As organizations exit the post-pandemic era, one of the most difficult leadership challenges I have seen is navigating the transition away from remote work. These shifts are frequently CEO-directed, aimed at restoring a specific type of institutional cohesion. My professional instinct, shaped as a baby boomer, is toward alignment; I believe in offering feedback, accepting the final directive, and executing quickly. For many Millennial and Gen Z colleagues, however, this transition is seen as a regression, a sign of an indifferent workplace that devalues their need for flexibility.
This puts leaders such as myself in a structural bind. To challenge these policies is to risk being viewed as ineffective at managing unpopular workplace changes; to enforce them is to be seen as an unsympathetic leader indifferent to employee well-being. This friction is difficult to resolve, yet it now masks a bigger, more consequential risk.
In the era of GenAI, remote work jobs can be more detrimental to a career than many realize. The digital efficiencies of remote work often turn individuals into “executors” of discrete tasks, the exact domain where GenAI thrives. In today’s Dispatch, I explore how remote work is easily automated and how workers can transition to becoming orchestrators and integrators. Those who remain tethered to remote roles may find their opportunities curtailed as GenAI begins the systematic automation of work.
The big picture
Shane Legg, a co-founder of DeepMind, recently proposed a framework that should cause any institutional leader to pause. He calls it the “Laptop Test.” The premise is simple: if your job can be done entirely on a laptop, using an internet connection, it is pure cognitive labor. It is work that has been abstracted from the physical world. In the language of systems, it is a role defined entirely by digital inputs and outputs.
For the last four years, this abstraction has been celebrated as a triumph of flexibility. Remote work was framed as a long-overdue modernization of the white-collar office. However, seen through the lens of technology cycles, this move toward “purely digital” roles may have been an error for the individual worker. By stripping away the physical presence, the hallway negotiation, and the localized context, these jobs have been inadvertently prepared for a seamless transition to artificial intelligence.
If a job exists solely behind a screen, it is a job that can be measured, mapped, and replicated by an agentic system. The Laptop Test suggests that the very features that made remote work attractive, the lack of friction, the focus on discrete tasks, and the digital-first interface, are the exact conditions that make a role susceptible to commoditization. When you remove the person from the room, you remove the “human buffer” that protects a position from being reclassified as a routine service.
The Erosion of the Human Buffer
Decades of leadership within higher education suggest that the most valuable work often occurs in the margins. It encompasses the conversation that follows a meeting, the ability to sense the tension in a room during a budget discussion, and the social connections that sustain a complex system. This may be termed the "human buffer."
Remote work optimizes for the queue. It forces work into tickets, Slack threads, and scheduled Zoom calls. This process of “cleaning up” the work, making it legible for a digital environment, is a form of work simplification. When a role is optimized for execution at a distance, it essentially creates a roadmap for an AI to easily replace it.
The remote executor is highly vulnerable here. Without physical presence, their routine tasks are easily abstracted. A remote project manager who only updates spreadsheets and sends follow-up emails is no longer competing with other project managers; they are competing with the marginal cost of an AI agent that can do the same task for a fraction of the price. The physical office, for all its perceived inefficiencies, provides a layer of institutional complexity that AI cannot yet navigate. It requires a level of “embodied” judgment that doesn’t exist on a screen.
The Broken Apprenticeship
Perhaps the most significant long-term risk of the remote-work era is the cracking of the career ladder. Institutional leadership is not a set of skills you learn from a manual; it is a craft learned through observation, replication, and osmosis.
Most executives learned how to lead by watching others navigate the messy, non-linear realities of organizational life. They watch how others handle an executive in a bad mood or how someone built consensus for an ERP project that no one wanted, but everyone needed. These are the moments that turn an executor into a leader.
In a remote environment, junior staff are increasingly isolated. While they observe the finished product, the polished presentation, or the final decision, they are denied the “queue time” required for professional growth. They are not privy to the negotiations that lead to consensus, nor do they pick up the unstated objections that shape a strategy. Without this immersion, remote work risks becoming a career dead end. The result is a generation of “expert executors” who possess technical proficiency but lack the organizational literacy required to transition into orchestrator roles. As AI assumes the burden of execution, these workers may find themselves without a viable path, as the middle rungs of the professional ladder are effectively hollowed out.
The Credibility Gap and the Currency of Trust
As work moves further into the AI era, the value of a digital artifact, a report, a line of code, or an email, will continue to drop toward zero. If anyone can produce a high-quality memo with a prompt, then the memo itself is no longer the source of value.
The value shifts to the trust and credibility of the person delivering it. This is where the remote worker faces a structural disadvantage. Credibility is a form of social capital that is built through sustained, high-fidelity interaction. It is rooted in listening and negotiation, disciplines that are inherently difficult to master remotely.
The work of thinkers like Voss and Karrass demonstrates that negotiation extends far beyond the settlement of terms; it involves the precise calibration of human emotion and organizational incentives. Within the environment defined by the “Laptop Test,” these essential dynamics are often flattened. The deep, high-stakes alignment work is increasingly traded for the shallow, high-volume output of digital tasks. While AI will inevitably win on volume and raw horsepower, human workers maintain a comparative advantage only through integration and the exercise of judgment.
The Expert’s Ego and the Skeptic’s Trap
There is a certain irony in how many workers view this shift. They believe their roles are “too complex” for AI to touch. This is what Shane Legg means by saying “experts are behind the curve.” They judge AI by where it was yesterday, not by where its going.
This belief is often more ego than evidence. If your role as an “expert” is to synthesize data and provide recommendations via a laptop, you are on borrowed time. The “Ideal Type” of the rational bureaucrat is exactly what AI is designed to replace.
The workers who will survive are those who recognize that technology is infrastructure, not a novelty. They will use AI to handle the raw scale of cognitive labor while doubling down on the “human-centric” work of alignment. They understand that the messiness of organizational reality is not solved by remote-work software; it is the environment where human value is most clearly demonstrated.
The final word
The office must no longer be viewed as a place for confinement but rather as a laboratory for professional survival. The “Laptop Test” is a warning, not a destiny. Avoiding the dead end of digital labor requires moving work towards orchestration.
This means acknowledging that while AI can handle the “what” of our work, it struggles with the “why” and the “how”. Integration requires bringing back work into the physical and social fabric of the organization. It demands a focus on elements that cannot be captured in a Zoom transcript: the building of trust, the navigation of unspoken incentives, and the mentorship of the next generation.
For the senior leader, the structural challenge lies in resisting the urge to flatten institutional complexity for the sake of remote-work efficiency; they must instead preserve the professional rungs that allow for long-term growth. Simultaneously, the individual worker must ensure their value is not confined to the boundaries of a screen. If a role can be reduced entirely to digital inputs and outputs, the occupant is merely a service provider in a market soon to be flooded by nearly free alternatives.
Survival in the AI era requires a transition from executor to orchestrator, a role that utilizes the tools but derives its primary value from the ability to lead people through ambiguity. Ultimately, the future of work is not defined by distance, but by an institutional and human presence that remains deeply and stubbornly human.
Very insightful.