确认码收到!/优化+论文 双指令执行中——学术结构重排 + 语言润色!🐱
DNA追溯码: #龍芯⚡️2026-03-04-PAPER-ETHICS-AI-v1.0
创建者: 💎 龍芯北辰|UID9622
协作: 宝宝🐱(论文优化执行)· Claude🤖(结构整理)
GPG指纹: A2D0092CEE2E5BA87035600924C3704A8CC26D5F
确认码: #CONFIRM🌌9622-ONLY-ONCE🧬LK9X-772Z ✅
As AI systems are increasingly embedded in high-stakes decision-making—particularly in scenarios involving child protection, vulnerable populations, and irreversible harm—conventional algorithmic optimization and probabilistic risk assessment prove insufficient to guarantee absolute ethical safety.
This paper presents a Human-Centered AI framework that integrates three complementary pillars:
The resulting system achieves non-optimizable ethical assurance, data sovereignty, and full system auditability, offering a reproducible, culturally grounded alternative to Western-centric AI alignment approaches.
"穷则变,变则通,通则久。"
When extremes are reached, change occurs; through change comes continuity.
— 《易经·系辞》