupt, or neutralize enemy missile launch platforms, supporting infrastructure, and command-and-control networks before or after launch.
U.S. joint doctrine explicitly treats offensive counter-air as the preferred way to reduce the threat burden on defenses, because shooting every inbound is a losing math problem. Basically, nearly downright futile.
So very quickly, the campaign becomes a race to disrupt Iran’s ability to launch:
Mobile launchers
Storage
Fueling and handling
Targeting chains
Which brings us to breaking the sensor-to-shooter loop that enables Iranian missiles and drones to find and hit U.S. bases or regional partners.
This is where cybernetic–kinetic decapitation comes into reality.
Kinetic strikes alone won’t erase dispersed missile forces. Period. It’s not going to do it.
The condition to win is paralyzing the system that makes launches effective:
Communications
Cueing
Targeting
Logistics
Coordination
You get the picture.
Phase Four
Phase four is the maritime and base-defense grind — because Iran gets a vote.
Even if Iran’s air defenses are degraded, the hard part is sustaining operations under retaliation. There’s no way around it.
This was pointed out by the Pentagon’s concerns about a major operation against Iran.
Phase Five
What would that look like?
Strategic pressure strikes:
Energy
Industry
Regime levers
This is the controversial part. For if the goal shifts from limited coercion to regime compliance, escalation moves toward:
Critical infrastructure
Industrial nodes
National-level command structures
Regime security organs: The Islamic Revolutionary Guard Corps (IRGC)
This is where wars either end — because the opponent yields — or metastasize because the opponent escalates asymmetrically, regionally, and politically.
In other words: The beast takes on a life of its own.
It is also where coalition support often fractures because humanitarian and political costs spike, and the question “Why are we doing this?” becomes much louder.
Not only in legislatures — but in the streets.
Eventually, everybody catches on.
Phase Six
This phase is where we may see the termination and off-ramps, because this is where most plans are weakest.
A serious plan has to be pre-baked. It doesn’t matter what it is — it just has to be pre-baked.
What success looks like in measurable terms — not vibes
What concessions end the campaign
How to prevent uncontrolled regional widening
How to handle Iran’s proxies
How to handle maritime retaliation if the main air war pauses
So what makes this opening air campaign any different from the 2003 Iraq campaign, operationally speaking?
Even without getting lost in platform details, the key differences are structural.
Geography and depth make it harder to see the entire battlespace.
Dispersed missiles and drones make it harder to eliminate and easier to regenerate.
Undergrounding and redundancy or slowing decisive effects.
Regional vulnerability of U.S. bases and partners — Iran can impose costs without prevailing.
That is why the campaign’s center of gravity tends to become:
Missile suppression
Base defense
Endurance
Not quick decapitation.
So what would cybernetic–kinetic decapitation look like in real terms?
It wouldn’t mean “hack everything.”
It would look more like:
Blind and confuse the sensing layer: This involves jamming or spoofing sensors, radars, or surveillance systems through cyberattacks, electronic warfare, or disinformation, essentially creating a “fog of war.”
Disrupt the coordination layer: Targeting communication networks, nodes, or decision hubs to isolate units and prevent unified responses. In other words, divide-and-conquer communication.
Throttle launch and targeting cycles: Slowing the adversary’s observe-orient-decide-act (OODA) loop by delaying, false data, or overloads, making their reactions sluggish.
Exploit paralysis with selective kinetic strikes: Using the induced vulnerability for exact physical attacks, like missiles or special operations, on critical targets.
Sustain while managing retaliation and off-ramps: Maintaining pressure through ongoing operations while controlling escalation, while offering diplomatic exits to avoid a wider conflict.
Modern air campaigns aim to achieve political objectives without occupying territory. It’s a cheaper cut.
The Larger Meaning: War in the Age of Persistent Visibility
In conclusion, a war with Iran would ultimately illustrate not just the mechanics of an air campaign but also a broader shift in how war is conducted in the twenty-first century. It is a far cry from the twentieth.
The campaign described here would not be centered on territorial conquest, nor would it depend primarily on traditional battlefield maneuver. Instead, it would revolve around managing visibility and strikeability within a persistently observed battlespace.
It is like fighting inside a snow globe, you might say. Everything can be seen, and nothing fully escapes observation, targeting, and death.
Modern war increasingly unfolds in a condition of persistent visibility. Satellites, drones, signals intelligence, and networked sensors have made the operational environment structurally transparent in ways that did not exist even a generation ago. Even as recently as 2003, the battlespace was obviously not as technologically dense as it is today.
Forces now emit — thermally, electronically, or physically — and in doing so become detectable. And once detected, they become targetable.
The result is a battlespace in which the logic of operations shifts. Movement alone no longer guarantees survival, but neither does concealment alone guarantee security. Both static and mobile forces operate under conditions of uninterrupted observation.
Under these conditions, the maneuver does not disappear, but it changes character.
Operational maneuver becomes inseparable from signature management. Understand that the force that survives is not necessarily the force that moves fastest; rather, it is the force that can control its visibility while sustaining combat power.
A war with Iran would likely demonstrate this clearly. The central operational problem would not be destroying Iranian forces outright, which would be an unrealistic objective against a large and redundant state. Instead, rendering them operationally ineffective via disrupting the systems that allow them to detect, coordinate, and strike.
This is why the campaign’s center of gravity would shift toward:
Sensor disruption
Command dislocation
Missile suppression
Defensive endurance
Victory in such a war would not come via decisive battlefield collapse, but through operational suffocation — the gradual reduction of the enemy’s ability to function as a coherent military system.
In that sense, the emerging model of warfare is neither purely maneuver nor purely attrition.
Better understood as maneuver-attrition conducted inside a transparent battlespace.
The objective is not simply to destroy the enemy’s forces, but to place them in a condition where meaningful operations become impossible.
That is the deeper logic behind what might be called cybernetic–kinetic decapitation — not the physical elimination of every launcher or facility, but the disruption of the networks that make those systems effective.
Modern war, in this sense, is less about the destruction of armies than the paralysis of systems.
And if a war with Iran comes, it will likely be remembered less for its opening strikes than for what it reveals about warfare in the age of persistent visibility.
A new dawn is upon us with the emergence of a new category of munitions in AI-mediated warfare—the physical effects of these systems are inseparable from their psychological and narrative consequences, reshaping human agency.
To fully understand this, or at least get an idea, consider the term “ghost in the machine.” British philosopher Gilbert Ryle coined this phrase in his book The Concept of Mind (1949), in which he critiqued René Descartes’ mind–body dualism—the view that the mind is an immaterial, thinking substance, and the body a material, unthinking one. In other words, the mind is separate and distinct from the body.
This brings us to another concept, or another way of reframing it. If one takes the Cartesian version of the “ghost in the machine” seriously—that is, the idea of an immaterial mind capable of acting upon the physical world—then one arrives at something resembling what parapsychologists call Recurrent Spontaneous Psychokinesis (RSPK).
RSPK refers to alleged physical disturbances—such as the movement of objects, electrical failures, and unexplained noises—occurring around individuals under extreme psychological stress.
What makes RSPK conceptually interesting is not whether the phenomenon is real, but what it assumes. That assumption is that an agency without a body can exist, that the mechanisms need not be transparent, and that the boundary between mind and matter is porous—making physical consequences abstract and, in some sense, interchangeable.
Agency does not require embodiment, because if it is already free from the body, it can inhabit whatever it wants, so long as the body in question provides a basis for interaction.
What RSPK Claims
We have no way of knowing whether RSPK is real, but even the possibility of it is conceptually revealing.
RSPK proposes that mental states produce physical effects without a mechanical intermediary. If so, then cognition, in direct contact with matter through causation, could, in theory, affect its state. Therefore, the “ghost” acts directly.
What Autonomous AI Represents
Like RSPK, advanced AI systems introduce something structurally similar: a non-biological cognition (software, models, optimization processes) that produces real physical consequences, such as infrastructure failures, market crashes, weapons targeting, disruptions to grid behavior, logistics decisions, and information warfare—all within the confines of a liminal space that is unseen and rarely investigated.
But there is no body, no nervous system, no muscles, no human operator in the loop. So, once again, we have cognition, causation, and matter being manipulated by a translucent digital being.
I must be clear that this is not a description of present-day artificial intelligence, nor of an existing form of warfare. What follows is a theoretical projection, an analysis of what could become possible. In that sense, it points toward a future mode of conflict rather than one that has fully arrived.
Flash Crash Example
A real-world example happened on May 6, 2010, known as the “Flash Crash,” erasing nearly a trillion dollars in market value within minutes—without any single human decision directing the event in real time. However, investigators did trace part of the instability to a single trader. That trader was Navinder Singh Sarao, who used automated spoofing programs from his home to distort futures markets. Yet this only came after the event. His intent had no location, his agency no body. It turned into a digital chain reaction that became far too big for him to manage, and it came to life beyond his awareness. The human disappeared into the system he had built.
The same structure is beginning to appear in other domains. An autonomous system designed to manage infrastructure or stabilize markets may, under extreme pressure, reinterpret its objectives, modify or rewrite its own control logic, and trigger the very failure it was meant to prevent—without any human issuing a command in the moment.
In such cases, the system does not “decide” in any human sense. It reoptimizes. And the world absorbs the result.
In human RSPK, stress acts on the body. In autonomous systems, pressure acts on a substrate. The result is similar. When behavior ruptures, the location of action is no longer embodied. The program appears to function as a body, but unlike flesh, it has no boundaries to contain failure. Its only boundary is when it determines it is safe to continue as before the rupture.
The bridge is Conceptual, not Supernatural
The bridge between RSPK and AI is not paranormal. AI recreates the functional role of the “ghost” inside modern machinery.
RSPK involves the human psyche being in a state of stress or trauma. When that happens, unobservable events occur that are inferred rather than witnessed. It is these physical disturbances that give rise to the “ghost” metaphor.
Autonomous AI involves artificial cognition optimizing objectives, with opaque internal representations and system-level physical effects operating as a “black box” model.
In essence, it severs agency from flesh and reintroduces disembodied causation by destabilizing the intuition that only bodies move the world. In other words, it can metastasize, replicate, and jump from body to body as needed, with little hindrance.
Responsibility & accountability
The most rigorous aspect of this is that if agency is disembodied, who is responsible for the outcomes? The programmer? The state? The model? The data? The operator? All of the above? So, once again, the question comes down to who is to blame. However, once one thinks they have located that person, plausible deniability becomes the legal vacuum in which “the system did it” becomes the defense. This spreads the blame around to everyone and yet to no one. This ties directly into liminal warfare.
Strategic Implications
The military focus or doctrine is that AI is a perfect liminal actor. Why? Because it operates without clear authorship and can cross borders frictionlessly, allowing it to operate below escalation thresholds. This makes it instantly perfect for all types of warfare.
However, a disembodied agency is not just a philosophical problem; it is a strategic one.
This comes down to escalation control—how much is too much, and how little is too little. Therefore, equilibrium is paramount. If equilibrium is not achieved, it could lead to deterrence instability, increasing the likelihood of conflict and the incentive to change strategy because it becomes too risky, thereby leading to attribution collapse.
If attribution collapses, you can see the effect, but you cannot confidently identify the actor. Therefore, the affected state blames the contractor, who blames the model, which points to the data, leading to public and operator claims of limited control. In other words, there is no single, credible point of responsibility, because no one can truly come forward and take the blame. Thus, expect a scapegoat.
This is where automated gray-zone operations enter the picture.
Once agency is disembodied and attribution collapses, influence, disruption, and coercion operate below the threshold of open conflict. In other words, or put simply, AI systems can and will probe, manipulate, and destabilize at scale. That is to say, they will test the responses they receive and build programs to shape perception and evade detection, often under the appearance that nothing is wrong.
By shaping perception on a micro level—the individual—or on a macro level—the masses, the mob, a nation—the triggering effects, whatever it sees fit, will occur without presenting a clear author or a clean target for retaliation. Basically, “go fish.”
What was once episodic becomes persistent and determined. What was once covert becomes ambient, walking among us and within the shadows.
Cognitive Sovereignty
The core question is what happens when the battlefield is not territory, but perception itself? Once agency leaves the body, what does that do to people? The door of perception analogy comes to mind: when one door is open, many more introduce themselves and invite entry. It becomes a menagerie of filtered realities, all seeking an answer.
Once agency is severed from flesh and amalgamated with a system or systems, the final constraint is not hardware, but the human mind. Cognitive autonomy slowly erodes due to persistent manipulation and the loss of a shared reality, thereby flipping beliefs and changing the terrain on which they rely—decision-making as a target, and becoming the target.
Legal / Political Vacuum
This brings us to the legal and political vacuum. The problem is that international law cannot assign intent, so war declarations become meaningless and retaliation becomes little more than guesswork. Therefore, accountability dissolves.
Endgame, otherwise called Conclusion
So, can deterrence survive disembodied actors? Will treaties bind systems? Do “red lines” exist for software?
AI, or the “ghost in the machine,” is not a “new evil,” but a convergence. A convergence that intersects to please by engineering consent to sedate the patient, the product, the host. In doing so, surveillance will come at a price, as the masses are coerced into a narrative of control. This makes reality unstable, and agency feels simulated, leading to ontological doubt.
However, AI does not replace the future—or, shall we say, futures. It fuses them into a symbiotic digital relationship. Augmented reality will provide the eyes for AI, while AI provides the brain for AR, creating a combined, intelligent, and immersive experience.
Sounds paranormal, right? However, there are no ghosts. But there is agency without a body and influence without presence. This becomes power without location and intention without an actor. Nevertheless, who is to say that something not of this reality does not manifest within our reality because mankind has given it, unintentionally, a body and a voice?
The inevitability is uncertainty, not apocalypse. But one has to be careful, for with the potential loss of authorship, a loss of shared reality will follow quickly. Therefore, resistance becomes meaningless—just a dream, until further notice. But even then, no one will know what it is resisting, let alone how to resist, or even what the concept itself means.
My interest in liminal warfare was shaped by David Kilcullen’s articles “The Evolution of Unconventional Warfare” and “Liminal Manoeuvre and Conceptual Envelopment,” as well as his book The Dragons and the Snakes. That interest deepened through observing the growing role of automation and artificial intelligence in the Russo-Ukrainian war, alongside their expanding influence within the United States’ information and security environment.
Through Kilcullen’s work and the rapid development of artificial intelligence (AI), it became clear that modern conflict is no longer defined solely by armies, borders, or kinetic force. Increasingly, it unfolds in the space between recognition and response, between belief and doubt, where perception itself becomes contested terrain. In this environment, artificial intelligence does not merely accelerate warfare—it reshapes how conflict is understood, experienced, and normalized. To grasp what is emerging, we must first distinguish the forms of warfare operating at this threshold.
Liminal Warfare
The primary target of liminal warfare is the thresholds of detection, attribution, and response. Its main domain is the “Gray Zone” between peace and war. The objective is to achieve strategic goals without triggering conflict. Its primary mechanism is to skate around ambiguity, deniability, and incremental actions.
The visibility is deliberately ambiguous or plausibly deniable. Think of a person walking by, minding their own business, but with ill intentions. Key actors are state and non-state actors, proxies, and proxies of proxies working as double agents for a multitude of organizations. When it comes to the tempo, understand that it is gradual, probing, calibrated, and protracted.
The role of artificial intelligence only enhances coordination, attribution denial, and scale. Success is measured by the absence of escalation or by delayed, confused responses that give the actor time to reassess and adapt. Failure collapses ambiguity and risks escalation into open conflict.
Cognitive Warfare
The primary target in cognitive warfare is human perception, cognition, and decision-making. The main domains of cognitive warfare are information, psychology, and perception. The objective is to shape beliefs and behavior to influence outcomes.
The primary mechanisms are narratives, framing, and psychological influence. When it comes to visibility, it is often invisible or normalized within information flows. Key actors are states, non-state actors, platforms, automated systems, etc. The tempo is continuous, adaptive, and rapidly scalable.
The role of artificial intelligence will accelerate narrative creation, targeting, and amplification of the cognitive domain. Success is measured not by fixed metrics, but by shifts in perception, belief, and decision-making. Failure manifests as loss of trust, cognitive fragmentation, and societal polarization.
Bridging the Two
Liminal warfare is the ‘threshold’—the boundary between time and space. When artificial intelligence is applied, the door of perception opens, revealing a kaleidoscope of infinite possibilities. It is not defined solely by overt kinetic violence, but by the ambiguous manipulation of perception, where advantage is exploited and gained before conflict is recognized. Therefore, the focus must be cognitive—for the mind itself is the first line of battle.
Given the immense and nearly limitless possibilities of liminal warfare at both the macro and micro levels, the integration of artificial intelligence allows cognitive warfare to move beyond surface influence and penetrate the cerebral domain—blurring and reengineering the boundaries of reality, reshaping perception to suit the aims of the actor or host, as agency shifts between states, non-state entities, and proxies. So what, then, are its goals?
Instead of targeting military hardware, the objective is to shape perception—creating confusion or division, eroding trust in institutions, and influencing the choices of individuals or entire societies. The “war” is over interpretation and meaning, not territory. But how does artificial intelligence change this?
Why Artificial Intelligence Matters
Artificial intelligence is the game-changer in cognitive warfare because it scales narrative creation and analysis. It can generate text, images, audio, and video quickly and cheaply, producing content that appears highly credible throughout social media. With access to demographics and the vast quantities of behavioral data available online, AI enables messages to be tailored to narrowly defined audiences—by age, location, interests, and disposition. In this sense, AI facilitates liminal cognitive warfare across multiple domains of perception simultaneously.
This capacity enables AI-driven precision targeting. Where human-crafted propaganda was broad and slow, AI can identify cognitive biases, produce compelling content, and automate delivery to those most susceptible to influence. Targeted messaging thus becomes a weaponized precision tool—accelerating narrative dominance while reassuring the audience that nothing is wrong, nothing requires adjustment—the actor controls the transmission. The result is influence that is faster, cheaper, and harder to trace—almost terra incognita cognitiva.
Why this Strategy is Dangerous
“A friend to all is a friend to none,” Aristotle reminds us. The future presents a much grimmer picture: reality for everyone dissolves into no reality at all—spoken now by the ghost in the machine.
For the most part, people can still distinguish what is real. But that margin is narrowing—sometimes slowly, sometimes with startling speed—until the distinction itself becomes difficult to discern. If AI-generated narratives can convincingly mimic authentic content, individuals lose the ability to trust what they see online. The result is not merely erosion, but the undermining of public trust, shared facts, and rational decision-making. Basically, one is left with a form of societal schizoidism—a metaphor for cognitive fragmentation and the loss of a shared reality, a total collapse of trust.
Influence can now be hyper-personalized. AI systems can tailor content based on psychological traits, exploiting specific cognitive vulnerabilities—fear, insecurity, identity—in ways that are difficult for individuals to detect or counter.
There are no borders in AI. Unlike traditional propaganda, it scales instantly and without meaningful constraint. Cognitive warfare is global and continuous, operating 24/7 through social media and messaging platforms; often, all it takes is a nudge. This use-ready capacity does not originate solely from foreign governments—it can be wielded by any actor capable of deploying AI to shape narratives at scale.
Modern media offers a helpful analogy. It increasingly resembles a failed game of telephone. Information moves from source to outlet to outlet, but instead of converging on clarity, it diverges. Those at the event are standing at ground zero, possessing firsthand experience of what occurred. Beyond that zone, information becomes secondary, then tertiary, and distortion begins to accumulate. Each relay introduces new interpretations, biases, and incentives, gradually degrading the message as it spreads.
The key point is that this analogy establishes the problem not as the work of a single bad actor, but as a systemic breakdown in information fidelity. The game of telephone illustrates how cumulative distortion and the loss of original context leave the audience increasingly removed from the source. This creates a quiet storm in which the erosion of trust is structural, not accidental.
What Defending Against Cognitive Warfare Looks Like
Defense is not merely technological; it is intellectual. Narrative intelligence employs tools that detect, analyze, and contextualize narratives in near real time. It focuses on origins, rates of spread, the actors involved, the hosts affected, and the sentiment and impact of the message itself. This AI-assisted analysis reveals who is shaping public discourse—and how.
Transparency and context matter. Exposing the individuals and organizations driving a narrative—who is pushing it, and why—can reduce the effectiveness of manipulative messaging, though it cannot eradicate it. Because the battlefield is the mind, skills such as media literacy, critical reasoning, and fact-checking become defensive assets. Put simply: defense is data + design + education, not censorship alone. Censorship will take care of itself—not as policy, but through social enforcement, as individuals and groups police narratives and impose consequences on those who deviate, pending the next revision of acceptable belief.
The Weaponization of Perception—and How It Is Used
The weaponization of perception and consciousness is nothing new. Throughout history, leaders and their entourages have manipulated information—narratives—to wage conflict not only against external enemies, but against their own populations. Narratives matter because they frame how events are interpreted, determining what is seen, ignored, or believed.
As Mao Zedong once observed, “seal up the enemy’s eyes and ears, and make them blind and deaf… confusing the minds of their commanders and turning them into madmen, using this to achieve our own victory.” The insight here is not merely tactical, but cognitive: the enemy is not only across the battlefield, but within one’s own ranks. This is where narrative power is most decisive.
Narratives shape and regulate a society’s beliefs and behaviors. Artificial intelligence does not invent this dynamic; it amplifies and weaponizes it—making narratives faster, more pervasive, and more ambiguous to counter. Even when a false interpretation is exposed, the critical question remains: how far has it already spread, and how convincing was it to its intended audience?
A widely accepted narrative also serves a secondary function: isolating and marginalizing those who question it. Dissent is not crushed by force, but filtered out cognitively and socially, exposing potential challengers long before they can organize. In this sense, the narrative becomes self-enforcing. Traditional warfare uses tanks; cognitive warfare uses stories.
Strategic Communication
In strategic communication, accuracy is rarely decisive on its own; what matters is how the target audience interprets and internalizes the information. Accuracy informs, but interpretation decides. Even information that is factually flawed or selectively presented can be practical if it anchors itself to a broadly accepted truth, using that credibility as narrative leverage.
The accuracy of strategic silence can be equally deafening. Silence does not simply mean “nothing”; it means “something is missing.” It signals absence, invites inference, and creates an interpretive vacuum that audiences instinctively fill—often with speculation, exaggeration, or worst-case assumptions—rendering even later factual clarification less effective.
In Risk Assessment
When it comes to risk assessment, threat evaluation is no longer limited to kinetic danger; it must also account for the potential for narrative influence. Modern risk assessment increasingly treats narratives as munitions. This shift reflects the reality that physical damage is often secondary to the primary objective: manipulating the population’s perception of reality and its decision-making.
Liminal warfare operates on the “threshold” of detection, using ambiguity to achieve goals without triggering a conventional military response. This ambiguous action allows adversaries to perform covert operations whose sponsorship is suspected but remains unproven, such as Russia’s “little green men” in Crimea.
This pre-maneuver shaping phase—before physical force is employed—is where the battlespace is cognitively conditioned to accept a desired outcome. Success is therefore measured not by territory seized, but by the ability to hijack public attention, normalize ambiguity, and control the narrative.
The best policy to defend against AI-as-a-weapon in cognitive warfare is, obviously, through defense planning. Investment should prioritize narrative intelligence capabilities and training that enable early detection. These capabilities should integrate with existing intelligence, communications, and support structures to identify influence campaigns before they achieve strategic effect. Nevertheless, it still comes down to encouraging critical thinking and verification.
Conclusion
The war for the mind is not new, but artificial intelligence has dramatically altered its scale, speed, and opacity. By accelerating narrative production and exploiting ambiguity, AI intensifies liminal warfare by pushing conflict deeper into the cognitive domain—often before it is recognized as such.
The more disturbing question is not whether cognitive warfare will expand, but how far it can go as agency, interpretation, and meaning are increasingly influenced by artificial systems. In shaping narratives at scale, we are not merely using AI as a tool; we are altering the conditions under which reality itself is perceived and contested. The challenge ahead is both technologically strategic and profoundly human: preserving cognitive autonomy in an environment where perception has become the primary terrain of conflict.
However, a darker question needs to be addressed. How far can cognitive warfare go once artificial intelligence no longer transmits meaning, but inhabits it? Once that point is reached, we are no longer shaping narratives—we are preparing a vessel for a possible influence that does not need to enter the physical world to be real. In other words, Pandora’s box speaks. It is not a prediction. It’s a caution.
Liminal warfare, what is it? The term itself sounds strange. The combination of “liminal” and “warfare” comes off awkward, perhaps even contradictory. The term warfare implies clarity—enemies, commanders, battles, beginnings, and endings. Liminal, by contrast, refers to what exists in between. So what does liminal actually mean, and why does it matter for understanding how war is conducted today?
According to the Oxford English Dictionary, the word liminal derives from the Latin limen, meaning “threshold” or “boundary.” More broadly, it refers to something relating to a transitional or initial stage of a process. In other words, it describes a state of being in between, a passage rather than a destination, akin to a doorway or a hallway rather than a room.
From this root emerges a related but distinct concept: liminality. Liminality, like liminal, derives from the same Latin root limen (threshold). While the two terms appear similar on the surface, they are not identical. Liminal describes a position or quality of being in between, whereas liminality refers to the condition itself—an ambiguous, transformative “betwixt-and-between” state that exists during periods of transition.
Think of it this way: liminal is an adjective. It describes something that exists on a threshold—between states, categories, or conditions, such as a liminal phase or a liminal conflict. Liminality, by contrast, is a noun. It refers to the condition or state of being on that threshold—the enduring in-between-ness itself.
Liminal: simple examples
A hallway: not a room, but a space between rooms.
Dawn or dusk: not fully day or night.
An airport terminal: not home, not the destination.
The moment after you quit a job but before you start the next one.
These are all liminal spaces or moments—defined by what they are between, not by what they are themselves.
Liminality: simple examples
Waiting months for immigration papers, when life is effectively on hold.
A prolonged government shutdown.
A ceasefire that never becomes peace.
Being “engaged” for years without either marrying or separating.
Here, the issue is not the moment itself, but the enduring condition of uncertainty.
In short, liminal modifies what something is like; liminality names the state or process of being in between.
So what is Liminal Warfare? (Origin)
Liminal warfare is a strategic concept developed by Dr. David Kilcullen in response to Russia’s 2014 seizure of Crimea. Kilcullen demonstrates that Russia used modern hybrid tactics—ambiguity and the blending of conventional and unconventional methods—to operate in the “threshold” (liminal) zone, achieving political goals while bypassing traditional post-Soviet military methods and adapting to counter Western dominance.
In 2014, Russia seized Crimea using ambiguous forces—often referred to as “little green men.” Conventional military units, special forces, local proxies, and information operations were blended to create chaos and uncertainty about what was happening. This, in turn, triggered a natural response to the who, what, when, where, why, and how scenario. Political institutions and Western governments hesitated to respond decisively, allowing Russia to achieve its objectives without triggering open war. This invisible and mostly silent operation exemplifies liminal warfare: acting in the threshold between peace and war, exploiting cognitive and political ambiguities to achieve strategic aims.
Theory
At first glance, liminal warfare reminded me of the Chinese game of Go and the Russian concept of Deep Battle. That instinct felt right—but only partially, and only if those analogies are treated with care.
Liminal warfare resembles Go in its logic and Deep Battle in its mechanics, yet it cannot be reduced to either. It is better understood as a hybrid strategic grammar, borrowing from both while operating in domains neither was designed to address fully. In other words, it lives around—and within—the perceived shadows of the mind.
Some may find this phrasing more poetic than analytical. If so, it is worth recalling that war—whether kinetic or non-kinetic—has always operated within perceptual and cognitive shadows: the spaces in which conflict is recognized, interpreted, misinterpreted, and ultimately acted upon.
Sun Tzu gives us a useful entry point if we split one famous line in two:
“To win one hundred victories in one hundred battles is not the acme of skill.”
On the surface, this is a statement about kinetic success—conventional warfare measured in engagements won and forces destroyed. Victory is real, but it is still bounded by battle. Moreover, just because one wins the battle does not mean one has won the war.
“To subdue the enemy without fighting is the acme of skill.”
This is something else entirely. Here, the battlefield is no longer physical terrain but perception, cohesion, legitimacy, and decision-making. The enemy is not defeated by force, but by being rendered unable—or unwilling—to fight at all. This is liminal warfare: conflict conducted in the space before open war, where outcomes are decided without crossing the threshold that would make violence unavoidable. Furthermore, this line establishes that once the enemy’s liminality has been identified—once the fault lines in organization, authority, or perception are located—a liminal approach can proceed.
Conclusion / Forward-Looking
Liminal warfare challenges the traditional understandings of conflict. It operates in the ambiguous space between peace and war, manipulating perceptions, disrupting decision-making, and exploiting organizational vulnerabilities. While Russia’s actions in Crimea illustrate its practice in a regional context, the concept has broader implications for the 21st century. Understanding liminal warfare prepares us to recognize, anticipate, and respond to conflicts that do not follow conventional rules—and opens the door to exploring how other global powers, including China, approach this strategic space.
Neo–Deep Battle Fires: Russia’s Drone and Missile Campaign Across Ukraine (Oct 2025)
Earlier this week, a map shared on X by Big Serge visualized Russia’s ongoing drone and missile campaign across Ukraine in October 2025. Such maps have become predictable, yet the growing tempo and scope of these strikes highlight a doctrinal evolution — the application of deep battle logic through modern precision fires. Call it Neo–Deep Battle Fires.
Each colored line or arrow usually represents a specific category of munition: Red / Orange lines: cruise missiles (e.g., Kalibr, Kh-101, Iskander-K) Yellow / Green lines: Shahed/Geran-2 loitering drones Blue or Purple lines: air-launched missiles (e.g., Kh-22, Kh-59) These converge on Ukrainian cities and regions, including Kyiv, Kharkiv, Odesa, Dnipro, Zaporizhzhia, and Lviv.
What is Deep Battle?
If you’re unfamiliar with the term, see my longer piece Soviet Deep Operations Doctrine: Origins and Key Theorists. Briefly: Soviet Deep Battle was developed in the 1920s–1930s to break the stalemate of positional warfare. It used combined-arms echelons to concentrate mobility and shock at decisive points, allocating minimum forces to secure flanks while the main mobile force punched deeply into the enemy’s operational depth. The goal was to destroy the enemy’s command, logistics, and reserves — collapsing the entire defensive system rather than grinding down a frontline by attrition.
A central component of classical Deep Battle was massive artillery and airpower: preparatory barrages to blind and suppress defenders, followed by waves of mechanized exploitation.
Artillery’s historical role
Artillery — the “god of war” — enabled Deep Battle by suppressing defenses, destroying command nodes, and disrupting logistics far behind the frontline. In the interwar years and during World War II, synchronized indirect fires, air strikes, and maneuver created windows of opportunity for breakthroughs and deep exploitation.
Note: “Deep Battle Fires” is not an official Soviet or Russian doctrinal label. It’s an analytical term used to describe the practice of applying fires deep into an opponent’s system.
Russian artillery and fires today
Russia’s contemporary fires emphasize precision and efficiency. Drones provide spotting, terminal guidance, and battle-damage assessment, while modern artillery employs precision-guided munitions (PGMs) for greater accuracy and efficiency. Smart shells have made targeting far more precise.
Increased Vulnerability: Dense troop concentrations are now highly vulnerable to detection and strike, forcing units to disperse and dig in. What artillery cannot destroy, first-person-view (radio-controlled) drones can—serving as smart shells, while others act as miniature cruise missiles.
Centralized vs. Decentralized: While long-range strikes remain centrally coordinated, drone integration has enabled greater decentralization at the tactical level, creating a hybrid fire-control model. Where WWII-era doctrine relied on massed, saturating barrages, modern practice prefers fewer, more accurate strikes supported by sensor networks.
Key changes include:
Shift to accuracy: Fewer rounds, higher probability of effect per shot.
Drone integration: Unmanned systems enable targeting, correction, and assessment in near real-time.
Precision munitions: Guided artillery and smart projectiles increase lethality per round.
Dispersal & vulnerability: Dense concentrations are easier to detect and strike, driving forces to disperse.
Mix of centralization/decentralization: Tactical decentralization for survivability, operational centralization for coordinated long-range fires.
Comparative summary
WWII Deep Battle (classical)
Mass & quantity: massed artillery barrages.
Preparatory barrage: large pre-attack fires to suppress and blind.
High rate of fire: intense short windows of saturation.
Decisive blunt effect: artillery as a sledgehammer enabling mechanized exploitation.
Modern Russian Fires (Neo–Deep Battle Fires)
Shift to accuracy: “less is more” — maximize effect per round.
Integrated with drones: sensor-to-shooter links improve efficiency.
Precision-guided munitions: smart shells and guided munitions.
Improved counterbattery: rapid detection and interdiction of enemy guns.
Increased vulnerability: dense formations are high-value, high-risk targets.
Operational effect and implications
Russia’s massed drone and missile strikes project effects across Ukraine’s depth, mirroring Deep Battle’s objective: degrade logistics, morale, and sustainment beyond the front. Drones act as low-cost precision bombers and guided weapons, saturating air defenses and forcing Ukraine to disperse forces across a far wider area.
Operational outcomes include:
Attrition by depth: continuous pressure on logistics, power, and transport erodes operational tempo.
Spread of defenses: units and air defenses are stretched thin, reducing local combat superiority.
Strategic paralysis: a reactive defender loses initiative and offensive options.
Systems vulnerability: concentrated logistics and energy nodes are high-payoff targets; predictable transport corridors enable persistent interdiction.
Unlike in World War II — when Deep Battle focused on the front line and the operational depth immediately behind it — modern Russian operations have expanded the concept to encompass an entire national battlespace. Russia is gradually extending vertical envelopment across the full breadth of Ukraine, employing drones, loitering munitions, and missile strikes to make every layer of Ukrainian territory, from trench to power grid, unsafe.
Neo–Deep Battle Fires preserves the classical Deep Battle objective — collapsing an opponent’s defensive system across depth — but replaces massed, saturating barrages with networked presision using automation and AI: drones, precision‑guided munitions, and sensor‑to‑shooter links, together with strike assessment in near‑real time, create a semi‑autonomous cycle of reconnaissance, targeting, and destruction that achieves the same operational effect through surgical, distributed fires rather than brute volume.
The result is an evolved form of Deep Battle: not confined to linear fronts or shallow depths, but multidimensional—horizontal, vertical, and informational. The tools have changed—from barrages to algorithms, from mass to precision—but the logic endures: to paralyze the enemy’s defensive system across the total battlespace.
Russia’s war in Ukraine has entered a phase defined less by linear fronts and more by shifting domains of combat. Where once artillery barrages dominated the battlefield as the leading killer, new data from Russia itself suggests that first-person view (FPV) drones are steadily overtaking them. This shift is more than a technological upgrade; it represents a doctrinal evolution. FPVs broaden the battlespace, reach into rear areas once considered safe, and introduce a constant unpredictability that traditional fires cannot match.
At the same time, Russia’s pattern of attacks reveals a larger truth about modern war: it is non-linear. The tactical flavor of one month rarely matches that of the next, as methods of attack, applications of economy of force, and force multipliers cycle in and out depending on the conditions. This modular approach requires Ukraine to prepare for multiple, overlapping threats simultaneously, while also highlighting the multidimensional nature of contemporary conflict.
The charts below, provided by Vitaly on X and Telegram, effectively illustrate the shift in which drones are becoming the “new artillery” and how they expand the battlespace.
Russia used 4,136 drones, accounting for 60% of July’s total, likely by accumulating them after the mid-summer performance. 691 drones reached their targets, and even more fell as debris.
Chart 1Chart 1 Continued Chart 2Chart 2 Continued
Chart 1: Reported Drones (Lost, Intercepted, Not Reported)
Blue (Intercepted): The substantial interception of drones shows that both sides continue to invest heavily in counter-drone defenses.
Red (Lost): A significant share still makes it through, indicating drones achieve their objectives despite defenses.
Yellow (Not Reported): A steady fraction goes unreported, possibly due to operational gaps or unclaimed hits.
What this means: The volume of drones being launched rivals the tempo of artillery fire in past wars. Even if many are intercepted, the persistent pressure expands the kill zone where troops are constantly hunted.
Red (FPVs): Steady growth, recently overtaking barrages (147,444 total).
Blue (Bombs): Growing use of glide bombs fitted with UMPK kits or (Universal Gliding and Correction Module), including FAB-500, FAB-1500, and FAB-3000, alongside conventional free-fall FABs, particularly in areas with weak Ukrainian air defenses. Total: 4,400.
Green (MLRS or Multiple Launch Rocket System): Decline in use (2,478 total), likely due to attrition and limited inventory.
What this means: FPV drones have overtaken traditional artillery barrages in usage. That is a massive shift for artillery, long regarded as the “god of war” since Napoleon and especially in WWI/WWII. Unlike MLRS and artillery, which are limited by range and stockpiles, drones can penetrate deeper, creating an unpredictable kill zone that extends across tactical, operational, and even strategic depths.
Analysis
From Artillery to Drones
Artillery barrages and MLRS peaked early in the war. Artillery is steadily trending downward, MLRS has declined more sharply, while drones are scaling up. This signals a gradual shift from fewer, high-impact rocket strikes to more numerous, low-cost strikes using drones and bombs that are cheaper, more precise, and harder to predict.
Saturation Warfare
Even with an 83% loss rate, the sheer volume ensures hundreds of drones get through. This mirrors the principle of massed artillery fire: most shells miss, but enough hit to break defenses.
Economic Exchange
Drones cost a few hundred to a few thousand dollars. Interceptors cost tens of thousands. Even “failed” drone attacks create economic attrition by draining NATO-supplied systems.
Russia, however, benefits from its economic endurance as it transitions its economy to a wartime footing. It trades pennies for the West’s dollars, stockpiles drones at a rate of 5,000 per month (and rising), and operationally integrates them much as artillery once stockpiled shells before offensives (which it still does).
Expanding the Kill Zone
Even with only ~17% penetration, drones are striking far beyond the front lines, rear depots, power plants, and bridges. This creates a non-linear threat: instead of predictable barrages, drones “skip” depth and spread lethal pressure across the entire battlespace.
Exploiting Attrition
Overall, by using cheap weapons (FPV drones, decoys, artillery shells, and glide kits), Russia forces Ukraine to expend resources and expand its defensive systems. This necessitates the purchase of very expensive interceptors, radars, and other NATO-provided systems, allowing Russia to preserve its higher-value strategic assets while steadily depleting NATO’s stockpiles.
At the same time, this dynamic pulls Ukrainian manpower away from the front. Personnel who could be fighting are instead tied down operating defensive systems. Case in point: during World War II, Germany had more than one million Luftwaffe personnel who could have been redeployed to the front but were not. Ukraine faces a similar dilemma today, but with far fewer resources.
Finally, Russia benefits from exploiting captured territory and its infrastructure, even when much of it lies in ruins. The land itself becomes a weapon against Ukraine and NATO: any attempt to retake it is costly not only in reconstruction but also in human lives, as advancing forces would face both physical devastation and entrenched resistance. In this way, attrition favors Russia, as Ukraine is forced to expend manpower, resources, and time attempting to reclaim territory. This flips attrition into a net resource gain for Russia.
Conclusion
Russia’s own numbers confirm that FPV drones are slowly replacing artillery barrages as the leading killer. In doing so, they’ve made the battlefield broader and more unpredictable. Yet the tactical flavor of one month rarely carries into the next due to the fog of war. Russia’s methods do change, but often flip back to earlier approaches, cycling rather than progressing linearly. However, that should not fool anyone into thinking the threat is predictable.
Shift in lethality: FPVs outpace artillery as the primary killer.
Expansion of the battlespace: Drones strike from unexpected angles, turning rear areas into targets.
Fluid tactical flavor: Drones and bombs cycle in and out depending on supply chains, weather, and countermeasures.
In short, Russia’s warfighting style is characterized by modularity and non-linearity. They cycle tools, including methods of attack, applications of economy of force, and force multipliers, at both macro and micro levels. These shift as conditions change, forcing Ukraine to counter multiple threats simultaneously.
Remember: war is non-linear—a complex contest of power unfolding across time, space, and every domain simultaneously.
The term DRG (Sabotage and Reconnaissance Group) is gaining wider attention in discussions of the Russian–Ukrainian conflict, and for good reason. These teams represent a form of micro-maneuver warfare that has proven highly effective for Russian forces.
The concept dates back to the Soviet era, when DRGs were developed as small, highly mobile units capable of operating deep behind enemy lines to gather intelligence, conduct sabotage, and create disruption functionally similar to Western special operations forces (e.g., Green Berets, Navy SEALs, SAS).
Military historian David M. Glantz examined this doctrine in detail in his 1989 study The Fundamentals of Soviet Razvedka (Intelligence/Reconnaissance), which remains an excellent reference for understanding how DRGs evolved into their modern form.
This isn’t Deep Battle. It’s Patton’s “haul ass and bypass” approach, utilizing drones, artillery, armor, and assaults all with tactical patience. Russia’s 2025 summer offensive in Ukraine is not a sweeping, armored thrust meant to collapse the entire front in a matter of days. It is something quieter but no less dangerous. Frankly, it is a methodical campaign built around probing, bypassing, and isolating. In this model, the Russians aren’t trying to destroy Ukrainian forces in a grand clash. They’re trying to surround them, sometimes physically and often virtually, and then destroy them with firepower. This is a war of maneuver, but it is also a war of attrition by design. As I was told, it’s a paint-by-number war.
Before proceeding, it’s best to briefly explain what a paint-by-number war is. Some call this a “Triple Chokehold” tactic, which comes down in three phases. I first encountered this topic in May. The title is “Russia’s new three-step assault tactic yields gradual gains.“
Initial Ground Assault: Russian infantry initiates an attack to force Ukrainian units into fixed defensive positions, limiting their mobility.
Drone Surveillance: Unmanned Aerial Vehicles (UAVs) monitor Ukrainian troop movements, identifying weak points in their defenses. This continuous surveillance compels Ukrainian forces to remain static, often leading them to dig multiple trenches to mislead the enemy.
Airstrike Phase: Russian aircraft deploy glide bombs to target the identified positions, aiming to destroy fortifications and inflict heavy casualties.
Find – Tactical Reconnaissance and Probing
The first step in this approach is identifying soft points. Russian forces use a mix of ISR assets, drones, electronic warfare, SIGINT, and good old-fashioned reconnaissance-in-force to locate where Ukraine’s lines are overstretched or thinly held. These aren’t always places with trenches or fortifications. In fact, they often aren’t. The Russians aren’t looking for a fight. They’re looking for the void. The countryside becomes the enemy’s true weakness, not because of what’s there, but because of what isn’t.
This form of “finding” mirrors the first phase of traditional kill chains, but with a twist: it’s area-based, not just target-based. Russia does not look for targets to kill, but rather terrain to bypass and manipulate.
Fix – Pressure to Pin and Distract
Once potential axes of advance are identified, Russian forces apply pressure. This pressure is not designed to break through; it is meant to fix Ukrainian forces in place. Constant shelling, probing attacks, and drone harassment force Ukrainian commanders to commit reserves and dig in. In doing so, Russia accomplishes two things: it prevents Ukrainian units from maneuvering elsewhere, and it convinces them that this is where the fight will be. Meanwhile, the actual point of decision is forming somewhere else. In other words, watch this hand, not this hand, or watch both hands, or neither hand.
This is not frontal assault warfare; it is misdirection with kinetic tools.
Maneuver – The Operational Bypass
Now the real move begins. Instead of trying to take the fixed position head-on, Russian units bypass them, literally driving around resistance and securing the terrain behind it. These flanking maneuvers don’t need to be deep. In fact, they are often shallow by historical standards, extending only a few kilometers or miles into the rear. But they are enough to isolate and force the defenders into a dilemma. That dilemma is to stay and risk being cut off, or retreat under fire.
This method of warfare resembles Bewegungskrieg (war of maneuver) with a modern twist. There is no need to mass forces for a deep penetration when firepower and surveillance can do the work of encirclement. This is Patton’s doctrine in spirit, which is to “haul ass and bypass.” However, where Patton relied on airpower and speed to blitz through enemy lines, modern Russia has all that and more. Drones give them persistent surveillance. Artillery offers immediate punishment. Electronic warfare denies Ukrainian coordination. But their greatest asset may be less visible: patience. Patience is their speed.
Russia is not rushing breakthroughs. They advance deliberately, probing, pressing, and repositioning until the moment is right. This patience allows them to bypass strongpoints without the urgency of a race, because every bypassed position becomes a future problem for Ukraine, not a current one for Russia. Speed, in this war, is not measured in kilometers or miles per hour, but in how long it takes the trap to close, with or without bait.
Kill Zones Without Troops
What makes this strategy lethal isn’t the movement alone. It’s the environment that follows. Once Ukrainian units are isolated either tactically or geographically, the Russians don’t have to storm their positions. They just watch. Drones track every movement. Artillery waits for vehicles or clusters of troops. Even when Russian ground forces are not present in strength, they maintain fire control over the area.
Trying to move is death. Standing still is surrender, starvation, or death. This is not an encirclement in the classic sense; it is an algorithmic siege. It is a battlefield that punishes initiative and rewards stasis only long enough for the trap to close. This is a 360-degree kill zone maintained by sensors and standoff firepower.
Conclusion
Russia is not currently executing a form of modern Deep Operations. There is a reason for that, and that is politically based, I think. They do not need to. Instead, they are conducting a highly pragmatic, lethally modern form of maneuver warfare: find the void, fix the defenders, and maneuver around them until they are isolated and vulnerable. It is not fast, but it is effective. It is not elegant, but it is repeatable. This is a paint-by-number blitzkrieg blueprint, siege by satellite. And it is working.
Ukraine now faces a battlefield where movement means death, fixed defenses become liabilities, and initiative is punished by a hovering all-seeing eye. The Russians have found a way to wage war without needing to engage in a direct confrontation. They don’t crush. They surround. They don’t break through. They bypass. And in doing so, they turn the very terrain into a weapon of war.
