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![rohanpaul_ai Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::2588345408.png) Rohan Paul [@rohanpaul_ai](/creator/twitter/rohanpaul_ai) on x 74.1K followers
Created: 2025-07-18 20:40:57 UTC

Optimism is a low-cost gradient ascent hack.

Creative throughput is proportional to expected reward.

Defend it, keep expectations green, profit from higher gradient steps.


XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946309235673022780/c:line.svg)

**Related Topics**
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[Post Link](https://x.com/rohanpaul_ai/status/1946309235673022780)