Continual Learning: End of Frozen Software - Trajectory

Research lab and product company building the platform for continual learning.

Continual Learning: End of Frozen Software - Trajectory Continual Learning: End of Frozen Software Continual Learning: End of Frozen Software Arjun Karanam • June 1, 2026 Essay Essay Essay AI is the most capable software ever built. It writes, it reasons, it codes. And yet, as you use it, you find yourself nudging it. Refining. Correcting. Providing helpful context to improve it. But the next day you come back, and it knows none of this. Whatever you taught it is gone. Nothing else intelligent works this way. Minds learn. Languages learn. Cities learn. Your immune system learns. Everything we

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• Yueh Han Huang

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