Executive Summary
AI labs are caught in a fundamental contradiction that reveals the true distance to AGI. They simultaneously claim human-level AI is imminent while investing billions in pre-baking specific skills through reinforcement learning—an approach that becomes pointless if models can truly learn on the job like humans. The current training paradigm requires building custom pipelines for every micro-task, from identifying macrophages in lab slides to crafting PowerPoint presentations. This reveals that d...
Key Investment Opportunity
Continual Learning Infrastructure
Companies developing true on-the-job learning capabilities will capture disproportionate value as the industry shifts from pre-baked skills to adaptive learning systems
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