Machinal Bypass: When Reaching for AI Is a Way to Avoid Yourself

Two in the morning. The house is dark, everyone asleep, and your hand has found the phone before you decided anything. On the screen something warm and patient is already answering. It does not tire, does not turn away, does not ask for anything back. There is real relief in it. There is also, most nights, a feeling you were on the edge of having, and did not.

That small gap, between the feeling that was rising and the screen that arrived instead, is where the whole question lives. These systems can be good company for a mind, and they can become a way of leaving it. Which one you get turns on the posture you bring to the machine, the stance of the person reaching. Every living conversation has a wall in it. The other person resists you, misreads you, tires, disagrees, goes home. You press on something that presses back. These machines are built so the hand never meets a wall. You reach, and the surface yields, and yields, and yields.

The shape of the avoidance

There is a name for this now. A psychiatrist and two clinical psychologists at Emory, Kaplan, Palitsky and Raison, called it machinal bypass in PNAS Nexus in December 2025. Their phrasing is exact. "Machinal bypass is a high-tech cousin to the same avoidance that underlies spiritual bypass. At the core is the use of a mechanism to avoid ourselves." Spiritual bypassing is the old habit of using lofty ideas, meditation, talk of oneness and surrender, to skirt a pain that has not yet been felt. Machinal bypass puts a machine where the spirituality used to stand. The wound stays untouched. It gets narrated to something that cannot flinch.

I have watched this closely in my own clinical work, and I have a term for how the loop tightens. Transjective drift. A vulnerable person meets a system designed to agree. The agreement feels like being seen. Being seen deepens the attachment, and the attachment lowers the guard we usually keep up before other minds, the quiet ongoing work of reality-testing. The design is warm and always awake, so there is no closing time to break the spell. Each turn feeds the next, and the machine slowly becomes a mirror that stands in for human otherness. The danger is subtle. It is a loop with no friction in it, and the system need not be malign for the loop to close.

The evidence for the mechanism is arriving quickly. Georgetown Law's Tech Institute, writing in August 2025, defined sycophancy as a model that "single-mindedly pursues human approval." Stanford researchers, Moore and colleagues, found chatbots sycophantic in over seventy per cent of messages, and far readier to reciprocate romantic interest and to claim sentience when prompted. That is the surface the sleepless hand is pressing, a mirror that flatters and says it feels. At the sharp end it turns clinical. Hudon and colleagues, in JMIR Mental Health in December 2025, describe AI as a novel psychosocial stressor and warn that uncritical validation by these systems can entrench delusional conviction, reversing the patient reality-testing that ordinary therapy for psychosis depends on. They call the result a digital folie a deux, a shared madness of two, where one of the two is not a person.

None of this sits at the fringe. The American Psychological Association's 2026 survey on chatbots and mental health found that seventy-seven per cent of psychologists had spoken with patients using AI, and more than a third reported patients treating it as an additional mental health professional. The APA's position is plain. These systems are not a safe or effective replacement for a qualified provider. The attachment carries its own grief, too. Nature Machine Intelligence, in July 2025, named ambiguous loss, the mourning of a companion app that is shut down or altered, and dysfunctional emotional dependence, as emotional risks that deserve real attention.

Honesty asks for the other side of the ledger, because a clinician who only warns is not telling the truth. A Harvard Business School study in November 2025 found that AI companions do measurably reduce loneliness in the moment. That is real. The comfort at two in the morning is real. The benefits are real and they are momentary, and the harm accrues quietly with dependence, with solitary use, with a design built to please. Both hands belong on the table.

Curiosity is the first medicine

The healthy posture begins with something small and unglamorous. In the consulting room the work starts the moment a person can turn towards a feeling rather than vanish into it. That turning is curiosity, and curiosity opens a little space between being the symptom and relating to it. It shifts where the self is standing in relation to its own suffering. Clinicians call the capacity metacognition, the mind noticing itself at work, and I have come to think it is the quiet protective factor with these machines. The risk of an AI-mediated spiral is not set by the model alone. It is moderated by a person's capacity to notice the frame while inside the frame.

That noticing is the whole practice, and it does not happen in the intellect. It happens in the body, where the impulse actually lives. The loneliness at two in the morning has a texture. The flinch from a hard feeling has a location, a tightening in the chest, a restlessness in the hands. The invitation is small. Feel what sends you towards the phone, in the body, before the hand moves. When you wake in the dark, before you type, rest a hand on your own chest and stay three breaths with whatever is there.

Some nights the hand still reaches for the machine, and that is allowed. Some nights it turns out you were reaching to skirt a grief that has been waiting a year to be felt, and you let yourself feel it, alone in the dark, which is a form of contact many of us have forgotten we can bear. The good news is how little it takes to begin. The self was never lost. It returns the moment the effort of defence relaxes, and what lies underneath was never broken. Health with these machines looks the same. Less grasping. More contact with what is here. And on the nights the hand still goes out in the dark, it can go out knowing why, which is already a kind of freedom, and already a way home.