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讨论 Gemini 4 Argon 100 万 token 输出窗口相对 Opus 5.5 与 Astra 128-300K 的优势，探讨这究竟是智能体任务的范式跃升，还是营销炒作及潜在逻辑崩塌风险。
Anthropic's Sonnet 5.5 model sets a new record for most output tokens while being cheaper to run, raising questions about the release strategy.
This paper investigates how the tone of prompts affects both the accuracy and the inference cost (output token consumption) of large language models, finding that output token length can vary by up to 44.3% across tones while accuracy changes are smaller, and identifies optimal tones for different models.