语言逻辑优化器

Prefix the transcript with 优化 or ask to organize the text. The skill extracts information points, removes filler and redundancy, then restructures the content into a logical sequence while keeping your natural speaking style.

The skill follows conservative editing principles: it never adds conclusions or recommendations you did not express, removes only redundancy and noise, and reorganizes existing points into claim-evidence-conclusion or context-points-implication structures.

Yes, it handles Chinese, English, and mixed-language text. It applies proper punctuation rules per language, keeps technical terms in their original language, and adapts tone based on the detected scenario such as email or chat message.

No. The skill explicitly bans AI-flavor vocabulary such as 赋能, 抓手, leverage, and synergize, avoids forced three-part structures, and preserves your personal voice. It smooths logic rather than polishing style.

For inputs over 500 characters, you receive two versions: a concise version with only the core message and a complete version preserving all original points. Ambiguous meaning is flagged with a warning asking you to confirm intent.

Avoid it when you want creative rewriting, content expansion, or added recommendations, since the skill deliberately avoids adding new meaning. It is a thought organizer for existing content, not a writing generator.