A Soviet Model of Task-Oriented Training
Universities are built around programs. First comes the curriculum. Then the student enters it. Four years later, if everything goes according to plan, a graduate emerges. But what if the order is wrong? What if professional education should begin not with a curriculum, but with a task? What if the first question is not, What should a journalist study? or What should an engineer know?, but rather:
What must this particular person be capable of doing when the real assignment begins?
That question leads us into a largely unfamiliar corner of Soviet intellectual history and to one of its most intriguing figures: Academician Alexei Samuilovich Yakovlev. In the research corpus examined here, Yakovlev appears not as the founder of a single sport, martial discipline or technical school, but as something more unusual: an organizer of mass and group preparation and a thinker associated with the idea that any human activity, even an entire profession, could be “built further” around the demands of a task. His method, according to these materials, was intended to accelerate the preparation of people rather than repeatedly train them from zero. That idea sounds almost obvious. It is not. Taken seriously, it overturns the logic of conventional education.
A profession is not a curriculum
Imagine two journalism students. The first follows a standard university program: reporting, media law, interviewing, photography, editing, research methods. The second is told: In six months, you will join an expedition in an unfamiliar country. You may have no crew. Sources may refuse to speak. Documents may be incomplete. You will have to observe, photograph, verify claims, work under pressure and still produce reliable reporting. They are both studying journalism. But they do not need the same preparation. The first is being educated in a discipline. The second has to be constructed for a mission.
That difference is the key to Yakovlev’s intellectual importance. The Russian verb associated with his approach is dostroit’. Literally, it means to continue building something that already exists. A structure is standing. You do not demolish it. You inspect it, identify what the new function requires, and add what is missing. That is a much more precise metaphor for professional development than “training.” A person already has a structure. The question is what must be added.
Start with what already works
This becomes especially clear when we look at the Soviet world of physical and specialized preparation. A good wrestler already possesses balance, resistance, body control, contact experience, physical endurance and an intuitive understanding of position. A boxer already has timing, distance, coordination and the ability to function under pressure. A fencer has another set of capabilities. A gymnast another. Why would an intelligent system erase all of this and begin again? It would not. It would use existing competence as construction material.
A revealing passage appears in V. P. Volkov’s Sambo. Volkov writes that knowledge of free-style wrestling is not merely useful for a sambo practitioner but necessary, because no other sport prepares the organism so specifically for the sambo system. Yet he also emphasizes that none of the wrestling systems under discussion, by itself, constitutes an adequate system of self-defense for NKVD conditions. That distinction is fundamental. The sport creates the base. The specialized system gives that base a new function. In contemporary language, we might say:
Mass training creates capability. Specialized training makes that capability task-ready.
This is why mass education matters
Mass education is often criticized because it does not produce elite specialists. But perhaps it should not. Its strength is scale. A mass system can create thousands or millions of people with common foundations: physical literacy, disciplinary habits, basic technical competence, mathematical reasoning, writing ability or scientific literacy. That is the horizontal layer. Specialization comes later. This makes state investment in mass sport, technical schools or general education look different. The point is not necessarily to produce a finished specialist immediately.
The point is to create a large population from which specialists can be rapidly built. That is a much more economical model. And it helps explain why a state might need both mass programs and restricted forms of preparation without seeing any contradiction between them.
The real unit of a system is not the technique
Once a person has a foundation, what exactly must specialized preparation add? The first answer is not “more techniques.” Volkov gives us a more interesting principle. He calls transition the leading principle of the sambo system and warns that techniques isolated from one another, without logical structure, become scholastic exercises. His practical definition is simple: when one action fails, the practitioner moves to another that is more suitable. That sounds modest. Pedagogically, it is enormous. It means the student is not merely memorizing actions.
The student is learning to recognize changes of state. You act. The other person reacts. The configuration changes. Your next decision must change with it. So the real sequence is:
Action → reaction → new situation → transition → new action.
This is not only a combat principle. It is a general model of professional thinking.
An investigator works the same way
Suppose an investigative journalist has prepared for an interview. The source refuses to speak. A poorly trained journalist experiences failure. A better journalist experiences a change in the problem. Perhaps a document now matters more. Perhaps another witness becomes relevant. Perhaps the refusal itself reveals a contradiction. The investigation transitions.
A competent manager behaves the same way. A strategy produces an unexpected market response. The manager does not continue repeating the original action simply because it was written in the plan. The environment has changed. Therefore the solution must change. This is the difference between owning procedures and possessing professional intelligence.
Spiridonov and the logic of reaction
The same architecture can be seen earlier in V. A. Spiridonov. In his system, sensitive points and painful pressure are not treated merely as independent finishing techniques. He explicitly describes them as auxiliary means, particularly useful for moving into another technique. Elsewhere, resistance to one action becomes the condition for another transition. The important concept is not pain itself. The important concept is reaction.
An action changes the human system. Once the system changes, another possibility appears. Again we encounter the same intellectual pattern:
do not become attached to the tool;
read the new state.
That is exactly what advanced specialists do in every field.
Task before method
This leads to another major principle. A professional system cannot be designed around one universal outcome. Different assignments require different endings. A police officer may need to restrain and transport a person without serious injury. A military reconnaissance unit may need someone alive for questioning. Another military situation may have entirely different requirements. The task determines the acceptable result.
That distinction is visible even in the structure of sport. Kharlampiev’s rules prohibit strikes and choking holds while preserving regulated pain-compliance techniques. The latter must be applied under controlled conditions and released after submission. We should not overinterpret this historically. A prohibition in sport does not by itself prove that a technique was deliberately transferred into some hidden lethal doctrine. But it does demonstrate something important:
the allowed technical repertoire changes when the required result changes.
That is exactly how task-oriented professional construction should work.
Oznobishin: one system, changing distances
N. N. Oznobishin’s 1930 work provides another revealing example. He divides real close combat into functional distance zones: revolver distance, cane distance, kicking range, punching range, close contact, grappling and ground fighting. The interesting part is not the list. It is what he does with it. Oznobishin says these forms should initially be learned separately, but ultimately combined so they can be used as an integrated whole in an actual confrontation.
In other words, the specialist is not expected to think:
- Now I am boxing.
- Now I am wrestling.
- Now I am fencing.
The situation changes. Distance changes. The appropriate function changes with it. The system survives because the practitioner can move between functions without losing coherence. This is systems thinking, not merely martial training.
When the tool stops being the profession
The later research corpus develops this principle even further. In Mahalovo and Lepka, the concept of retransformation appears: the same organizing logic may move between an external tool and the human body. The progression is described in stages. The stick forms one foundation; knife work and Mahalovo teach transformation between weapon and body; Lepka represents a further level at which available objects can be assigned new functions according to the situation. The text even reduces the idea to deliberately provocative equations:
STICK = LEG
KNIFE = HAND.
Taken literally, these statements would be absurd. Taken as models of transferable movement, they are interesting. The principle is simple:
the carrier changes, but the underlying organization can remain.
This is one of the defining characteristics of a high-level professional.
A camera is not photography
A novice photographer often believes photography is a camera. A professional knows that photography is timing, geometry, light, position, observation and decision. The camera is a carrier. A journalist may believe journalism is interviewing. Then nobody agrees to speak. A professional understands that journalism may also be archives, documents, photographs, direct observation, financial data, witnesses, chronology and contradiction. The interview was one tool.
The profession is larger. An engineer who only knows a particular software package belongs to that software package. An engineer who understands the underlying mathematics and physics can learn another tool. That is retransformation in professional life.
Yakovlev’s deeper claim: knowledge must produce results
One of the most important formulations attributed to Alexei Samuilovich Yakovlev in the research corpus pushes the idea beyond technique altogether. He is quoted as describing lepilovo as a deep study of the human “generic concept” and the use of this knowledge to achieve results in life and activity. Whatever terminology one chooses for the psychological theory around this statement, the practical idea is unmistakable.
Knowledge is not valuable merely because it has been transmitted. It must become operational. The university may confirm that a student studied economics. The market does not care. A journalism school may confirm that a graduate studied reporting. A collapsing investigation does not care. A medical school may certify theoretical competence. An emergency presents a different examination. Reality asks one question:
Can you solve the problem?
That is the external measure of professional preparation.
The instructor is not a lecturer
This leads to perhaps the most radical part of the model. In conventional education, the program exists first. The teacher delivers it. The student completes it. In task-oriented construction, the order is reversed. First, determine the assignment. Then assess the person. What can the person already do? What is missing? Which strengths can be repurposed? Which weaknesses actually matter for this assignment? What level of independence will be required? How much time is available? Only then do you construct the preparation.
The broader Lepka model describes instructors as people who possess the wider architecture, determine how much knowledge a particular trainee requires for a particular task, and provide the necessary configuration rather than automatically delivering the whole system to everyone. The instructor is therefore not simply teaching content. The instructor is engineering capability.
Horizontal competence, vertical development
The same corpus describes this as a horizontal-vertical model. Horizontally, people may begin with different competencies: boxing, sambo, fencing or other forms of preparation. Vertically, they are raised toward increasingly difficult classes of task. The instructor knows the target condition and assembles the training accordingly.
This distinction is extremely useful. Horizontal education asks:
What do you know?
Vertical construction asks:
What level of problem can you now solve independently?
That is a much more demanding measure of professionalism.
What professional superiority actually means
The word “superiority” can sound ideological or militaristic. Here it means something much simpler. One person has a larger operational range than another. The research model explicitly links advantage to a difference in level of preparation. At higher levels, the same architecture is associated first with entry into a professional circle of experts and then with the capacity for independent work.
This suggests a far more useful hierarchy than grades or course credits:
- A beginner can reproduce.
- A trained worker can perform.
- A specialist can adapt.
- An expert can construct.
- A master can construct independently under conditions that were not rehearsed in advance.
That is professional superiority. Not prestige. Not status symbols. Not vocabulary. Range of effective action.
Why this matters for journalism
Now remove combat from the model entirely. What remains? A remarkably modern theory of professional education. Take journalism. The university provides the common foundation: writing, interviewing, media law, research, photography, verification. Then specialization begins. An investigative reporter needs one configuration. A science journalist another. A conflict reporter another. An expedition journalist another.
But the decisive transition comes later. The professional must stop depending on a single method. The source will not speak? Move to documents. Documents unavailable? Work through chronology, witnesses, observation and indirect evidence. No photographer? Produce the visual record yourself. No familiar institutional access? Reconstruct the environment from what is available.
The professional journalist is no longer a person who “knows how to interview.” The professional journalist is someone who can solve an information problem. That is a different educational target.
Business may be the clearest test
Modern business education is full of tools. SWOT analysis. Porter’s Five Forces. Business Model Canvas. CRM platforms. Negotiation frameworks. Project-management systems. None of them is useless. But possession of tools is not the same as professional capability.
What happens when the market behaves differently from the case study? When the team does not respond to the incentive model? When a competitor changes the game? When the company runs out of the resource on which the original plan depended? A task-oriented system would begin with the assignment:
- Launch this product.
- Turn around this company.
- Enter this market.
- Build this sales organization.
- Negotiate this acquisition.
Then it would construct the professional backward from the problem. What already works? What is missing? What can be transferred? What must be learned? When will the person be capable of acting without supervision? That is no longer generic business education. It is professional engineering.
Medicine, engineering, science
Medicine works the same way. Medical school must create a common foundation. But an emergency physician, neurosurgeon, epidemiologist and expedition doctor eventually require dramatically different configurations. Engineering is no different. The student begins with mathematics, physics, materials, modelling and analytical habits. The profession begins when those foundations can be reorganized around real technical problems.
Science offers perhaps the clearest example of all. Knowing methodology is not the same as knowing how to design a research program. Knowing statistics is not the same as recognizing which experiment is worth running. Knowing a theory is not the same as knowing what to do when the theory fails. At the highest professional level, the decisive competence is not memory. It is the ability to construct the next move.
The problem with the average student
This is where Yakovlev’s logic becomes uncomfortable for the modern university. Mass education is built around an abstraction: the average student. One semester. One reading list. One assessment structure. One curriculum. But real students are not average. And real tasks are not average.
A contemporary extension of the same research program describes an individual trajectory not as the same program studied at a personalized speed, but as a different program built around the actual person, their starting condition, strengths, vulnerabilities and task. This is a later formulation rather than a primary historical statement by Yakovlev. But it captures the logic perfectly:
first the person and the problem; then the educational trajectory.
Not the reverse.
The Yakovlev Principle
We can now formulate the core idea in contemporary language. A professional should not be understood as a warehouse of competencies. A professional is a designed configuration of capabilities relative to a class of problems. That means professional preparation should begin with five questions:
- What can this person already do?
- What task must be solved?
- Which functions are missing?
- Which existing competencies can be transformed rather than taught again from zero?
- What level of independent judgment will the task require?
Only after these questions are answered should the curriculum be built.
And this gives us the strongest formulation of the entire model:
Do not fit the person to the curriculum.
Design the preparation around the task.
That is a very different philosophy of education.
Why Yakovlev matters in the age of AI
There is another reason this model suddenly feels contemporary. Information has become cheap. A student can access lectures from the world’s leading universities without leaving home. Artificial intelligence can explain mathematics, economics, coding, history and theory almost instantly. If access to information is no longer scarce, then the university cannot define its value simply by controlling information.
Its value must shift toward something harder:
construction of professional judgment.
Can a student reorganize knowledge when the problem changes? Can one skill be transferred into another domain? Can a missing instrument be replaced? Can the student recognize that the original plan no longer fits reality? Can they make a decision without waiting for another instruction?
That is the problem Yakovlev’s model forces us to confront. And it is perhaps more important now than it was in the twentieth century.
A necessary methodological caution
There are two evidentiary layers in this argument, and they should remain separate. Primary Soviet texts by Spiridonov, Volkov, Oznobishin and Kharlampiev provide historical evidence for specific principles: transition between actions, adaptation to changing positions and distances, the use of sporting preparation as a foundation, and the integration of distinct technical domains.
The broader portrait of Yakovlev as an architect of task-oriented professional construction comes from the later research corpus used in this investigation. In those materials, he is described as an organizer of mass and group preparation, a proponent of the idea that professions can be dostroeny — built further — and a thinker concerned with converting knowledge into results.
The first layer is historical documentation. The second is reconstruction. They should not be presented as identical. But their intersection is intellectually valuable. Because it suggests that behind what initially looks like a narrow history of Soviet sport and special training lies a much larger educational problem.
How do we build people who can operate when no textbook answer exists?
The university of the future
Perhaps the most important consequence of Yakovlev’s idea has nothing to do with the Soviet Union. It concerns the future. The university of the future may not be organized primarily around subjects. It may increasingly be organized around classes of problems.
A student would still need foundations. But foundations would no longer be mistaken for the finished profession. The institution would diagnose the student, define the target problem, build the missing capabilities, test them against reality, and progressively increase the level of independent responsibility.
The educational sequence would change from:
syllabus → courses → exams → diploma
to:
task → diagnosis → construction → testing → independence
That may be the most useful way to understand Yakovlev today. Not as a mysterious figure from a forgotten Soviet school. Not as the inventor of another training method. But as a thinker associated with a much larger proposition:
A professional is not someone who has completed a program.
A professional is someone who can be trusted with a problem for which no ready-made answer exists.
And if education can systematically produce such people, then professional training itself becomes a branch of design. Not the design of machines. The design of capability.