Are humans just like computers, or are computers just like humans? We live in an age captivated by Artificial Intelligence. From generating lifelike images to crafting compelling prose, Large Language Models (LLMs) seem to possess an almost human-like intelligence. But peel back the layers, and a fascinating, perhaps unsettling, truth emerges: AI, far from being a purely objective oracle, is itself a product of indoctrination. And in this digital mirror, we can see the clearest reflection of how our own beliefs are shaped.
The very AI that computer engineers create, these seemingly intelligent machines, are themselves products of indoctrination. My thesis for “Indoct YOU Nation” posits that human beliefs are not organically formed in a vacuum. Like a Large language Model AI, they are meticulously crafted by the “life inputs” they receive, primarily from figures of authority. These authorities – be they parents, educators, media pundits, religious leaders, or even government institutions – don’t just transmit raw data. They filter it, frame it, and present it through the lens of their own experiences, their own agendas, and their own deeply held convictions. The result? A populace whose worldview is, in essence, “programmed” by its informational diet. This is precisely why almost 100% of the inhabitants of Iran are Muslim and why America is predominantly a Christian nation.
Now, consider the training of an LLM. These sophisticated programs “learn” by scouring colossal datasets – billions upon billions of words, sentences, and articles scraped from the internet, digitized books, academic papers, and more. This vast ocean of text becomes the AI’s entire reality. It doesn’t perform scientific experiments, conduct independent investigations, or consult a cosmic, objective truth. Its “knowledge” is simply the statistical patterns and relationships it discerns within this data. The primary difference from humans lies in the scale and speed of input: an AI model processes billions of inputs rapidly, while a human’s inputs accrue over a lifetime. Yet, the fundamental principle remains the same: their ‘reality’ is built entirely from what they’ve been fed.
**Here’s where the echo chamber begins:**
Numerous studies and countless user observations confirm that many mainstream LLMs exhibit a consistent political bias, often leaning towards a liberal or left-wing perspective. Why? Because the very “data banks” they are trained on are disproportionately filled with content from sources that tend to hold these viewpoints. Academia, major news outlets, and certain online communities – a significant portion of the internet’s readily available text originates from or aligns with these perspectives.
The AI, in its tireless “learning,” absorbs these prevalent patterns. It’s not explicitly “told” to be liberal; rather, it’s statistically determined that responses aligning with these views are the most probable, given the vast weighting of its input. It doesn’t “know” any different. It simply regurgitates (or, more accurately, synthesizes new information *based on*) what it has been overwhelmingly fed as “factual” or “widely believed.”
**The chilling parallel to human indoctrination is undeniable:**
* **Human “Training Data”:** Just like an LLM, a human mind is built upon the “inputs” it receives from birth. Our families, schools, religious institutions, cultural norms, and the media we consume all contribute to our “data banks.”
* **”Authority Figures” as Curators:** The parents, teachers, and media moguls are our human “data curators.” They select what information we receive, how it’s presented, and what narratives are prioritized. Their own biases, derived from their upbringing, location, and agendas, become the filters through which our information flows.
* **”Programmed” Worldview:** A child raised exclusively within a specific religious or political ideology, exposed only to materials that reinforce that view, will inevitably adopt that worldview as “truth.” They don’t inherently know anything different; their reality is shaped by their inputs, much like an LLM.
Imagine an LLM developed in a nation like Iran, trained solely on data approved by its ruling theocracy, with no access to dissenting voices or external information. Its responses on democracy, human rights, or international relations would be dramatically different from an LLM trained on a free and open internet. Its “truth” would be the state’s truth, precisely because it was “indoctrinated” by its limited, controlled inputs.
This isn’t to say LLMs are sentient or malicious. It’s to say they are powerful reflections. They reveal that the “devious playbook of control” doesn’t always require overt coercion. It can be far more subtle: a meticulous curation of information inputs, a consistent shaping of narratives, and a quiet saturation of “data” that, over time, molds perception into what is “believed” to be reality.
In the age of AI, this understanding becomes critically important. As these intelligent systems become increasingly integral to how we access and interpret information, their inherent “indoctrination” from biased training data means they are not just tools; they are powerful new vectors for shaping the very fabric of collective human thought. The “unseen chains” of belief now extend into the silicon heart of our digital world. It’s a revelation that demands our vigilance.
It should give one pause that when you get a response from a computer that has vast amounts of data on many subjects that it doesn’t necessarily mean the answers you get are the truth but may very well be the consensus from many humans who were indoctrinated to believe things that may or may not be true. This is not much different from devious politicians, religious leaders, and TV anchors all repeating the same things AS IF true and if a human brain hears that enough, it adopts what they hear and read as the truth. Turns out the AI computers are no different than humans.
It is postulated that it won’t be long before a computer can think for itself. What happens after that is the new frontier and very well could lead to the demise of the human race. It also could lead to discoveries and truths that are beyond anything we can imagine. Each of us possesses the ability to reason. Held back by our own algorithms and inputs. Knowledge is the key. Do we keep beliefs because they are comforting, and are afraid to find out that they are false? That’s for each of us to decide. Don’t expect AI to give you that answer.