Following the launch of its native multimodal model M3 on June 1, Chinese LLM company MiniMax experienced its "darkest hour." The company's stock initially surged over 7% on launch day, but a lack of prior communication around its new Token Plan pricing triggered intense user backlash, ultimately closing down 15.71%. Granted extraordinary access, the reporter witnessed fierce internal clashes between technical and product teams, as well as a rapid one-hour solution iteration amid the arguments. Founder Yan Junjie apologized to everyone during a company-wide review and shared comprehensive reflections on competition and organizational structure. The article also incorporates industry research indicating that the current LLM API market exhibits monopolistic competition, where pure "token-selling" vendors face unsustainable profitability challenges, while MiniMax chooses to double down on model intelligence.