Bounded Time and Contextual Intelligence: A Layered Critique of Brute-Force AI Scaling

Shubham Swarnkar · OSF Preprints (OSF Preprints) · 2026

This project contains a conceptual and architectural position paper examining abstraction choices in artificial intelligence systems, with particular focus on time, memory, and continuity. The work critiques brute-force scaling approaches and proposes a layered model for bounded intelligence.

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