MiniMax推出M2-her角色扮演智能体模型

A Deep Dive into the MiniMax-M2-her - MiniMax News | MiniMax (https://www.minimax.io/) ModelsLLM MiniMax M3 (https://www.minimax.io/models/text/m3) MiniMax M2.7 (https://www.minimax.io/models/text/m27) MiniMax M2.5 (https://www.minimax.io/models/text) VIDEO MiniMax H3 (https://www.minimax.io/blog/minimax-h3) SPEECH & MUSIC MiniMax Speech 2.8 (https://www.minimax.io/news/minimax-speech-28) MiniMax Music 3.0 (https://platform.minimax.io/docs/guides/music-generation) Product MiniMax Code (https://code.minimax.io) MiniMax Design (https://design.minimax.io/) Audio (https://www.minimax.io/audio) Talkie (https://www.talkie-ai.com/) APIToken PlanResearchMiniMax H3CompanyIntelligence with everyone About (https://www.minimax.io/about) News (https://www.minimax.io/news) Investor Relations (https://ir.minimax.io/) Contact Us (https://platform.minimax.io/contact-us) (https://www.minimax.io) ModelsLLM MiniMax M3NEW (https://www.minimax.io/models/text/m3) MiniMax M2.7 (https://www.minimax.io/models/text/m27) MiniMax M2.5 (https://www.minimax.io/models/text) VIDEO MiniMax H3NEW (https://www.minimax.io/blog/minimax-h3) SPEECH & MUSIC MiniMax Speech 2.8NEW (https://www.minimax.io/news/minimax-speech-28) MiniMax Music 3.0NEW (https://platform.minimax.io/docs/guides/music-generation) Product MiniMax CodeNEW (https://code.minimax.io) MiniMax Design (https://design.minimax.io/) Audio (https://www.minimax.io/audio) Talkie (https://www.talkie-ai.com/) APIToken PlanResearchMiniMax H3CompanyIntelligence with everyone About (https://www.minimax.io/about) News (https://www.minimax.io/news) Investor Relations (https://ir.minimax.io/) 2026.1.27A Deep Dive into the MiniMax-M2-her Access API (https://platform.minimax.io/docs/api-reference/text-chat) Try now (https://www.talkie-ai.com/?utm_source=minimaxio&utm_medium=cpc&utm_campaign=m2her) Worlds to Dream, Stories to Live ｜How we built a Role-Play Agent for the production usage Three Years of Observations: How We Define Role-Play This year marks our third year optimizing Role-Play in Talkie / Xingye. Three years is long enough for a product to leave its mark on users' lives, and long enough for a user to form a deep bond with the NPC. Beyond the product metrics, we have found that the most valuable insights come from the user behaviors reflecting their real needs. Here are a few signals that are most interesting: The "Regenerate" button follows a long-tail usage pattern, concentrated on narrative pivot points. Whether it’s a confession or a moment of sentiment, users hit "regenerate" to curate their own "perfect moment". This signals that the role-play experience is not about a binary pass/fail judgment, but rather a pursuit of narrative precision. What matters most to users is the fidelity of these peak emotional experiences. NPC popularity diverges from a typical power-law curve. Unlike broad content platforms, even niche characters maintain distinct, high-retention user groups. For these users, the character’s specific idiosyncrasies are the core value proposition. If our model regresses to satisfy the "average" experience, we destroy the very nuance that minority users value, leading to engagement loss in the long tail. Conversation turn count correlates non-linearly with engagement. We observed a significant drop in conversation turns after turn 20. This signals that shallow role-play is driven by novelty, while long-term retention depends not on one-time thrills but on whether the NPC and user can build a stable emotional connection within limited turns. Based on this, we decomposed engagement drivers into instant gratification and long-term connection. We continuously deepen emotional bonds while providing new stimuli through exploration. All of these converge to one singular insight: The essence of Role-play is not static impersonation; it is the unique narrative journey a user and a character weave together. A Deep role-play is not just about accuracy; it’s about agency—enabling every user to

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