Chapter 048　What Does It Mean to Redefine Talent?

What does it mean to redefine talent? The question is often mistaken for a different one: what kind of people do we need? The two are not the same. What kind of people do we need is a question about requirements. Redefining talent is a question about boundaries. The qualities the Age of AI demands, and the rebuilding of HR that follows from them, were covered in Vol. II, Ch. 016. This chapter asks what comes before that. For our enterprise, who exactly counts as talent? Only the people who signed an employment contract?

1 The question — why it arises now

Who counts as talent in a company? For a long time nobody had to answer, because the answer was the payroll. People under contract, paid a salary, enrolled in social insurance. That was talent. The scope of the HR function and the scope of talent lined up exactly. The alignment was not an accident. The twentieth-century enterprise was designed to hold inside itself as much of the capability it needed as it could. Keeping capability within the organization cost less than transacting for it in the market. Having people was the same thing as having capability. So the payroll could serve as the definition. That alignment is breaking. It is breaking in three ways. First, the participants in value creation spread beyond the employment contract. Contractors, freelancers, people working a second job, engineers at partner firms, researchers at joint laboratories. None appear on the payroll. Some of them build the core of the product. Second, people stay with one company for shorter periods. Leaving no longer means the end of a relationship. Former employees become customers, become suppliers, become co-founders. People who vanished from the roster keep contributing to value creation. Third, AI agents have begun to carry part of the operating work. This is the decisive one. Participants who appear on no roster, no contract, and no chart absorb real volumes of work. That volume grows every year. The three changes have one thing in common. The set of participants creating value and the set we call talent have started to diverge. Build a talent strategy on the divergent state, and the strategy reaches only part of the reality. Chapter 016 argued what qualities are needed by the people inside the roster. This chapter doubts the roster itself. What is it failing to count?

2 Conventional answers and their limits

Three answers circulate in practice. All three work as operating conventions. None survives as a definition of talent. The first answer: “Talent means the people we employ” The most widely held assumption. It is rarely stated. But headcount planning, staffing numbers, attrition rates, and engagement surveys are all designed on top of it. The boundary is the employment contract, and only the inside of the line is talent. The definition had operational strengths. The boundary is clear and countable. Command applies. It agrees with the legal framework. Because there was no ambiguity, systems could be built. It now creates two problems. First, it does not match where capability sits. The core technology of a product is held by an engineer with no employment contract. The customer interface of a business is held by a contractor. Whether the company has enough talent cannot be judged from the roster. Second, it narrows the field of decision. A company that calls only the inside of the contract talent does not see the outside as an object of investment in people. Education, shared purpose, and relationship design are distributed only inward. Half of the real value creation is then left without any design at all. The second answer: “Complying with human capital disclosure is enough” The second answer is newer. Build out human capital as a disclosure item. Training spend, diversity, retention, succession planning. Line up the numbers and explain them to investors. As a move toward treating people as capital, this is clear progress. But disclosure frameworks confine their scope to employees, or close to it. So what is measured is the inside of the roster. And what is not measured is not managed. The further disclosure advances, the more firmly management’s field of vision is fixed inside the roster. The more troublesome part is that disclosure metrics are built from past results. Training hours and retention rates are records of what happened. What we call Future Value is the capability to create value that does not yet exist. Aggregating past records does not show that capability directly. Disclosure is necessary. But the moment the disclosable range is taken for the range of talent, the definition becomes subordinate to the measurement. Do not let what can be measured become the definition. Build the measurement to fit the definition. That is the order. The third answer: “External providers are a procurement question, not a talent question” The third answer is the most stubborn in practice. HR looks after employees. Procurement and legal look after outsiders. Vendors are selected by competitive bid and judged on unit price and delivery date. As a division of labor it is clean, and control is real. The limit appears on the side of accumulation. Procurement logic treats substitutability as a good. Keep several suppliers competing so that dependence on any one is avoided, and stay ready to switch. For components, that logic is correct. Apply the same logic to a partner who carries part of the core of value creation, and the relationship never accumulates. No counterpart ever develops an understanding of the context. Every engagement begins again from the explanation of first principles. What is being saved is unit price. What is being lost is the continuity of learning. First Principle 8 states the asymmetry in one line. Trust Compounds Faster Than Capital. Trust compounds faster than capital and becomes the last durable advantage. Read the other way: a design that never accumulates trust has given away the place where compounding happens. The three conventional answers share one defect. They treat talent as inventory held inside the enterprise. They ask who we have. They do not ask who we are creating value with.

3 Redefinition — talent means the subjects of value

creation connected to Purpose Enterprise Redefinition redefines talent as follows. Talent is the whole set of subjects connected to the enterprise’s Purpose and contributing to value creation. The employment contract is one form of that connection. The definition moves the boundary from contract to purpose. The range of talent is set by who is working toward the same purpose, not by who has signed with us. Why the contract cannot serve as the boundary The reason is simple. An enterprise cannot own human capital. Equipment can be owned. Patents can be owned. Capability lives inside a person. What the enterprise holds is access to that capability, not the capability itself. An employment contract is not proof of ownership. It is a mechanism for securing continuing access in a relatively stable form. Seen that way, the difference between inside and outside is one of degree, not of kind. A permanent employee is a form with longer and broader access. A contractor is a form with shorter and narrower access. Both are connections. Neither is ownership. When we say “internal talent,” we are assuming ownership tacitly. But as long as people are free to resign, the assumption never held in the first place. The better the person, the more easily the connection can be cut. The price of believing in ownership is that you stop designing the quality of the connection. The talent portfolio Widening the definition widens what has to be governed. What governs the wider set is the idea of a talent portfolio. A portfolio is not an assortment. It is a deliberate combination: which capabilities, in which form of connection, in what quantity, held against the Purpose. It also means treating talent as an object of capital allocation. There are at least five components. Employees under contract. Contractors and freelancers. People engaged through second jobs. Co-creation counterparts including partner firms, universities, and customers. And former employees — alumni. Whether AI agents belong in the set is taken up directly in the next section. The point is not the ratio. The first question most companies ask is what percentage of permanent employees is right. But the question of the right ratio misses what a portfolio is. The question to ask is which roles are carried in which form of connection. From holding to connecting In one phrase, the shift is from holding to connecting. Under holding, management’s attention runs to numbers and retention. How many do we have? How long do they stay? How do we stop them leaving? Under connecting, attention moves elsewhere. With whom, toward what purpose, and how deeply are we joined? What is lost if the connection breaks? The quality of a connection is set by three things: how far the purpose is shared, how much context has accumulated, and trust. Where those three are thick, the counterpart works in substance no differently from internal talent, whatever the contract says. Where an employee does not share the purpose, that person is in substance no different from an outsider. One caution. The move toward connection is not an argument for taking employment lightly. It is the opposite. Only with a standard of connection quality can a company judge which connections it should hold for the long term. Who must still be held inside Not everything can be replaced by connection. Some talent has to be held internally. Three criteria decide. First, the people who take on responsibility. Decisions carry responsibility for their outcomes. Responsibility cannot be outsourced. Someone has to take it in the end. A company that externalizes this function loses the subject of its own judgment. Second, the people who span time. Corporate judgments carry a reach of several years to more than a decade. Carrying that reach requires people who remember why the previous judgment was made. The shorter the contract, the less that continuity survives. What we call the Future Horizon rests on how long people stay. Third, the people who hold context. Unspoken assumptions, the reasons behind past failures, the history with a customer. None of it survives in documents. Only the people who stayed can hold what documents do not keep. Restated, the three come to this. What must be held inside is not the people who can do the work, but the people who carry judgment, time, and context. The scarcity of work keeps falling. The scarcity of judgment, time, and context does not.

4 Structure — the capital equation, the accounting

distortion, and where AI sits Three structures connect the redefinition to practice.

4.1 Human and Ecosystem are separate terms

Future Value Theory takes the capital of an enterprise in one equation. Future Capital = Financial × Human × Learning × Trust × AI × Knowledge × Ecosystem × Purpose Eight terms joined by multiplication, not addition. If one is zero, the whole product is zero. An abundance of financial capital cannot compensate for absent purpose, and advanced AI cannot compensate for absent trust. What deserves attention here is that Human and Ecosystem stand as separate terms. Human Capital sits in the Human term. The co-creation capital that extends outside the enterprise sits in the Ecosystem term. Management that sees talent only inside the roster is management trying to enlarge the Human term alone. But the product does not grow while Ecosystem sits near zero. However strong the employees assembled, Future Capital does not increase without co-creation outside. The converse holds too. A company that multiplies external partnerships while hollowing out its own judgment loses the Human term. The same equation carries an AI term. Deploying AI is the act of enlarging that one term. Enlarge it alone and the product moves less than expected. Redefining talent is exactly the work of redesigning several of these terms at once.

4.2 The third dimension of Enterprise Redefinition already

answers this The third of the five dimensions, Organization, is defined as “the design of structures, processes, culture, governance, and collaboration between people and intelligent systems” (Kadowaki, 2026b). On that definition, an organization is not a set of employees. It is a value-creation system made of people, AI, partners, universities, and customers. The definition has already carried the extension of the organization past the employment contract. Redefining talent follows necessarily. If the organization is not a set of people, talent cannot be a set of employees. Redefining the organization and redefining talent are not the same act. Redefining the organization deals with the design of structure and authority (→ Vol. V, Ch. 047). Redefining talent deals with the range of subjects who carry that structure. The first is about the vessel. The second is about who goes into it.

4.3 Why talent is a cost in the accounts

Now to the structure that is most often overlooked: accounting treatment distorts decisions about people. Buy a machine and it is booked as an asset. The spending lands on the balance sheet and is expensed over its useful life. Hire a person and the spending lands on the income statement as personnel expense. It is a cost of the current period. Two forms of spending on future productive capacity are treated in opposite ways. The distortion reaches decisions along four paths. First, cutting people improves current profit immediately. Cutting equipment does not produce the same effect. For an executive answerable for short-term profit, personnel expense is the most manipulable variable available. Second, investment in people does not look like investment. Training, recruitment, and the slack time that development requires are all current-period costs. The effect arrives years later. The cost arrives this quarter. That asymmetry postpones the investment. Third, externalization looks like a productivity gain. Replace employees with contractors and personnel expense moves to outsourcing expense. Revenue per employee rises. Nothing real has changed. Only the indicator improved. Fourth, external providers never enter the talent account at all. Outsourcing expense is handled alongside purchases and is not seen as investment in people. Shared purpose, development, and relationship design are never distributed to the subjects outside the roster. We use the phrase “human capital.” In the accounts, people are not capital. The gap between the phrase and the institution is what empties management language of meaning. First Principle 3 states the role of capital: Capital Exists to Create Possibility. Capital exists to create possibility, not merely to maximize return. If people are the subjects who create possibility, the institution that treats them as cost is what should be doubted. The institution will not change quickly. So what management should do is keep a management ledger separate from the accounts. Who is creating value. How much is being allocated to them. Put both on one page, whatever the form of engagement. That alone makes visible a skew in allocation that nobody could see.

4.4 Should AI agents belong in the talent portfolio?

The direct answer. Yes — but as carriers of roles, not as talent. The distinction is not wordplay. There are two reasons. The reason to include them is this. The purpose of a talent portfolio is to design who carries which necessary role. Since AI agents in fact carry roles, a design that leaves those cells blank does not reflect reality. Without them, the total stock of capability, the effect of a substitution, and the volume of training required cannot be estimated correctly. The reason not to call them talent is equally firm. AI cannot take on responsibility. It cannot hold a purpose. First Principle 4 states it: AI Optimizes. Humans Define. AI optimizes; humans define value, purpose, and direction. Call a subject that lacks responsibility and purpose talent, and the location of responsibility goes blurry. So we change the unit of design. The talent portfolio is designed as a role portfolio. Define the roles first, then choose who carries each one. Among the candidates for each role, place employees, external people, and AI agents side by side. One line in this design must not be crossed. Do not place AI in a role that carries responsibility. This is not about capability. It is structural: responsibility can only be placed on a subject able to take it on. However capable AI becomes, the line does not move. And the accounting distortion bites here as well. The cost of an AI agent and the cost of a person land on the same expense line. Comparing unit prices is easy. So substitution decisions run on price difference alone. What is lost is context, judgment, and the occasions on which people learn. None of the three appears in this period’s numbers.

5 What it looks like in practice — what appears when

you rewrite the roster

5.1 Put every participant on one page

The first thing we recommend to a company is a simple exercise. Take one product or one business, and write out every participant in its value creation, whatever the form of engagement. Employees, vendors, partners, the customer’s own staff, and AI agents all go on the same sheet. Companies that do this react the same way. There are fewer people from the payroll than they imagined. They find that part of the core sits outside the employment contract. And they find that nobody has been assigned to design that outside. That one sheet is the starting point of a talent portfolio. The first stage of the Enterprise Redefinition Process, Recognize, turns on one question: “What assumptions about our enterprise are becoming obsolete?” In the context of talent the answer is plain. The assumption that talent means employees.

5.2 Alumni, an unbooked form of capital

Resignation is normally treated as a loss. Attrition is an indicator where lower is better. Under the logic of connection it looks different. The relationship with someone who left has not been severed. Its form has changed. Former employees are among the few outside parties who understand the company’s context. They become customers, joint research partners, and sometimes returning employees. Alumni networks run as formal programs are increasing. What matters here is not whether a program exists. It is whether resignation is defined as the end of a relationship or as a change in its form. Change the definition and both the handling of a departure and the subsequent contact points change. This is an act that thickens the Ecosystem term and the Trust term of the Future Capital Equation at the same time.

5.3 Treat vendors as connections, not as procurement

Suppose a company has left part of its development with the same vendor for years. Under procurement logic, dependence is a risk. Take competitive bids and preserve the ability to switch. But if that vendor understands the company’s customers and the history of the product, switching trades a saving on unit price for the loss of context. Context is not written in the contract. So the loss is noticed only after it happens. What we recommend is simple. Split vendors into two layers: those carrying substitutable work, and those sharing context. With the second layer, share the purpose, open the information, and design on the assumption of a multi-year relationship. Make the depth of connection deliberately unequal. A design that keeps everyone at equal distance looks fair and is in fact a refusal to accumulate.

5.4 Give AI agents the names of roles

What does treating an AI agent as the carrier of a role mean in practice? First, give the role a name. Write down the scope in units such as “produces the first draft of the research” or “detects and reports anomalies.” Second, name a human being responsible for that role. Responsibility for the outcome of the agent’s work always sits with one identified person. Third, assign someone to verify the quality of the output on a regular basis. Do those three things and the AI agent changes from a convenient tool outside the chart into a designed carrier of a role. At the same time the human role becomes clear. People move to the side that defines, verifies, and owns the result. This matches Human-on-the-Loop Management. Human beings sit above the system. They do not chase individual outputs; they design people, AI, capital, the organization, and society as one system. A talent portfolio is nothing other than the map of who carries what within that system.

5.5 The inverse picture — two failures

Failure splits into two symmetrical shapes. One is the company that tries to hold everything inside. It hoards capability and minimizes co-creation outside. Control is real. It cannot keep pace with change. Every time the required capability shifts, the company tries to fill the gap by hiring and developing, and runs out of time. The Ecosystem term stays small and fixed. The other is the company that pushes everything outside. Efficiency rises. Current-period indicators improve. A few years later there is nobody left who can judge. Nobody can assess whether a vendor’s estimate is reasonable. Nobody can judge a choice of technology. The hollowing is quiet and irreversible. Both failures have the same cause. They thought in ratios instead of roles. What share to hold inside is a question with no answer. Which roles to hold inside is a question with an answer.

6 Questions for the executive

The argument, in one line. Redefining talent means moving the boundary of talent from the employment contract to connection with Purpose, redistributing employees, external people, alumni, co-creation partners, and AI across roles, and then deciding that responsibility, time, and context alone must stay inside. It is not the optimization of headcount. It is not a program of externalization. Those are numbers that come out of the design, not the design itself. Three questions to close. Each can be answered at your next executive meeting. Question 1 — How many people are counted as your company’s talent? Look at the headcount plan. Are the contract engineers in it? Are the researchers at your co-creation partners in it? If not, part of your value creation sits outside, with no design applied to it. Changing how you count changes what you can see. Question 2 — Of the spending that flows to people, what share went outside the employment contract, and who owns it? Put personnel expense and outsourcing expense side by side. In many companies the second now approaches the first. Even so, a function that designs the second from a talent perspective usually does not exist. Capital with no owner does not accumulate. Question 3 — Can you name the roles your AI agents carry? If you cannot, those roles have not been designed. An undesigned role has no responsible owner and no verifier. And nobody notices the human training opportunities being lost inside it. Naming is the first step of governance. None of the three questions asks about the quantity of talent. All three ask who is creating the future with us. As long as talent is seen as a holding, management’s attention runs to numbers and retention. Seen as connection, attention moves to purpose and trust. The first is the language of control. The second is the language of design. First Principle 9 states it. Leadership Means Designing the Future. Leadership means designing the future — the right questions and systems rather than the right answers. And First Principle 6 states this. Enterprise Exists to Redefine Itself. Continuous self-redefinition is its essence. If the enterprise redefines itself, the definition of who constitutes that enterprise has to be rewritten at the same frequency. You cannot redefine the enterprise while holding the roster fixed. Redefining talent means doubting the roster. What remains after the doubt is a smaller inside and a wider set of connections. Only the companies that can design both at once will accumulate Future Capital.

In brief

Redefining talent means moving the boundary of talent from the employment contract to connection with Purpose.
An enterprise cannot own human capital. What it holds is continuing access to capability.
Employees, vendors, alumni, co-creation partners, and AI have to be redistributed role by role.
What must be held inside is not the people who can do the work, but the people who carry responsibility, time, and context.

Key concepts

Enterprise Redefinition / Future Capital / Future Horizon / Ecosystem / Human-on-the-Loop Management

The chain of ideas

Purpose → connection to Purpose → talent portfolio → Future Capital → Future Value

Related first principles

Principle 3 — Capital Exists to Create Possibility. Principle 6 — Enterprise Exists to Redefine Itself. Principle 8 — Trust Compounds Faster Than Capital.

Related chapters

Vol. II, Ch. 016 “What Kind of People Does the Age of AI Need?” — the requirements of talent seen from the individual’s side
Vol. VII, Ch. 070 “Do People Become Enterprise Value?” — the route by which talent converts into enterprise value
Vol. V, Ch. 047 “What Does It Mean to Redefine the Organization?” — the vessel side: the design of the four layers
Vol. I, Ch. 009 “How Should Work Be Divided Between AI and People?” — the groundwork for giving AI the name of a role

Papers and companion volumes

Kadowaki, N. (2026a). Future Value Theory: A Management Framework for Enterprise, Capital, and Society in the Age of AI. VURA Working Paper Series. SSRN: https://ssrn.com/abstract=7120980 / Zenodo: https://doi.org/10.5281/zenodo. 21255662
Kadowaki, N. (2026b). Enterprise Redefinition: Toward an Enterprise Evolution Theory for the Age of AI. VURA Working Paper Series. (Published on Zenodo; under review at SSRN)
100 Questions on Management in the Age of AI, #042 “Why People Gather at a Company in the Age of AI” / #065 “What Keeps People at a Company in the Age of AI?”

Chapter 048 What Does It Mean to Redefine Talent?