The limitsOver time I learned how to get better at using these tools.
If Transformer reasoning is organised into discrete circuits, it raises a series of fascinating questions. Are these circuits a necessary consequence of the architecture, and emerge from training at scale? Do different model families develop the same circuits in different layer positions, or do they develop fundamentally different architectures?
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The US Congress rejected sweeping cuts to science agencies. But the NIH, the NSF and NASA have had their spending slowed.
“We are already seeing the consensus shift towards our vision for scaled creator ecosystems for even the world’s largest and traditionally most risk-averse brands,” Tellez said. “They don’t want to get caught behind the algorithm. At the same time, we’re deepening our AI systems so we can manage thousands of creators with precision — without sacrificing taste or intimacy.”