What Drones Cannot Explain Alone: Ukraine, Military Organizations, and the Problem of Ending War

1. Guest Background

In this approximately 174-minute episode of the Lex Fridman Podcast, Fridman brings together Preston Stewart and Michael Kaufman to examine the Russia–Ukraine war from the individual battlefield task to the political purposes of fighting. The conversation covers drones, military adaptation, command culture, territorial control, external support, and the conditions under which negotiations might produce something more durable than an interruption in hostilities.

Stewart is a West Point graduate and Afghanistan veteran who covers the war through his Preston Stewart YouTube channel, the War and Conflict podcast, and the Defense Tech News newsletter. His contributions connect explanations of battlefield equipment with questions about soldiers, junior leadership, and the limits of military organizations. His Afghanistan experience is particularly relevant when the discussion turns to delegated authority and the difference between providing security and accomplishing broader political change.

Kaufman specializes in the Russian and Ukrainian militaries, serves as a senior fellow at the Carnegie Endowment, and hosts Russia Contingency on the War on the Rocks platform. In this discussion, he connects tactical developments to operational coordination and political objectives, while also revisiting shortcomings in prewar analysis. Their backgrounds explain the perspectives they bring; they do not remove the need to distinguish a documented example, a secondhand account, an estimate, and an analytical judgment.

2. What the Episode Covers

The episode begins with a distinction that shapes everything that follows: a country can improve its position on the ground while becoming more vulnerable elsewhere. Kaufman dates diminishing returns in Russia’s approach to the summer and autumn of 2025 and judges that Ukraine has gained more initiative on parts of the front in 2026. He nevertheless emphasizes accumulated infrastructure damage and uncertainty about the coming winter. His assessment describes a situation at the time of recording, rather than establishing that Ukraine’s advantage will persist.

Russia’s long-range campaign supplies the other half of that picture. Kaufman describes a progression from systematic missile attacks on energy infrastructure beginning in autumn 2022 toward saturation attacks using large numbers of one-way drones against a broader range of civilian targets. Repeated alerts and attacks disrupt economic life while placing pressure on air defenses. He argues that strategic bombardment can inflict enormous damage without independently delivering maximal political objectives when the ground campaign is unsuccessful. Destruction and coercive success therefore require separate evaluation.

At the front, Kaufman describes a zonal defense built from sparse infantry positions, prepared defenses, minefields, artillery, and drone coverage. His rough illustration of a drone engagement zone extending about 15 kilometers on either side of the front comes with an explicit warning about local variation. He cites a claim that drones inflict roughly 80 percent of losses, but the episode provides no underlying source. More consequentially, he explains how mines obstruct movement and artillery disperses or slows troops, helping create targets for drones. Poor weather also preserves a role for artillery when drones become less effective.

Stewart explains the chain from reconnaissance to target reporting and FPV engagement, including changing munitions for different targets. The discussion estimates daily FPV use by one side at roughly 8,000–10,000, without supplying an independent statistical basis. Kaufman adds the personnel behind that volume: a typical team might need two or three people for piloting, navigation, technical support, and arming. Limited terminal guidance does not make the overall enterprise autonomous; maintenance and troubleshooting remain substantial demands.

The guests then examine competing attempts to move through this environment. Stewart describes Russian reliance on individual infiltration, motorcycles, and ATVs. Kaufman explains how small groups passing between thinly distributed positions can accumulate behind them and threaten reconnaissance teams or supplies. His Ukrainian examples, including Code 92, the First Separate Assault Regiment, and air assault formations, emphasize creating conditions for movement by suppressing opposing drone units, disrupting their logistics, and coordinating fires before advancing with vehicles or small supported teams.

The strategic stakes extend beyond changes in the front line. Kaufman argues that Russia’s initial effort to replace Ukraine’s government failed, while the subsequent war continues to shape Ukraine’s borders, economic viability, and strategic orientation. He identifies a Ukrainian approach combining front-line stabilization, infrastructure protection, and pressure on Russian economic revenue. These are connected contests over the capacity to sustain an independent state.

3. Core Views: Reasoning, Examples, and Limits

One of the episode’s strongest analytical moves is to distinguish visible outcomes from the system that produced them. Stewart and Kaufman warn that published drone footage favors successful attacks. Batteries running out, links failing, misses, and munitions failing to detonate are less likely to appear. Their accounts of tanks requiring multiple or sometimes dozens of drones illustrate variation, rather than establish a common exchange ratio. Without launch totals and confirmed final damage, footage cannot establish the average cost of destroying a target. Equally, an unusually resilient vehicle cannot establish that drones are generally ineffective.

Fiber-optic drones reveal a related problem with judging equipment by a single advantage. Stewart explains that the cable bypasses radio-link jamming. Kaufman adds that analog radio video can sometimes be intercepted by detection devices, giving threatened soldiers a view of what an approaching drone is searching for. A fiber link removes that particular warning opportunity. Yet the cable adds weight, can catch on obstacles, and requires careful flight and cable placement. The innovation changes the balance among vulnerabilities; it does not eliminate physical constraints or operator workload.

Kaufman’s comparison of adaptation separates invention from deployment. He portrays Ukrainian units as decentralized experimenters with their own development and supplier relationships, while describing Russia as better able in some cases to standardize and scale a demonstrated solution. Fiber-optic adoption and the proliferation of electronic warfare systems provide his examples. His suggested three-to-four-month evolution cycle is a broad estimate, not a dependable timetable. The distinction matters because producing many ideas and distributing a reliable capability are different organizational achievements, each with its own coordination demands.

Neither guest treats this battlefield as a universal forecast. They emphasize the absence of air superiority and the conditions of a prolonged, mined, entrenched land war. Kaufman warns against assuming that the mature middle or later phase of one conflict describes the opening of the next. He still regards coordination of infantry, armor, artillery, and aviation at scale as an important American advantage, while acknowledging uncertainty about what new technologies will do to its value. The transferable lesson is to test the context before transferring the practice.

Political assumptions also determine how military resources are employed. Reflecting on the invasion’s opening, Kaufman argues that analysts insufficiently connected Russian plans to expectations of a rapid Ukrainian collapse. Greater knowledge of Russian forces and attack plans than of Ukrainian forces and defenses contributed to anchoring. His objection to abstract military rankings follows from this: geography, objectives, operational concepts, and interaction determine how power expresses itself. Stewart’s discussion of junior leadership supplies a complementary explanation. Delegation requires training and a shared understanding of purpose; it is not simply permission to improvise. He credits relevant training in some Ukrainian units while explicitly identifying the initial success as Ukraine’s own victory.

Bakhmut illustrates how political significance can constrain military choice. Kaufman describes both an urban battle and a surrounding contest over roads, resupply, and reinforcement. A position inside the city could remain defensible while the conditions for sustaining the force deteriorated outside it. He argues that the fortress narrative and concern about Western perceptions increased the difficulty of withdrawal. Crucially, he leaves disputed whether the defense consumed experienced personnel who might otherwise have contributed to the 2023 offensive. The case exposes an opportunity-cost question without proving that an alternative would necessarily have succeeded.

The guests’ definition of control makes reporting an operational issue. A flag, an infiltrator, or troops sheltering in basements do not establish an ability to resupply, rotate, move, and use terrain. In their Kupiansk discussion, claimed control affects where support assets are assigned and what incoming units believe they will encounter. They acknowledge distortion on both sides, while arguing that coercive culture and centralized decisions aggravate it in Russia. Ukrainian requirements for withdrawal approval or recapturing lost positions can also create incentives to conceal bad news. The mechanism is organizational: inaccurate information changes decisions, and the consequences can reinforce the pressure to maintain the inaccurate account.

Wagner provides another distinction between an organization and the practices it leaves behind. Kaufman interprets the mutiny largely through threatened autonomy under compulsory military contracts and the use of an advance toward Moscow as bargaining leverage. He argues that, after Wagner’s dismantling, the regular military absorbed convict recruitment and assault-group methods. In his account, practices that generated some results also encouraged excessive specialization in small attacks and weakened recovery of more complex operations. This remains his interpretation of institutional adaptation, rather than a measurement of every Russian formation.

These arguments converge in Kaufman’s definition of strategy as a theory connecting military action to political purpose. Tactical developments matter partly because they change leaders’ expectations and negotiating leverage. Yet an outside analyst’s judgment that Russian demands exceed military means does not guarantee that Russia’s leadership shares that judgment. Stewart’s admission that economic pressure and casualties did not produce the domestic resistance he expected reinforces the uncertainty. Costs do not mechanically become political concessions.

External support further complicates the calculation. Kaufman describes Ukrainian dependence on Western finance, equipment, and intelligence, alongside Russian benefits from Chinese industrial connections and North Korean assistance. European purchases of American equipment and continuing intelligence support leave the United States influential. The guests criticize the Trump administration’s coalition management and pressure on Russia; Kaufman also credits the limited value of clarifying conditions for ending the war and criticizes earlier American and European approaches for lacking a clear route to victory or termination. These are policy assessments whose useful common test is whether assistance and diplomacy connect to an executable objective.

4. Learning and Application

For readers following the war, the episode suggests maintaining separate assessments of territorial movement, infrastructure resilience, personnel demands, external support, and political objectives. Each entry should identify whether it rests on an observation, a reported example, or a forecast. Drone footage belongs in that system as evidence of a particular event or mechanism. An effectiveness assessment additionally needs launches, failures, repeated attacks, and confirmed damage. When those denominators are unavailable, the appropriate result is a narrower conclusion, rather than an invented average.

Technology comparisons should likewise start with a mission and its constraints. Fiber-optic control invites questions about jamming resistance and detection, but also weight, payload, obstacles, routing, and operator demands. Deployment adds another set of requirements: training, repair, supply, and coordination. A successful trial does not by itself demonstrate a capability that can be sustained across many units. Before applying a Ukrainian or Russian practice elsewhere, specify the assumptions about airpower, terrain, defenses, and the phase of conflict. Different conditions can change the same equipment’s usefulness.

The discussion of urban defense offers a concrete way to assess contested decisions without reducing them to slogans. Ask whether the defensive exchange remains favorable, whether encirclement is becoming more likely, whether maintaining supply is itself producing heavy losses, and whether counterattacks are now necessary merely to preserve the position. These are the guests’ proposed indicators, not an automatic withdrawal formula. Political commitments, emotional costs, and consequences for external support also belong in the assessment. Bakhmut cannot establish a universal point at which every city should be abandoned.

Maps require a similar discipline. Separate evidence of presence from the ability to deny movement and the ability to use terrain sustainably. After seeing a flag video, ask what supports claims about resupply and rotation. Then examine what decisions the report might trigger: a support reassignment or a rotation based on a false front line can matter more than the public messaging. Where evidence remains incomplete, retaining a contested category communicates more than a confident color boundary.

Peace proposals should be examined as sequences. Kaufman suggests that limited arrangements covering energy infrastructure or Black Sea shipping might precede broader pauses lasting days or weeks, while doubting Russia’s immediate willingness to take that route. A reader can assess the scope of each proposed step, the willingness to implement it, and whether it could be extended. Limited de-escalation would be consequential without establishing that a comprehensive settlement is close.

The assessment must also continue after signature. Kaufman’s warning concerns asymmetric demobilization: Ukraine might release exhausted personnel while Russia retained contracted forces, creating vulnerability without genuine guarantees. His six-to-eight-month window is a conditional risk scenario, not a prediction with a fixed clock. Evaluating guarantees therefore requires asking how force availability and protection would evolve after the initial cessation of fire.

The closing evacuation stories provide a practical test of claims about robotics. Stewart describes Code 92 using a Skyfall drone when walking wounded soldiers out and sending a ground vehicle were not options. He mentions a 30-kilometer flight, continuous voice contact with the casualty, and coordination involving infantry and armor. Those details identify requirements worth investigating, including loading, access, communication, and supporting activity. They do not establish rated range, comparative survival, or a measured medical benefit from voice contact.

Kaufman’s companion account describes a ground evacuation vehicle disabled by a Russian drone, followed by a commander’s dangerous pickup rescue of two wounded soldiers. It exposes a failure condition and the continuing need for recovery options; the exceptional personal risk is not a general procedure. Neither anecdote supplies a success-rate denominator. Finally, Kaufman’s emphasis on sustained European support for Ukraine and his rejection of a permanently predetermined Russian imperial trajectory encourage a longer view: battlefield security, economic viability, and political development must be assessed separately, with room for change.

Source

• Original episode: Russia-Ukraine War: Putin, Zelenskyy, Trump and the Future of Warfare | Lex Fridman Podcast #504