STATERA Library Vol. 47 Ch. 09 Examines the Path Toward Artificial General Intelligence

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This installment of the STATERA Library's Volume 47 on artificial general intelligence argues that current AI, though capable across many cognitive tasks, remains uneven and fundamentally different from human general intelligence. It describes how large-scale pretrained foundation models now support a wide range of applications through prompting, fine-tuning, retrieval, and tool integration. The text highlights advances in reasoning-oriented methods, multimodal processing, and agentic systems that act in observe-plan-act loops. It also points to persistent weaknesses such as hallucination, brittle generalization, unreliable multi-step reasoning, and difficulties with long-horizon autonomy and human-like memory.

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