Artificial Intelligence

The Most Useful Thing AI Has Ever Done

February 18, 2025
3D visualization of protein folding with AI neural networks, blue and purple glowing molecular structure

Key insights:

  • AlphaFold AI solved the 50-year protein folding challenge by mapping over 200 million protein structures with near-perfect accuracy in just a few years, compared to only 150,000 structures mapped previously through traditional methods.
  • The breakthrough enables rapid development of new medicines, vaccines, and solutions for major challenges like plastic waste and greenhouse gas capture, reducing research time from years to days.
  • The technology earned its creators the 2024 Nobel Prize in Chemistry and has already helped develop new malaria vaccines and advanced cancer research through its protein structure predictions.

What if I told you that some of humanity's biggest challenges, from curing diseases to fighting climate change, could be solved by something so tiny you can't even see it? Thanks to a breakthrough in artificial intelligence, we're closer than ever to making this a reality.

The Protein Folding Challenge: A 50-Year Scientific Puzzle

For over six decades, scientists worldwide struggled to understand how proteins fold into their final 3D shapes. This wasn't just an academic exercise, it was crucial for understanding how life works at its most fundamental level.

Why Are Proteins So Important for Life?

Proteins are the workhorses of every living cell. They're like tiny molecular machines that:

  • Carry oxygen in your blood (hemoglobin)
  • Help your muscles contract
  • Fight off infections
  • Control virtually every biological process

What Made Protein Structure Prediction So Challenging?

The complexity is mind-boggling. Even a small protein can fold in more ways than there are atoms in the universe. Using traditional methods, it took scientists decades to map just 150,000 protein structures.

How Did Scientists Try to Solve This Problem Before AI?

Early attempts involved x-ray crystallography, which could take years and cost tens of thousands of dollars per protein. Some clever scientists even turned protein folding into a video game called Fold It, hoping human intuition could crack the code.

Enter AlphaFold: AI's Game-Changing Solution

In 2020, DeepMind's AlphaFold 2 achieved what many thought impossible: predicting protein structures with near-perfect accuracy.

How Does AlphaFold Actually Work?

AlphaFold uses a sophisticated AI system called an EVO Former, which combines:

  • Evolutionary information from related proteins
  • Geometric understanding of protein shapes
  • Advanced pattern recognition

What Makes AlphaFold Different from Previous Attempts?

Unlike earlier approaches, AlphaFold doesn't try to simulate the physical folding process. Instead, it learns patterns from millions of known proteins to predict new structures directly.

What Has AlphaFold Achieved So Far?

The results have been nothing short of extraordinary. In just a few years, AlphaFold has:

  • Mapped over 200 million protein structures
  • Helped develop new malaria vaccines
  • Advanced our understanding of diseases like cancer
  • Earned its creators the 2024 Nobel Prize in Chemistry

The Future of AI-Designed Proteins

But predicting protein structures was just the beginning. Scientists are now using AI to design entirely new proteins that could solve major global challenges.

What Problems Can AI-Designed Proteins Solve?

According to recent research, custom-designed proteins could:

  • Create better medicines with fewer side effects
  • Develop more effective vaccines
  • Break down plastic waste
  • Capture greenhouse gases

How Close Are We to These Solutions?

The progress is accelerating rapidly. What used to take years can now be accomplished in days. Scientists are already testing AI-designed proteins in clinical trials for cancer treatment.

If you're interested in being part of this AI revolution, consider exploring our ChatGPT Course to understand how AI is transforming various fields, including protein science.

To dive deeper into this fascinating topic and see the incredible visualizations of protein folding in action, check out the full video on the Veritasium YouTube channel below.