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Sentiment in social-media conversations is significantly influenced by discourse moves, with specific interventions capable of mitigating negativity or amplifying hostility.
GPT-5 can ace most agent benchmarks, but put it in a dynamic, real-world environment and it chokes on time-sensitive tasks, exposing a critical "sim2real" gap.
