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Ask HN: What are the hottest areas of *non*-LLM AI work currently?

15 pointsby dira3about 2 months ago
10+ years ago, &quot;AI&quot; would likely refer to work in RL, evolutionary&#x2F;genetic algorithms, etc.<p>Nowadays most of the spotlight seems centered on LLMs, CNNs, and other methods that are either human-labeled or at least reliant on human-created data, and have a static separation between &quot;learning&quot; and &quot;inference&quot;.<p>I know that there are still non-LLM, non-CNN, non-anthropocentric topics of AI development currently, in RL and in other areas. Which would you say are the most prominent or promising today, or likeliest to come to fruition?

3 comments

bjourneabout 1 month ago
SLAM and algorithms for autonomous movement is very hot. Too bad most of its applications are military.
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pizzaabout 2 months ago
In order of nicheness<p>- Singular learning theory<p>- Vector-symbolic architectures<p>- Homomorphic learning
dira3about 2 months ago
BTW, on the topic of the fading of genetic algorithms, here is an interesting recent take: <a href="https:&#x2F;&#x2F;statmodeling.stat.columbia.edu&#x2F;2025&#x2F;04&#x2F;17&#x2F;what-happened-to-genetic-algorithms&#x2F;" rel="nofollow">https:&#x2F;&#x2F;statmodeling.stat.columbia.edu&#x2F;2025&#x2F;04&#x2F;17&#x2F;what-happe...</a>
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