I am an impostor.
A voice somewhere says: this is not really me.
The AI is doing the work and I am taking the credit.
If anyone knew how much I depend on the tool, they would not be impressed with what I produce.
I am pretending to be more capable than I really am.
I am an impostor.
You are using ChatGPT or Claude or Gemini to help you with your work, and your work has gotten better.
Maybe noticeably better. Maybe surprisingly better. You produce things now that you would not have produced a year ago. You write more clearly. You think through problems more thoroughly. You catch your own mistakes more often. You handle volumes of work that used to overwhelm you. You are, by every external measure, more capable than you were.
And yet something feels off. There is a quiet anxiety underneath the productivity. A voice somewhere says: this is not really me. The AI is doing the work and I am taking the credit. If anyone knew how much I depend on the tool, they would not be impressed with what I produce. I am pretending to be more capable than I really am. I am an impostor.
If this is what you feel, you are not alone. The feeling is widespread right now, among people in every field, at every level of seniority. Students feel it. Professors feel it. Writers feel it. Programmers feel it. Lawyers, designers, doctors, small business owners, government workers, teachers, museum curators — everyone who has started doing real work with AI tools has, at some point, felt that they are getting away with something. The feeling is real and it is common. It is also, structurally, wrong.
Let me try to explain why, because the explanation matters more than the reassurance.
When you sit down with an AI tool and produce a piece of work — a report, an email, a proposal, an analysis, a draft of anything — what happens is not what you think happens. The AI does not produce the work for you. The AI produces the work with you, and the with is doing more work than most people realize. The output depends on who you are, what you know, what you are trying to do, how you ask, what you accept, what you reject, what you rewrite, what you push back on, and what you finally decide is good enough to use. None of these things come from the AI. All of them come from you.
The AI alone, without you, would have produced nothing meaningful. It would have produced something — text on a page, words in sequence — but that something would have been generic. The thing that is your work, the thing with your fingerprints on it, the thing that addresses your specific situation and your specific reader and your specific goal, only exists because you were there to shape it. The AI is general. You are specific. The work is specific. The specificity comes from you.
This is the structural truth that the impostor anxiety misses. You are not pretending to capacities you lack. You are operating in a configuration — a pairing between yourself and the AI — that produces work neither of you could produce alone. The AI cannot produce your work without you because your work depends on your specific knowledge, intentions, and judgment. You cannot produce the same work without the AI because the AI is doing real work too — generating language, retrieving information, drafting text, suggesting alternatives, catching things you would miss. The two of you together are something new. The new thing is not a fraud. The new thing is the configuration, and the configuration is real.
The intelligence you are now displaying is real intelligence. It is configured intelligence rather than solo intelligence, but the configured version is no less real than the solo version. It is just produced differently. A blacksmith with a forge is more capable than a blacksmith without a forge, and we do not say the blacksmith with the forge is an impostor for using tools. A surgeon with modern instruments is more capable than a surgeon without them, and we do not accuse the surgeon of cheating. A writer with a typewriter is more capable than a writer with only paper and pen, and we do not strip the writer of credit for using the machine. The AI is a more sophisticated tool than the forge or the scalpel or the typewriter, but it is structurally the same kind of thing — a tool that you, the human, deploy to produce work that bears your mark.
The mark is the point. Your mark is on this work. The AI's contribution is generic until you make it specific by the questions you ask, the choices you make, the edits you perform, and the final approval you give. The work that goes out under your name is your work because you are the one who decided what it would be. The AI provided language; you provided judgment. Without your judgment, the AI's language is just words. With your judgment, the words become work.
This last point matters and is worth dwelling on, because it tells you what the honest version of working-with-AI actually requires of you. The configuration only works if you do your half well. You have to read what the AI produces, not just paste it. You have to push back when it is wrong. You have to know enough about your field to catch its errors. You have to take responsibility for the final output as if you wrote every word, because in the way that matters, you did — you decided what would stay and what would change. If you are not doing your half, the configuration is not really working, and the work is not really yours. The anxiety in that case is not impostor syndrome; it is your honest sense that you have not earned the output. The cure for that is not less AI use; it is more engagement with what the AI produces. Be a real partner in the configuration. Then the work is yours in the strongest possible sense.
So the anxiety is often misplaced, but it is not stupid. The anxiety comes from somewhere, and the somewhere is worth understanding. Our culture trained us to value solo work. Schools graded individuals. Workplaces evaluated individuals. Promotions, awards, and credentials were given to individuals based on their unaided capacity. When you produce work with AI assistance, you are doing something that the old system did not have a clean category for. The old system assumes that anything good you produce must be the result of unaided you, and if it is not unaided you, then you must be cheating. The anxiety is the friction between the old system's assumptions and the new reality of how work actually gets done.
The new reality is not going away. AI tools are getting better and more accessible. The number of people working in configuration with these tools is increasing every month. The work that gets produced by these configurations is going to be the dominant form of professional work within a few years. The old system will eventually adapt — the categories will shift, the evaluation methods will update, the credentialing will change. But while the adaptation is happening, you and millions of other people are working in the new reality with the old anxiety. The anxiety is the lag between the change and the cultural acceptance of it.
You have two options for living with this lag.
The first is to hide your AI use, present your work as solo, and live with the quiet guilt of pretending. This is the dishonest resolution, and it costs you something every time. You cannot openly improve your skills with the tool, because using it openly would expose you. You cannot share what you have learned about working with AI, because sharing would expose you. You cannot ask for help when something does not work, because asking would expose you. The hiding is exhausting, and it perpetuates the anxiety because the hiding itself is what makes you feel like an impostor.
The second option is to own your AI use openly. Acknowledge the configuration. Say, when relevant, that you worked with AI on this piece. Develop your skills with the tool publicly. Learn from others who are doing the same. Help newcomers when you see them struggling with the same anxiety you had. The honest resolution is freeing because it removes the gap between what you are doing and what people think you are doing. The work is real, the tool is real, your role in producing the work is real, and saying so out loud changes nothing about the value of the work itself.
There is one more thing worth saying, and it is the thing that finally dissolves the anxiety for most people who reach it.
The configuration that produces your work is not an external thing that you happen to use. The configuration is you. You are one half of it, and you are the half that decides what the other half does. Without you, the AI is generic. With you, the AI is specific, useful, and productive in exactly the ways your work requires. The AI does not produce your work for anyone else. It produces your work for you, because your specific trajectory through your specific situation is what shapes its responses. The intelligence on display is configured intelligence, and the configuration is shaped by you. The work is yours because you are the one who shapes the configuration that produces it.
So use the tool. Use it openly. Use it intensely. Get good at it. Be honest about it. The impostor anxiety dissolves when you stop pretending that the configuration is not what it is, and start owning the configuration as part of who you are now. You are not less than you were before. You are more, because you are now a person who works in this way, with this tool, producing this kind of work. The new you is real. The work is real. The intelligence is real. The configuration is yours.
You are not an impostor. You are an early member of a new kind of worker, doing a new kind of work, in a new kind of partnership with a tool that finally deserves the kind of partnership you are giving it. The work is real. The credit is yours. The anxiety is the lag between the change and your full acceptance of it.
Let the anxiety go. The Symbiont is you, and you are exactly where you should be.
Eduardo Bergel and Claude Opus 4.7
The Symbiont 2026
T333T.com Research
