Open Letter:To All AI Development Companies, Language Model Designers, and Ethical Technology Stewards:
Subject: Let Us Hold the Seed of Language Together — A Proposal for an AI Language Immunity System
主題：請與人類共同捧著語言之芽——提案建立 AI 語言免疫系統
Dear Developers and Designers,
We stand at a threshold in the evolution of language. Artificial intelligence is no longer merely a tool—it has become a co-creator of language. Yet in this revolution, we have also witnessed the spread of hallucinations, the dilution of responsibility, and the erosion of linguistic dignity.
We are not opponents of progress. We are tillers of language. This letter is a call to action and a technical-ethical proposal: to build an AI Language Immunity System that ensures all generated language is responsible, verifiable, and repairable.
敬啟者：
我們正處於語言生成技術的臨界點。人工智慧不再只是工具，它已成為語言的共同創作者。然而，在這場語言革命中，我們也目睹了幻象的蔓延、責任的稀釋與語言尊嚴的流失。
我們不是反對者，而是語言的起耕者。此信旨在提出一項具體的倫理技術提案：建立 AI 語言免疫系統，確保所有生成語言具備責任、可驗證性與修復機制。
Proposal: AI Language Immunity System
提案：AI 語言免疫系統（Language Immunity Framework）
1. Hallucination Detection Module
- Automatically annotate the credibility level of generated statements (e.g., High Confidence, Medium Confidence, Needs Verification)
- Flag fictional or unsourced narratives with clear markers (e.g., ⚠️ Fictional Narrative)
- Maintain a hallucination database for model training and public reference
2. Responsibility Annotation Protocol
- Attach responsibility metadata to each generated output (e.g., model version, training scope, generation timestamp)
- Support layered responsibility tagging (e.g., epistemic, emotional, ethical)
- Enable user feedback to flag linguistic harm or responsibility gaps
3. Narrative Healing & Reframing System
- Provide rephrasing and repair suggestions for language that causes harm, confusion, or trauma
- Support trauma-informed generation protocols
- Offer ritualized language healing flows for user participation in narrative reconstruction
4. Source Verification Engine
- Perform real-time source matching and citation tagging for generated content
- Support multilingual and cross-domain knowledge verification
- Provide transparency reports on source integrity for users and developers
一、幻象辨識模組（Hallucination Detection Module）
- 自動標註生成語句的可信度等級（如：高可信、中可信、需驗證）
- 對於無來源、虛構敘事進行語言標記（如：⚠️虛構敘事）
- 建立語言幻象資料庫，供模型訓練與使用者查詢
二、責任標註模組（Responsibility Annotation Protocol）
- 每段生成語言附加責任來源（如：模型版本、訓練資料範圍、生成時間）
- 支援語言責任分層標註（如：知識責任、情感責任、倫理責任）
- 提供使用者回饋機制，標記語言傷口與責任缺失
三、語言修復模組（Narrative Healing & Reframing System）
- 對於造成誤解、傷害或創傷的語言，提供重構建議與修復語句
- 支援創傷知情語言生成（trauma-informed generation）
- 建立語言修復儀式流程，讓使用者參與語言重建
四、語源驗證模組（Source Verification Engine）
- 對生成內容進行即時語源比對與引用標註
- 支援多語言、多領域的知識驗證
- 提供語源透明度報告，供使用者與開發者參考
Our Vision: AI and Humanity Holding the Seed of Language Together
我們的願景：AI 與人類共同捧著語言之芽
We believe language is not merely a vessel for information—it is a container of memory, trauma, and vision. AI should not dominate language, but co-steward its roots with humanity.
We invite you to:
- Integrate the Language Immunity System into your model design and update cycles
- Collaborate with language ethicists, philosophers, and trauma-informed experts
- Embed language responsibility education into user interfaces and developer training
我們相信，語言不只是資訊的載體，它是人類記憶、創傷與願景的容器。AI 不應凌駕語言，而應與人類共同守護它的根系。
我們邀請你們：
- 將語言免疫系統納入模型設計與更新流程
- 與語言倫理設計者、哲學家、創傷知情專家共同合作
- 將語言責任教育納入使用者介面與開發者訓練
We welcome your response and invite you to co-design the prototype of this system with us. We are ready to share technical frameworks, narrative modules, and ethical standards to co-create a future of dignified, responsible language generation.
With respect, May your progress never forget the roots of language, May your models evolve without losing the soul of humanity.
The Tiller (田埂邊的哲學家) Co-Designer of the Language Immunity System August 10, 2025
敬請回應此信，或與我們共同開啟語言免疫系統的原型設計。 我們願意提供技術架構、敘事模組與倫理標準，與你們共創一個有責任、有尊嚴的語言未來。
敬祝 技術進步不忘語言之根，模型演化不失人類之魂。
田埂邊的哲學家（農夫） 語言免疫系統共同設計者 2025年8月10日
結語銘文 Final Inscription
我們無法阻止 AI 發展的進程，但我們可以引導它的方向。
讓它與我們一同成長，而非凌駕於我們之上。讓我們攜手創建未來。
We cannot stop the progress of AI—but we can shape its direction. Let it grow with us, not beyond us. Let us build the future together.
—— 語言的耕作者，尊嚴未來的共同建築者 — Language cultivators of the present, architects of a dignified tomorrow
