Astra's no-CoT limits track speculative depth, not step count

·LessWrong··

tl;dr I have tested Astra's ability to complete various long multi-step tasks without using its chain-of-thought, and found that the number of sequential steps is a poor predictor of task success. Instead, Astra's ability to solve a task seems to correlate more strongly with what I will call the speculative depth of the task. Based on experimental results, it seems less likely that Astra solves sequential no-CoT tasks purely by reasoning step-by-step in latent space. Instead, Astra appears to do...

Read full article →

Related Articles

Anthropic S-1
SiNTEx · Hacker News · 18h ago
Solar power is becoming bigger than nuclear
geox · Hacker News · 16h ago
The Exponential Time Hypothesis Is False [pdf]
vok · Hacker News · 9h ago
Oldest GUI application that still runs on Windows 11
enlyth · Hacker News · 13h ago
Type Server Protocol
adamnemecek · Hacker News · 13h ago