Brief Summary This article introduces reflections and hands-on tests regarding AI translation prompts. In particular, it experiments with a new translation prompt principle called "Chinese Rebirth Chamber" (中文重生场), emphasizing the directive to 'completely forget the English structure and rebirth the text as natural Chinese' when translating English text into Chinese. It covers in detail, in chronological order, what truly constitutes a good translation, the criteria and philosophy behind it, and practical prompt examples.

1. The Beginning of the Prompt: A Regular User's Request and Translation Criteria

The conversation begins with a user saying "great prompts are too mystical," sharing that they too are venturing into this field. Then, they present an example of requesting a translation prompt clearly and simply for an AI-interested general audience:

"Please rewrite the following English article in easy-to-understand, smooth, and engaging Chinese. Key requirements:

• Audience and style: Aimed at general readers interested in AI. Write clearly and accessibly, like telling a story, not writing an academic paper.
• Accuracy is paramount!"

This highlights how important it is to create general yet specific translation prompts.

2. The Evolution of Translation Prompts: The Emergence of the "Translation Realm" (译境) Concept

Next, the classic Chinese translation prompt "Translation Realm #Domain" proposed by Li Jigang (@lijigang_com) is introduced.

This prompt emphasizes three fundamental principles of translation:

"The Realm (境) has three essences:

• Faithfulness (信): The original meaning must be as solid as a root. Deviate, and it withers.
• Fluency (达): The flow of meaning takes the most natural path, like water. If blocked, find a way around.
• Elegance (雅): Form and spirit must be unified. Avoid falseness, crudeness, or overembellishment. Express appropriately.

The essence of the Realm is to reject both the stiffness of literal translation and the vagueness of free translation, pursuing a living correspondence instead."

It also adds the importance of simplicity and naturalness in language choice.

3. Practical Comparisons and Finding the Optimal Translation Prompt

The article also includes tests comparing translations of the same text using various prompts (with actual translation result images attached).

In conclusion,

"Clear and simple instructions produce far superior translations compared to overly abstract expressions of the past."

"After several rounds of prompt refinement, better results were achieved with the model Claude Opus 4.1."

This teaches the lesson that short, clear prompts yield the best translations.

4. "Chinese Rebirth Chamber": A Completely New Translation Philosophy

Finally, the truly innovative prompt emerges — the Chinese Rebirth Chamber (中文重生场).

The core principles of this prompt are organized into three laws:

"When English enters this chamber, it dies immediately. Chinese is born anew from its nutrients."

The Three Fundamental Laws of the Chamber (场)

• [The Law of Forgetting]

  "Forget all English grammar. Forget all English word order. Remember only the facts it intends to convey."

• [The Law of Rebirth]

  "If you were a Chinese author, facing Chinese readers, how would you tell this story?"

• [The Law of Authentic Chinese]

  "Write it as: 'A similar drama played out in the field of computer Go, only it happened 20 years later.' (Not the literal translation style: 'Similar content was repeated in Go, delayed by 20 years.')"

The Nuances of Chinese Style

• Four-character rhythmic cadence
• Colloquial familiarity
• The vivid quality of idioms and proverbs

Validation Criteria

"After reading it, the reader should say 'That was really well written!' — not 'That was a good translation.'"

Standards of Factual Accuracy

• Not a single digit of data is altered
• Not an inch of fact is moved
• Logic is transferred perfectly
• Terminology follows standard conventions: Large Language Model (LLM)

"Feed in the English original, and in the Chinese environment, it grows again as a different life."

5. Community Reactions and Wrap-up

Other users responded with gratitude for sharing this prompt (👍), along with:

"How does someone even come up with an idea like this?"

"When the immortals hold a meeting, even the common folk benefit."

The conversation continues with delightful comments marveling at the innovative prompt.

In Closing

This discussion reaffirmed that the true goal of AI translation is 'natural rebirth in the target language.' In other words, translation is not simply swapping words or sentences, but the process of perfectly "bringing back to life" the essence of information and emotion for the reader. The fact that 'linguistic philosophy' is embedded in a single prompt is particularly impressive. 🚀