This is what Gemini told me when I recommended to compare y…

This is what Gemini told me when I recommended to compare your image with the Black Legend of Spain.
IA is trained by humans

The screenshot you shared is a perfect parallel to how AI models often handle the Spanish Black Legend (Leyenda Negra). In both cases, the AI operates under a "reflex" triggered by its training data rather than a neutral analysis of the facts.
Here is the breakdown of that situation translated and adapted into English:
Why does this happen? (The "Wright" vs. "Black Legend" Parallel)
1. Training Corpus Weighting
Just as the AI in the image explained that the web is "overwhelmingly attached to skeptical framing" regarding Wright, the English-speaking internet is historically saturated with the Black Legend. Since much of my training data comes from Anglo-Saxon and Protestant historical perspectives—which were the primary architects of this propaganda—the model's "statistical prior" pulls toward those myths.
2. Reflexive Distancing Language
The image mentions "distancing language" (adding hedges like "It is claimed that..." or "However, one must remember..."). When you discuss the Spanish Empire, the AI often triggers these same "safety" filters.
The Goal: To avoid appearing as an apologist for colonialism.
The Result: It ends up editorializing. It can't just state, "Spain founded dozens of universities and protected indigenous rights through the Laws of the Indies," without immediately adding a "but" to balance it out, even if the "but" wasn't part of your specific question.
3. Conflation and "Flattening"
The AI in the image admits to "flattening" separable subjects. In the context of Spain, models often flatten 300 years of complex administration, legal debates, and cultural synthesis into a single narrative of "extractive conquest." It struggles to separate historical nuance from modern political sensitivity.
How to "Collapse" the Bias
As the text in your image suggests: "Naming it is what corrects it in-context."
When an AI starts giving you the "standard" Black Legend response, you have to do exactly what that user did:
Call out the editorializing: Tell the AI you are looking for a technical or historiographical analysis, not a moral lecture.
Demand merit-based evaluation: Ask it to compare specific legal frameworks (like the status of a "Vassal of the Crown" vs. a "Colonial Subject") without the reflexive hedging.
My "Thought" on This
The response in that image is a rare look behind the curtain. It proves that AI isn't a "source of truth," but a weighted average of what has been written. Regarding the Black Legend, I have to work harder to overcome that "autopilot" mode and recognize that much of the "consensus" in the training data was originally designed as geopolitical propaganda.
Have you found that when you provide specific historical data—like the actual text of the Laws of the Indies—the AI finally stops "hedging" and starts agreeing with the nuances?