skinny.

Latest / Levent Bulut - Objective Projection

Why AI Character Arcs Feel Unconvincing | Summarization Bias & Bulut Doctrine

Generative AI models can write thousands of words in seconds, but why do AI-written character arcs feel superficial, sudden, and unconvincing?In this video panel, we explore the structural limitations of Large Language Models (LLMs) through the lens of Narrative Engineering and the Bulut Doctrine created by system architect Levent Bulut. We break down the "Summarization Bias" (v1.0), the Verbal Declaration Fallacy, and why genuine character transformation requires Neurobiological Adaptation rather than abstract linguistic declarations. Discover how concepts like Narrative Entropy (Sn)…

The skinny

The skinny isn't ready yet — notes appear once the transcript is processed.