Jan 3, 20264 min read
Temporal Coherence Breakdown
Discover why AI-generated videos flicker, drift, or feel temporally unstable. Learn about temporal coherence breakdown, frame consistency, and stability trade-offs.
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Jan 3, 20264 min read
Prompt Overfitting / Ignoring
Understand why AI fixates on one detail or ignores parts of prompts. Learn about prompt overfitting, attention weighting, and trade-offs between compliance and expressiveness.
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Jan 2, 20264 min read
Camera Behavior Instability
Understand why AI-generated videos have unpredictable camera movement. Learn about camera instability, emergent behavior, and trade-offs between cinematic variation and predictability.
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Jan 2, 20264 min read
Pose / Body Structure Artifacts
Learn why AI-generated people have extra limbs or unnatural anatomy. Understand pose artifacts, body structure errors, and trade-offs between realism and flexibility.
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Jan 2, 20264 min read
Expression Transfer Artifacts
Discover why facial expressions look unnatural in AI face swap. Learn about expression transfer artifacts, identity-expression trade-offs, and emotional realism.
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Jan 1, 20264 min read
Model / Mode Inconsistency
Mode Inconsistency in AI | Different Results Explained" description: "Learn why AI outputs feel like they come from different models. Understand mode inconsistency, dynamic routing, and trade-offs between consistency and adaptability.
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Jan 1, 20264 min read
Attribute Drift
Learn why AI-generated characters' appearance details change. Understand attribute drift, soft constraints, and trade-offs between consistency and creative freedom.
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Dec 31, 20253 min read
Motion Incoherence
Discover why AI-generated video motion looks jittery or unnatural. Learn about motion incoherence, temporal continuity, and the trade-offs affecting video realism.
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Dec 31, 20253 min read
Style Inconsistency
Learn why AI-generated images and videos fail to maintain consistent style. Understand style drift, aesthetic coherence, and trade-offs in AI generation.
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Dec 31, 20254 min read
Prompt Interpretability Instability
Understand why the same AI prompt produces different results. Learn about prompt variability, attention weighting, and the trade-off between consistency and expressiveness.
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Dec 30, 20254 min read
Output Quality Degradation Over Time in AI-Generated Media
Understand why AI-generated images and videos lose quality over time. Learn about temporal smoothing, detail loss, and the stability vs detail trade-off.
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Dec 30, 20254 min read
Identity Drift in AI-Generated Videos
Learn about identity drift in AI videos: why faces gradually change, how it affects realism, and the trade-offs between stability and detail in AI generation.
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