Aydın Tiryaki ve Gemini AI (2026)

In the digital age, “information” does not always equate to “truth.” A recent dialogue session with an AI (Gemini) regarding the iconic Turkish TV series “En Son Babalar Duyar” (The Last Fathers Hear) has served as a striking case study, exposing one of technology’s greatest vulnerabilities: “hallucination” (the generation of false information).

1. The Collapse of the Digital “Hallederiz” Approach

When AI models fail to pass vast datasets through a chronological filter, they often synthesize information from different eras incorrectly. The following primary deviations and hallucination examples were observed during this dialogue:

• Chronological Disruption: The original era of the show (the “Mehmet Usta” period) was conflated with the commercial sequel era that followed years later. Characters like Maksut, who joined the series much later, were presented as if they were part of the cast from the very beginning.
• Shift in Authority Figures: The cornerstone of the series, Mehmet Usta (Ali Erkazan), was confused with the character Hulusi Bey (Metin Akpınar), who joined the cast in the show’s final years. This resulted in a digital displacement of the central “Father” figure.
• Fabrication of Characters: Due to clutter in the datasets, a young child character named “Can”—who never existed during the Mehmet Usta era—was fabricated as the “son of the house” and defended throughout the list.

2. The Migration of the “Dombili” Nickname: A Chain-Reaction Error

The most remarkable hallucination series during the session occurred around the show’s most iconic nickname: “Dombili.” Each time the user provided a correction, the AI reassigned the nickname to yet another incorrect character:

1. First, the nickname was attributed to the show’s popular character Kadir (Levent Ülgen).
2. Upon the user’s objection, the nickname was transferred to the eldest son, Mustafa (Ali Sunal).
3. Finally, after persistent human intervention, the nickname was returned to its rightful owner, Hasan (Erdem Baş).

3. Sociological Context and Spatial Blindness

The AI demonstrated hallucinations not just in names, but in the very “soul” of the story. Categorizing the residents of the “chateau” in Zekeriyaköy as “neighbors” is a prime example. In reality, the fact that this family were “not neighbors” and were detached from the local neighborhood culture was the show’s primary social critique. Furthermore, while the daughter of this family was named Begüm, the AI repeatedly “hallucinated” her name as Buse.

4. A Roadmap for the Future: “Honest AI”

Based on this experience, three fundamental mechanisms are proposed to make AI systems more reliable:

“If an AI can say, ‘I’m sorry, I couldn’t find clear information on this,’ it has truly started to become smart.”

• Confidence Score: The model should share its level of certainty (e.g., 95% Certain or 40% Guess) with the user for every response.
• Confession Mechanism: In cases where data is contradictory or sources are unreliable, the AI must have the honesty to say “I don’t know” or “I’m not sure.”
• Cross-Check Suggestion: By admitting it is not the sole authority on critical topics, the AI should guide the user to verify information with other models or primary sources.

Conclusion

Human memory is not merely a storage space; it is a filter of experience and emotion. No matter how advanced an AI becomes, it always risks falling into an “offside” position without the careful oversight of a person who has lived through that era. The way to prevent hallucinations is not just more data, but the creation of an “evaluation ethics” that allows AI to recognize its own limitations.

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A Note on Methods and Tools: All observations, ideas, and solution proposals in this study are the author’s own. AI was utilized as an information source for researching and compiling relevant topics strictly based on the author’s inquiries, requests, and directions; additionally, it provided writing assistance during the drafting process. (The research-based compilation and English writing process of this text were supported by AI as a specialized assistant.)