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Human–AI Interaction: Meaning, Context and Error Control

Human AI Interaction showing how meaning, context, and attention work in large language models

Explore the article’s framework for human–AI interaction, including context, semantic continuity, evaluation, hallucinations and the role of structured feedback.

How Large Language Models Work: Context and Attention

Large Language Models

An introduction to the operational language of LLMs, covering embeddings, distributional meaning, context, attention and the author’s ΔΩπ interpretive framework.

Ishkar AI: An Interaction-Oriented Language Framework

Ishkar Artificial Intelligence

An introduction to the Ishkar AI framework, examining semantic continuity, feedback, terminology, interaction design and proposed evaluation criteria.

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