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American Focus > Blog > Tech and Science > How Close Are Today’s AI Models to AGI—And to Self-Improving into Superintelligence?
Tech and Science

How Close Are Today’s AI Models to AGI—And to Self-Improving into Superintelligence?

Last updated: December 6, 2025 7:20 am
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How Close Are Today’s AI Models to AGI—And to Self-Improving into Superintelligence?
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Artificial intelligence (AI) has long been a topic of fascination and concern in the realm of science fiction. From movies like “The Matrix” to “The Terminator,” the idea of superintelligent AI surpassing human capabilities has captured our imaginations. In recent years, industry leaders like OpenAI CEO Sam Altman and Meta CEO Mark Zuckerberg have predicted that we are on the brink of achieving true artificial superintelligence. But how close are we really to creating machines that can think and learn beyond human capacity?

The concept of an “ultraintelligent machine” was first introduced by statistician Irving John Good in 1965. Good theorized that once a computer reached a certain level of sophistication, it would be able to rapidly improve itself, leading to an “intelligence explosion.” This idea may seem far-fetched, but the development of AI systems like AlphaGo Zero has shown that self-improvement is indeed possible. AlphaGo Zero, created by DeepMind in 2017, was able to surpass human performance in the game of Go by playing and learning from millions of games against itself.

While we may not have reached the stage of autonomous self-improvement in AI across all domains, we are making progress in narrow areas. AI models like OpenAI’s Codex and Anthropic’s Claude Code are already capable of writing and updating code independently. These systems can reorganize code bases, create new software, and perform tasks that would take humans much longer to accomplish.

One of the key challenges in achieving true artificial superintelligence lies in developing artificial general intelligence (AGI). AGI is the ability for a machine to learn and reason across multiple domains, similar to how humans can apply knowledge from one field to another. While current AI systems excel at absorbing and manipulating vast amounts of information, they still lack the dynamic reasoning abilities of human intelligence.

See also  The Plight of Art Models

However, advancements in AI are pushing the boundaries of what machines can achieve. DeepMind’s AlphaDev has developed more efficient algorithms, and other models are excelling in formal mathematics and scientific reasoning. The question remains: once we bridge the gap between current AI capabilities and flexible reasoning, could we be closer to achieving superhuman performance than we realize?

Despite the progress made in AI, there are still differing opinions on how soon we will reach artificial superintelligence. Some researchers believe that we have yet to fully understand intelligence and that the engineering challenges are greater than anticipated. Others, like Sam Altman, suggest that superintelligence could be achieved in the near future.

While we may not have achieved self-improving AI just yet, the potential for rapid advancement is evident. As AI systems continue to evolve and improve, the question of whether we will stop at human-level intelligence or risk pushing beyond remains open. The future of artificial superintelligence is still uncertain, but one thing is clear: the journey towards creating machines that can think and learn like humans is well underway.

TAGGED:AGIAndclosemodelsSelfImprovingSuperintelligenceTodays
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