Amanda Huang(@amandaH_333):Real self-correction isn’t asking a model to “think again.” It’s building a generate–verify–repair loop grounded in independent evidence, structured feedback, and hard stop conditions. Its effectiveness depends far more on the quality of the verifier and external feedback than on swapping models or adding more agent roles

Amanda Huang

@amandaH_333

LLM MLE @MiniMax_AI(ex-quant @RBC Capital Market, ex-Tiktoker) Role-play&Character training &Agent Climber-free solo someday not your typical algo guy

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Amanda Huang@amandaH_333

2026.07.19 14:59

Real self-correction isn’t asking a model to “think again.” It’s building a generate–verify–repair loop grounded in independent evidence, structured feedback, and hard stop conditions. Its effectiveness depends far more on the quality of the verifier and external feedback than on swapping models or adding more agent roles