AI Is Training Your Replacement—Start Training Yourself to Leave

At Meta this week, thousands of employees sat at their desks, fingers flying across keyboards, mouse clicking through workflows, while invisible software recorded every movement. The Model Capability Initiative—Meta’s aptly named tracking program—logged keystrokes, cursor paths, clicks, and occasional screen snapshots. All of it fed into training AI agents meant to replicate those very tasks. Meanwhile, an internal directory refreshed with the quiet dread of knowing that on May 20, roughly 8,000 colleagues—10% of the workforce—would receive the layoff email. Some cried in the shower before work. Mental health leave became an open secret. Doomsday memes flooded Slack channels. Leadership’s response, in essence: be an adult.

This is not a glitch in the system. It is the system—accelerated.

The mental health toll of this AI transition is profound because it strikes at something deeper than economics. It attacks dignity: the quiet conviction that your effort, skill, and judgment matter. When a company asks you to train the machine that may render you surplus, while simultaneously thinning the ranks, the injury is moral as much as financial. Surveys show nearly one in four workers already report AI harming their mental health. Sixty-nine percent expect AI-driven layoffs at their own company within three years. Anxiety, anticipatory grief, insomnia, and a pervasive sense of betrayal are rising.

Yet dwelling on the horror misses the point. The cri de coeur of this moment must be louder than despair: Reclaim your dignity by taking ownership of your agency—aggressively, urgently, unapologetically. Scott Adams captured a version of this years ago: your first job when you get a job is to look for the next one. In the AI era, that is no longer clever careerism. It is existential necessity.

The Human Cost

Stories from inside Meta and similar firms paint a raw picture. Employees describe “doomsday joking” with dancing skeleton memes shared even with directors and VPs. Petitions against the tracking software gathered over a thousand signatures, decrying it as dystopian surveillance. Workers scramble for free snacks and chargers, unsure if they’ll have access next week. Many are using AI tools under pressure, aware the metrics may factor into performance reviews, all while fearing those same tools accelerate their obsolescence.

This is not ordinary layoff anxiety. It is layered with the surreal feeling of commodification. Your daily labor—once a source of pride and paycheck—becomes training data. Your cognitive patterns become raw material. The result is learned helplessness for some, quiet rage for others, and a slow erosion of self-worth. Identity tied to expertise frays when that expertise feels extractable and replaceable. Broader data confirms the pattern: AI fears have jumped from 28% in 2024 to 40%+ now, with middle managers and knowledge workers hit hardest.

Why It Cuts So Deep

Work, for many in tech and professional fields, has long been more than income. It is purpose, status, problem-solving, and a core piece of identity. When that foundation shakes—especially through a technology built by people like you—the psychological void opens wide. It is one thing to compete with other humans. It is another to watch institutional incentives align toward your partial replacement, while you’re asked to help.

This differs from past disruptions like computers or the internet. Those tools generally expanded human capability and created net-new roles. AI, particularly agents trained on real human-computer interaction, promises genuine substitution in cognitive and procedural work. The humanistic wound is real: a sense of betrayal by the very industry that once celebrated builders, now treating them as temporary data engines.

But wounds are not destinies. They are signals.

The Institutional Reality

Corporations like Meta are not evil. They are rational. They have poured billions into AI infrastructure and now seek returns through efficiency. Reassigning thousands to AI projects while cutting others reflects a clear bet: fewer humans, augmented or replaced by more capable systems. The tracking program is pragmatic engineering—real-world demonstrations beat synthetic data for teaching GUI navigation and workflow nuance.

Critics rightly call out the tone-deafness and power imbalance. Expecting deep loyalty or empathy from institutions in hyper-competitive capitalism is naïve. Creative destruction has always been uneven and painful. The difference now is speed and intimacy: the destruction is personalized, data-driven, and often self-administered. Corporate incentives reward rapid adaptation upward, not sentimental retention downward. Waiting for them to soften is futile.

The Urgent Response: Reclaim Your Agency

Here is the heart of the matter—the cri de coeur.

Stop waiting. Stop hoping the system will protect you. Reclaim your dignity by moving first.

Scott Adams’ advice has never been more urgent: the day you start a job is the day you begin searching for the next. Update your résumé this weekend. Not when the pink slip arrives—now. Dedicate fixed hours every week to skill-building, networking, side projects, and personal branding. Treat your current role as a temporary platform, not a permanent identity.

Aggressive agency looks like this:

• Build a personal moat. Deepen expertise in areas AI complements rather than replaces—judgment under uncertainty, client relationships, creative synthesis, ethical oversight. Or master AI tools so thoroughly you become the one directing them.
• Create optionality. Launch a newsletter, open-source contributions, consulting gigs, or small business experiments while you still have runway. Financial buffers matter. Multiple income streams restore control.
• Network relentlessly. Your next opportunity will likely come through relationships, not applications. Nurture them before you need them.
• Protect your mind. Action is medicine. Passivity breeds the anxiety and depression now spiking. Movement—deliberate, forward motion—reasserts locus of control. Faith, family, community, and non-work pursuits become anchors when professional identity wobbles.
• Reject the victim script. You are not owed eternal job security. You are owed the chance to adapt. Dignity flows from refusing to be a passive node in someone else’s optimization algorithm.

This is not “hustle culture” bromides. It is realism grounded in human nature and technological reality. Those who treat every job as temporary and every skill as provisional will fare better. They will sleep better, too—not because threats vanish, but because they meet them with ownership.

A Forward Path

The Meta employee typing code today, knowing the system logs every keystroke, faces a choice. They can internalize helplessness, or they can use these same hands, mind, and remaining paycheck to build an independent bridge to whatever comes next.

The AI transition will be messy. Mental health strain is real and deserves acknowledgment, not dismissal. But the durable response is not petitioning for kinder surveillance or waiting for policy salvation. It is reclaiming dignity through urgent, aggressive agency.

Your first job—today—is to prepare for the next. Do it relentlessly. Your future self, and your sense of worth, will thank you.