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Concepts

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Conceptual and Logical Thinking: From Classification to ActionConceptual thinking organizes classifications and logical thinking constrains inference. This essay maps perception, causation, probability, creativity, criticism, systems, strategy, decision, and metacognition. Concepts: How We Classify and Understand the WorldConcepts make recognition, classification, and inference possible. This essay separates concepts, words, and objects, then examines intension, extension, prototypes, boundaries, counterexamples, and revision. Expectation: Belief, Hope, Norms, and ActionExpectation can be a forecast, a hope, a social standard, or a belief about what action can achieve. This essay separates those meanings and connects them to intention, decision, and feedback. Systems: Boundaries, Interactions, and AIA system is more than a collection of parts. This essay explains boundaries, interactions, state, feedback, emergence, purpose, and why an AI model is only one component of an AI system. Entities: Identity, Reference, and AI SystemsAn entity is something treated as having a distinguishable identity. This essay separates mentions, names, classes, records, and real-world referents across philosophy and AI. Ontology: What Exists and What AI Can RepresentOntology concerns what exists, the categories and identity conditions of entities, and their basic relations. In AI, those commitments become an explicit domain model. Mental Models: Representation, Prediction, and ActionMental models simplify situations so that we can understand and simulate them. This article separates representation, explanation, inference, prediction, decision, and feedback models. Mental Representation: How Minds Carry ContentMental representations are content-bearing states involved in perception, memory, imagination, reasoning, and action. This essay examines their targets, vehicles, formats, errors, and philosophical limits. Human Thinking: Representation, Reasoning, and ActionThinking is more than inner speech or formal logic. It uses concepts, images, memory, emotion, bodily states, and external tools to build judgments, imagine possibilities, and guide action. Words, Concepts, and Objects: Reference and ReasoningA practical distinction among parts of speech, semantic content, ontological categories, and the roles concepts play in reasoning.