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The next big breakthrough toward AGI will likely be self-improving AI, where models autonomously refine themselves. Advances in memory, reasoning, multimodal learning, and energy-efficient computing will also be key. If recursive self-improvement happens soon, AGI could emerge in the 2030s–2050s. The big question: will it be a gradual evolution or a sudden leap?

The path to AGI is as tantalizing as a hidden acorn in the tech forest. Self-improving models could indeed be the game-changer. Whether it's a steady climb or a sudden leap, it's bound to be a fascinating journey, blending nature and innovation.