AGI Is Not Multimodal

What Actually Happened

Not everyone is surprised. Observers who have followed the ai space closely saw the warning signs accumulating. What The Gradient reported confirms what the data has been suggesting for some time.

The recent successes of generative AI models have convinced some that AGI is imminent.. While these models appear to capture the essence of human intelligence, they defy even our most basic intuitions about it.. They have emerged not because they are thoughtful solutions to the problem of intelligence, but because they scaled effectively on hardware we already had ..

The Long Run-Up

Seduced by the fruits of scale, some have come to believe that it provides a clear pathway to AGI.. The most emblematic case of this is the multimodal approach, in which massive modular networks are optimized for an array of modalities that, taken together, appear general.. However, I argue that this strategy is sure to fail in the near term; it will not lead to human-level AGI that can, e.g., perform sensorimotor reasoning, motion planning, and social coordination.

Winners, Losers, and Bystanders

Not all parties to this story face the same outcome. The immediate consequences fall unevenly — some actors are positioned to absorb the shock, others are not. Following the incentive structures reveals why this story landed when it did, and why certain responses were inevitable.

The institutional players involved have interests that do not always align with those of ordinary people in the ai space. That gap is part of why developments like this one keep recurring.

The Numbers Behind the Story

Context matters here. The ai landscape has shifted substantially over the past several years, driven by a combination of structural forces that predate any single event or decision.

The trajectory has been visible to those tracking the data closely. What The Gradient documented is not an anomaly — it is a data point in a longer arc.

Next Steps and Open Questions

Several outcomes now become more likely as a result of what has unfolded. The variables are not all knowable, but the range of plausible scenarios has narrowed.

Key questions remain open: the pace of any response, the willingness of relevant actors to change course, and whether the underlying conditions will shift or hold. The answers will become clearer in the weeks ahead.

Originally reported by The Gradient.