KN Magazine: Articles
Between Pen and Paper: Flaneuring Through a Writer’s Mind – The API of the Human Heart, or Why Your Characters Keep Misunderstanding Each Other
What if human communication worked like artificial intelligence? In this thought-provoking craft essay, Andi Kopek compares APIs—Application Programming Interfaces—to the invisible emotional “contracts” we use in conversation. By exploring parsing errors, emotional bandwidth, and schema mismatches, he offers writers a powerful new lens for understanding character conflict, empathy, gaslighting, and love. When characters misunderstand each other, it may not be malice—it may be incompatible formatting.
By Andi Kopek
There has been no shortage of criticism lately regarding artificial intelligence (AI). Some of it is thoughtful, some quite theatrical. I may dedicate a future column entirely to the ethical, economic, and existential anxieties surrounding AI. Today, however, I want to focus on something far less dramatic and far more revealing: how advanced AI systems actually talk to one another, how this can shine new light on human communication and miscommunication, and how it could inspire a modern writer.
Beneath the glossy headlines and dystopian forecasts, most modern digital systems communicate through something called an API, an Application Programming Interface. An API is essentially a structured contract that defines how one program can send a request to another, what format the data must follow, what information is required, and what kind of response will come back. In other words, before artificial intelligence can destroy our civilization, it must first agree on grammar.
Imagine two computer programs trying to talk. They cannot rely on vibes. They cannot roll their eyes. They cannot say, “You know what I mean.” They must follow a strict contract, a rulebook for how one system talks to another. An API. If the message does not match the expected structure, it fails. Not emotionally. Structurally. The receiving system does not feel hurt. It returns an error code: 400 (Bad Request).
Let’s have a little fun and apply this communication model to human interactions. Every person you know is running an API. It is undocumented. It is unstable. It auto-updates without notice. Your internal API defines what tone you accept, what topics are permitted, what context you require, what emotional load you can process, what you interpret literally, what you interpret as subtext, what feels like attack, and what feels like affection. When someone speaks to you, they are making a request against your interface. When you respond, you are sending data formatted according to theirs. Conversation is not just expression. It is parsing.
In programming, parsing means interpreting incoming data according to a defined structure. If I send { emotion: sad } but you expect { mood: sadness, intensity: 0.7 }, the request fails. Not because we disagree about sadness. Because we disagree about formatting. Now consider the most dangerous sentence in the English language: “I’m fine.” One person means: I am overwhelmed but not ready to unpack it. The other hears: Everything is okay. Same words. Different schema. According to our little game, human miscommunication is not malice. It is incompatible parsing.
If humans were honest, we would speak in status codes.
200 OK: I understand you.
401 Unauthorized: You do not have access to that story.
403 Forbidden: That is a boundary.
404 Not Found: I do not recognize the version of me you’re describing. 429 Too Many Requests: Please stop asking.
503 Service Unavailable: I am exhausted and pretending otherwise.
Instead, we say things like, “Whatever,” which is the emotional equivalent of a corrupted packet.
In AI networks, data can be corrupted, and signals can degrade. In humans, fatigue, stress, trauma, and cognitive overload can increase the error rate. The same sentence can succeed at 9
a.m. and fail by the late afternoon. Moreover, different neurotypes run different parsing defaults. As a simplified analogy, consider autism as a condition where parsing is more literal. If someone says: “It’s cold in here,” one person hears a temperature observation. Another hears a request to close the window. Different inference engines. Not broken. Just different schema.
From this perspective, depression can look like low processing bandwidth, high error sensitivity, and reduced response generation. Instead of getting a return of 200 (OK) for a typical request, the system returns 503 (Service Unavailable). Anxiety resembles a hyperactive validation layer. Every incoming message is checked for threats, rejections, or hidden errors. Neutral packets get flagged as suspicious. False positives multiply. Psychosis might be described as a model in which incoming data is integrated into a framework that diverges from shared consensus reality. The API still functions internally, but its mapping to the broader network has shifted. The person is not failing to process. They are processing through a different model.
AI systems do not have feelings, though they are becoming increasingly sophisticated at parsing human emotion in text and speech. So what about empathy, a feature we tend to reserve for living organisms? Some would say only humans. In this model, empathy is not absorbing someone else’s emotions like a sponge. Empathy is adaptive formatting. It is the willingness to say: Let me rephrase that. What did you hear me say? What did you mean? How would you prefer I ask? Empathy does not eliminate conflict. It reduces unnecessary 400 errors. Rigid APIs cannot do that. Flexible ones can. Consequently, the opposite of empathy is not cruelty. It is interface rigidity.
Since I’m writing this in February, I cannot ignore Valentine’s Day. Love, perhaps, is long-term API alignment. Over time you learn each other’s required fields. You anticipate response formats. You adjust rate limits. You recognize known error codes. You stop assuming malice in malformed packets. I think we could use more long-term API alignment right now.
Now, writers, this approach can be useful to your craft. Characters do not fight because they disagree. They fight because they parse differently. One character speaks in subtext. Another requires explicit declarations. One needs reassurance before vulnerability. Another needs vulnerability before reassurance. Each is making valid requests against an interface the other does not fully understand. Conflict is born in the gap between intention and interpretation. A character says, “You never listen.” What they mean is: “I don’t feel seen.” What the other hears is: “You are incompetent.” Boom. 400 (Bad Request), followed by 500 (Internal Server Error).
In thrillers, the villain often exploits API weaknesses in other characters. The villain withholds required fields, manipulates format, overloads of the emotional bandwidth, and sends signals designed to be misparsed. Gaslighting, in this model, is deliberate schema corruption. It forces the victim to doubt their own parsing logic.
And when two characters finally understand each other, what has actually happened? As in love, they have aligned their APIs. They have learned that “I’m fine” sometimes means “Please try again.” LLMs (Large Language Models) require enormous amounts of training data to achieve alignment. We train on years of shared experience. And still …
We live in an age obsessed with communication tools. Faster messaging. Smarter devices. Infinite connectivity. And yet our communication remains fragile and far from perfection. The next time a conversation collapses, pause and ask: was this bad intention from a sender, or bad formatting in the receiver’s API?
I hope that this little mental exercise will help to deepen characters in your story, sharpen your dialogue, and make the conflicts feel inevitable rather than contrived. And in your own life, you may discover that many arguments are not wars. They are documentation failures. Which, hopefully, can be revised.
Andi
Andi Kopek is a multidisciplinary artist based in Nashville, TN. With a background in medicine, molecular neuroscience, and behavioral change, he has recently devoted himself entirely to the creative arts. His debut poetry collection, Shmehara, has garnered accolades in both literary and independent film circles for its innovative storytelling.
When you’re in Nashville, you can join Andi at his monthly poetry workshop, participate in the Libri Prohibiti book club (both held monthly at the Spine bookstore, Smyrna, TN), or catch one of his live performances. When not engaging with the community, he's hard at work on his next creative project or preparing for his monthly art-focused podcast, The Samovar(t) Lounge: Steeping Conversations with Creative Minds, where in a relaxed space, invited artists share tea and the never-told intricacies of their creative journeys.
website: andikopekart.ink
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Between Pen and Paper: Flaneuring Through a Writer’s Mind – An Urban Legend of Writer’s Block
Join Andi Kopek for a flâneur’s tour through the mythic landscape of Writer’s Block—from the Clock Tower of Deadlines to the Charred Alley of Burnout. This imaginative column maps out creative paralysis with insight, humor, and actionable advice.
By Andi Kopek
In the Writers City, you could often hear the dreaded words whispered fearfully down every alley: “Writer’s Block.”
The Writer’s Block—a haunted quarter of shuttered buildings, which rise suddenly right in the middle of Triumph Boulevard, with no detour in sight.
Or so I’ve been told.
I must confess: I’ve never encountered The Writer’s Block myself.
I know—I might sound like a snobby, egotistic, pompous windbag, but it’s the truth. Some people experience writer’s block. Some don’t.
And that prompted me to reflect on what the Writer’s Block actually is, its many forms, and the ways one can unblock the Block.
Thus, today we will flaneur through the Writers City, visiting several places belonging to the Writer’s Block: 1/ The Clock Tower of Deadlines, 2/ The Empty Fountain of Inspiration, 3/ The Old Courthouse of Rigid Thinking, 4/ The Abandon Lot of Self-Doubt, and 5/ A Charred Alley of Burnout.
Let’s start our tour.
1/ The Clock Tower of Deadlines
The Clock Tower looms high over Writers City, its giant hands ticking out a deafening rhythm: I need it now, now, now! Deadlines can create wonderful energy—a needed push—but they can also have a windchill effect: freezing the creative flow before it even begins. Writer’s brains can get filled up with deafening ticking, squishing creativity to a forgotten corner of the mind. How to deal with this major source of anxiety experienced by so many writers? I think we can divide deadlines into two categories: external and internal. Each of these requires a different approach.
External deadlines are the loudest—editorial calendars, publishing schedules, submission windows, grant applications, your significant other’s birthday. They’re real and often immovable. The bad and the good thing about them is that we have no control over them. We have no choice but to deal with them. The trick to managing external deadlines is not to fight the clock—it’s to set up a rhythm with it. Probably, the most efficient approach is to set mini deadlines along the way, which would give your creativity breathing room. These intermediary, mini deadlines need to be set in a smart way (even SMARTY way—check one of the previous columns) to work. And don’t forget to reward yourself for reaching each mini deadline. The reward can be very symbolic, but it is important for the Reward System of your brain to get it to create positive reinforcement.
I also like to set for myself a fake final deadline, a week before the actual one, and I make myself believe that the fake one is real. This gives me some wiggle room between the “fake/real” deadline and the “real/real” one, and if everything goes well, I actually can wiggle to my favorite tune during that time.
Internal deadlines, though, are trickier. They whisper rather than shout: You should’ve finished this by now. Why aren't you done yet? And these are the most uncomfortable whispers one could hear. They don’t come from editors or agents, but from the depth of ourselves—fueled by ambition, guilt, or comparison.
Luckily, unlike external deadline clocks, we can rewind internal ones. You are in charge of setting these clocks. You are the Clockmaster. The challenge, then, is to be painfully honest with yourself and answer these questions: what wound your internal clock to begin with? Was it ambition? Guilt? Comparison? Once you know the answer to these questions, you can decide whether the clock deserves to keep ticking—or if it’s time to dismantle it altogether—and give yourself the time your creativity actually needs, not the time your anxiety demands.
And remember, the answer to the question “For Whom the Bell Tolls?” is: “For you.” Sometimes to remind you to work hard—and sometimes to rest wisely.
2/ The Empty Fountain of Inspiration
Once a sparkling heart of the city, the Fountain of Inspiration now stands dry and silent, collecting trash in the forgotten corners, and pigeon droppings on the sun-bleached edges. Every writer who visits here wonders if the water will ever flow again.
It will.
Inspiration isn’t a permanent spring. It ebbs and flows with its own mysterious cycle. But it is a cycle — which means that after a dry spell, a wet season inevitably follows. Inspiration often arrives when we step away. When we stop staring at the dry basin, the fountain stream will suddenly spurt from The Fountainhead, creating ephemeral liquid sculptures, shaped by the flow and imagination.
3/ The Old Courthouse of Rigid Thinking
Built of stone and stubbornness, the Old Courthouse is where rules are written in marble: “Good writers always do X,” “Real stories must be Y.” Inside, creativity that does not align strictly with the Codex, is put on trial.
The judges wear wigs powdered with the literary canon, and the jury selection is based on MFA diplomas and certificates of self-proclaimed connoisseurs of “real literature.” In the Old Courthouse, sentences can be brutally sentenced to death—without right of appeal. Every time the word “experimental” is uttered, it triggers a frenzy of gavel-thumping.
No matter how compelling the story, if it breaks the unspoken rules, it risks exile from the shelves of respectability to the frozen tundra of obscurity.
But the truth is: the rules exist so they can be broken. If you realize that the best pieces of literature bend dogmas, shatter glass silos of genre, and create their own standards, you are free to proceed with reckless imagination.
Don’t try to please the judge.
Rise from the bench and start dancing to your own tune—and make it rain with words, puns, and unruly metaphors—unless, of course, you’d like to become next Jarndyce v. Jarndyce.
Case closed.
4/ The Abandon Lot of Self-Doubt
The Abandoned Lot of Self-Doubt is hard to spot in the corner of the Writer’s Block, hidden behind overgrown bushes and the rusting scaffolding of half-built, unfinished ideas. In the middle of the lot, Impostor Syndrome sits on a creaky swing, pretending to play—with feet never quite leaving the ground. It looks around and constantly compares itself to the ghosts of ever-better peers.
But we can clear and reclaim this lot. Somewhere beneath the bent scaffolds of unfinished drafts lies the original deed—the reason you claimed this space in the first place. Maybe it says, “I write to make this world a better place,” or “I create because it gives me an enormous joy.”
So, clear the lot. Dig out the deed. Read it out loud. Feel, again, as its rightful owner. And then, when you look around, you will no longer see The Waste Land.
You will say instead: “I will show you power in a handful of dust.”
5/ A Charred Alley of Burnout
Finally, we come to the Charred Alley, where once-vibrant cafes and colorful murals are now blackened and hollow, with chipped, broken bricks scattered around. This is where writers pushed too hard, fueled by ambition, perfectionism, or necessity, until the fire of creativity consumed itself.
If you find yourself here, don’t rebuild right away. Let the ground cool. Walk around. Reflect. Ask yourself: “What caused the fire in the first place?”
The truth might be that the last straw you “pushed through” landed on a haystack of repeated rejections, stalled projects, and sentences approximating perfection—all slowly drying in the heat of unmet expectations, and reaching slowly the ignition point of 233° Celsius.
So, to recover, give yourself a break from writing. Read, for a change, but just for pure enjoyment, not for research. Or change media—paint, draw, dance—to nourish yourself. And then, when the wind of healing blows away the ashes of burnout, you know you are ready to start again.
I hope that our little city tour through the Writer’s Block district will help you navigate through its strange architecture and meandering paths—so that, no matter where you wander, you will always enjoy the view.
Andi Kopek is a multidisciplinary artist based in Nashville, TN. With a background in medicine, molecular neuroscience, and behavioral change, he has recently devoted himself entirely to the creative arts. His debut poetry collection, Shmehara, has garnered accolades in both literary and independent film circles for its innovative storytelling.
When you’re in Nashville, you can join Andi at his monthly poetry workshop, participate in the Libri Prohibiti book club (both held monthly at the Spine bookstore, Smyrna, TN), or catch one of his live performances. When not engaging with the community, he's hard at work on his next creative project or preparing for his upcoming art-focused podcast, The Samovar(t) Lounge: Steeping Conversations with Creative Minds, where in a relaxed space, invited artists share tea and the never-told intricacies of their creative journeys.
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