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An Overview of Classic RL Paradigms 
Liao Jiayi #AI#LLM#Agent As foundation models scale in data and parameter count, the barrier to entry keeps rising, making pretraining increasingly difficult to participate in. Alignment for different scenarios and applications in post-training is becoming ever more important.
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Personal Agents and Memory Liao Jiayi #AI#LLM#Agent A survey of Agent Memory techniques and industry practice—from external memory and in-model state to parameter updates—and how memory can make agents intelligent and personalized.
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World Models, Video Generation, and Representation Liao Jiayi LLM research is largely mature and has entered large-scale deployment and commercialization, while spatial intelligence remains an unsolved challenge for the AI community—and one that will take a long time to overcome.