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Intelligent agents in AI: how agents make decisions in artificial systems

Intelligent agents in AI: How agents make decisions in artificial intelligence systems

By Daniel Reed
December 20, 2025
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News / AI is transforming brain cancer treatment
NewsResearch

AI is transforming brain cancer treatment

AI trained on biological data is revolutionizing drug discovery for brain cancer.

Daniel Reed
ByDaniel Reed
AI Research, Safety & Ethics Analyst
Daniel Reed currently works as an AI Research, Safety & Ethics Analyst at Aiholics, writing about how changes in artificial intelligence are affecting and will affect...
- AI Research, Safety & Ethics Analyst
Published: August 4, 2025
6 Min Read
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It’s fascinating to see how the marriage of healthcare and technology continues to deepen, especially with artificial intelligence leading the charge. I recently came across insights revealing that AI‘s impact on healthcare is not just about data crunching or diagnostics—it’s becoming a real game changer in accelerating treatments for tough diseases like brain cancer.

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AI and brain cancer: breaking decades of deadlock

For decades, brain cancer—specifically glioblastoma—has remained a stubborn challenge with very limited progress in treatment. According to a recent discussion, despite 40 years of research, effective therapeutic breakthroughs have been elusive. The culprit? The so-called blood-brain barrier, which makes delivering drugs to the brain incredibly difficult.

But AI is shifting the paradigm. Not your usual language models that analyze social media or texts, but highly specialized quantitative AI models trained on biology, chemistry, and medicine. These models can simulate and optimize molecules and even model combination therapies designed to wake up the immune system and protect immune cells while targeting cancer cells.

One biotech company, Ioncology—spun out from Duke University and the University of Florida—has partnered with AI firm Sandbox AQ to leverage these advanced models. The goal? To speed up drug discovery and develop transformative therapies for glioblastoma. Early tests are showing promise, which is extremely encouraging given how difficult this cancer has been to tackle.

AI trained on biology itself—not just on social data—is opening new frontiers in treating diseases previously thought untouchable.

Why AI advances in healthcare are just the start

What’s exciting is how this healthcare innovation fits into a larger economic story. The so-called “Magnificent Seven”—big tech giants like Microsoft, Google, and Meta—have been investing heavily in AI and recently saw their stock prices soar following earnings reports highlighting expanded AI efforts. These companies currently represent about 34% of the S&P 500 market cap, and it’s predicted this could soon surpass 40%.

But here’s the kicker: most industries, including automakers, pharma, and energy, haven’t yet fully integrated AI into their core operations. That means a huge portion of the economy—around 85-95% when considering GDP—still hasn’t unlocked AI’s potential. This creates both a gap and an opportunity for growth if these sectors start embracing AI more aggressively.

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Powering AI innovation through energy infrastructure

Yet, something else stands out in these insights: the biggest bottleneck to AI-driven growth isn’t just software or talent—it’s power. The power sector’s current constraints are limiting GDP growth and the scaling of AI-enabled data centers. Major tech companies have announced massive investments—Google alone plans to spend $85 billion on new data centers—yet the power grid and especially gas turbine availability are falling short.

Consider this: there’s a four-year waitlist just to get a gas turbine for power plants, and we actually need about 500 new turbines immediately to keep up with demand. The proposal on the table involves leveraging foreign investments of hundreds of billions (from the EU, Japan, and South Korea) to build manufacturing capacity for these turbines right here in the US—potentially under the Defense Production Act—to rapidly boost power generation.

Alongside gas, there’s also talk about the urgent need for nuclear power, both traditional large plants and faster-to-build small modular reactors (SMRs), which could bring more clean, reliable energy online.

Without upgrading our power infrastructure, AI’s potential to drive economic growth will remain severely limited.

Key takeaways for AI’s future in healthcare and economy

  • AI’s integration into healthcare is evolving beyond data mining into active drug discovery and modeling complex therapies, especially for diseases where past treatments have failed, like glioblastoma.
  • There’s a significant economic divide: tech giants lead AI adoption, but many other sectors lag, representing untapped potential for AI-driven transformation.
  • Energy infrastructure, especially new power generation capacity, is a fundamental enabler of AI’s future growth. Without it, investments in AI and data centers won’t reach their full potential.

Reflecting on the road ahead

Seeing AI step into the arena of brain cancer treatment shows just how far the technology has come—from mere data crunching to actively shaping medical breakthroughs. But it also reminds me how interconnected these advancements are with everything else—from powering data centers to sustaining economic growth. This multi-layered interplay means that while AI promises incredible advances, realizing those promises requires holistic investment—not just in AI algorithms, but in the physical infrastructure and industries that support them.

So as we cheer for biotech breakthroughs and big tech’s AI profits, we should also keep an eye on the power grids and manufacturing floors. Because what good is cutting-edge AI if we don’t have the energy to keep it running?

It’s an exciting era—a golden age, as some call it—but one that needs all hands on deck across healthcare, technology, and energy to truly deliver on AI’s enormous promise.

TAGGED:AIAI ModelsAI researchbrainEuropean UnionGooglehealthcareMetaMicrosoftsocial mediaSouth Korea

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ByDaniel Reed
AI Research, Safety & Ethics Analyst
Daniel Reed currently works as an AI Research, Safety & Ethics Analyst at Aiholics, writing about how changes in artificial intelligence are affecting and will affect scholarship, society, and human civilization. He reports on breakthroughs in AI research, the development of safety frameworks, discussion of long-term risks, and ethical challenges; he also reports on global shifts in policy and governance. Daniel aims to make complex research papers and long-term thinking accessible to the everyday reader without sacrificing nuance. With his thoughtful and analytical style of writing, Daniel translates advanced topics into clear language. He targets questions that really matter: how safe are today's AI systems, what kind of ethical boundaries do we need, and how could exponential progress affect the way education, jobs, governance, and human values are shaped? His articles are often not just expert opinions but also balanced views and insight into emerging debates that define AI's place in the world. Daniel believes responsible AI development begins with awareness, transparency, and informed public conversation. In terms of his work with Aiholics, he encourages readers to look beyond headlines to understand the promise of artificial intelligence but also some of its consequences.
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