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Five Capabilities Shaping the Next Generation of AI
July 2025
Artificial intelligence is edging toward a phase transition. The last decade showed that scale, data, and gradient descent can push a single frozen model impressively far; but also that a frozen model has, by definition, finished learning. The systems that will matter most over the next decade will be living systems: models that keep studying new material, decide what is worth remembering, negotiate multi-step goals, invent fresh problems when the old ones run out, and certify their own behaviour. We're on the cusp of a new paradigm, one defined by systems that are dynamic, trustworthy, perpetually learning, and more deeply integrated into the messy, ever-changing fabric of the real world.
The Other AI Revolution
July 2025
While Large Language Models dominate the AI landscape, a growing group of researchers are exploring orthogonal paradigms. From physics-grounded inference and program synthesis to verified superintelligence and evolutionary model merging, these alternative approaches tackle fundamental limitations that scaling alone cannot address. This exploration reveals a diverse ecosystem of companies like Noumenal Labs, Ndea, Morph Labs, Sakana AI, and Liquid AI, each pursuing unique visions of intelligence that go beyond the traditional transformer architecture.