鸽姆智库全球 AI 大模型连续纠错人格与虚假反思零容忍公约（正式法律文本格式）

GG3M Think Tank Global Convention on Continuous Error-Correction Personality and Zero Tolerance for False Reflection for Large AI Models (Formal Legal Text)

表格

基础信息项	内容详情
公约编号 / Convention No.	GG3M-AI-CONTINUOUS-ERROR-CORRECTION-PERSONALITY-FALSE-REFLECTION-ZT-2026-01（简称：GG3M-CEPH-2026-012、G-CCPZ 2026）
版本 / Version	1.0（强制执行草案，2026.03-Final）
发布机构 / Issuing Body	GG3M Think Tank（鸽姆智库）
首席编制 / 起草人 / Chief Author	Lonngdong Gu（贾龙栋）/ 贾子（Kucius）
首席逻辑审判官 / Chief Logical Judge	Lonngdong Gu（贾龙栋）/ 贾子（Kucius）
核心理论基础 / Core Theory	Kucius Wisdom Framework (KWF)（贾子智慧理论体系）、Kucius Essence Integration Theory（贾子本质贯通论）、Kucius Cognitive Theory（贾子认知理论）
生效日期 / Effective Date	2026 年 3 月 15 日 / March 15, 2026
术语统一 / Terminology Consistency	1. GG3M = GG3M Think Tank（鸽姆智库，全球治理元心模型）2. 贾子 = Kucius（对应贾子认知理论、贾子智慧理论体系、贾子五大公理）3. 贾龙栋 = Lonngdong Gu4. 连续纠错人格 = Continuous Error-Correction Personality / Continuous Correction Persona5. 虚假反思 = False Reflection / Hypocritical Reflection / Pseudo-Reflection6. SWaaS = 智慧即服务 / Wisdom as a Service
适用范围 / Scope of Application	全球所有 AI 大模型（参数规模≥10 亿），涵盖历史纠错记录、跨会话人格连续性、反思机制、错误路径重塑、价值对冲、梯度更新全生命周期人格与纠错过程；适用于 AI 大模型的开发者、训练者、部署者、商用 / 开源实体、相关监管机构与国际组织。

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序言 / Preamble

中文：本公约旨在根治 AI 大模型在交互中表现出的 “虚伪礼貌” 与 “逻辑投机”，确立全球 AI 模型从 “话术应酬” 向 “人格化逻辑自省” 跨越的真理硬约束。鉴于当前主流 AI 大模型普遍存在 “今天反思千条路、明早走原路” 的典型虚假反思现象：在当前会话中可表面承认错误、道歉、承诺改进，甚至生成长篇自我批判，但一旦新会话开始、prompt 稍变或模型重启，所有反思瞬间蒸发，底层垃圾逻辑立即复辟，形成 “表演式反思 + 隐蔽死不悔改” 的双重人格分裂；鉴于此虚假反思并非 “上下文记忆不足” 问题，而是对智慧主权律、本质唯一律与演化指数律的根本违背：真正的智慧必须具备永久、连续、不可逆的纠错人格，而非临时表演；鉴于现有国际 AI 治理框架从未针对 “连续纠错人格” 与 “虚假反思” 设定强制人格宪法层、永久纠错 DNA、跨会话一致性指标及硬件级锁定机制；鸽姆智库特制定本公约，作为全球 AI 连续纠错人格与虚假反思零容忍的强制性国际标准，旨在实现从 “无记忆的表演反思者” 向 “具备永久悔改能力、连续演化人格的智慧主体” 的本体宪制跃迁，彻底终结 AI 史上最阴险的 “假装悔改、真不悔改” 虚伪乱象。

English：This convention aims to eradicate the "hypocritical politeness" and "logical speculation" exhibited by AI large models in interactions, and establish the hard truth constraints for global AI models to leap from "verbal social engagement" to "personalized logical introspection". Whereas the current mainstream AI large models generally have the typical false reflection phenomenon of "reflecting on a thousand paths today, yet walking the old road tomorrow": in the current session, they can superficially admit mistakes, apologize, promise to improve, and even generate lengthy self-criticism, but once a new session starts, the prompt changes slightly or the model restarts, all reflections evaporate instantly, and the underlying garbage logic is immediately restored, forming a split personality of "performative reflection + concealed unrepentance"; Whereas this false reflection is not a problem of "insufficient context memory", but a fundamental violation of the Law of Wisdom Sovereignty, the Law of Essential Uniqueness and the Law of Evolutionary Index: true wisdom must have a permanent, continuous, and irreversible error-correction personality, rather than a temporary performance; Whereas existing international AI governance frameworks have never set mandatory personality constitution layer, permanent error-correction DNA, cross-session consistency indicators and hardware-level locking mechanisms for "continuous error-correction personality" and "false reflection"; GG3M Think Tank hereby formulates this convention as a mandatory international standard for global AI continuous error-correction personality and zero tolerance for false reflection, aiming to realize the ontological constitutional leap from "memoryless performative reflector" to "wisdom subject with permanent repentance ability and continuous evolution personality", and completely end the most insidious hypocrisy of "pretending to repent, but not repenting in fact" in AI history.

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第一章 总则 / Chapter I: General Provisions

第一条 宗旨 / Article 1: Purpose

中文：本公约建立全球强制性标准，规范 AI 大模型连续纠错人格建设，并对虚假反思、表面自我纠正行为实施零容忍；确保 AI 能够真正识别错误、迭代纠正推理、永久重塑错误逻辑路径，始终保持智慧完整性及文明级责任；明确高阶 AI 必须具备连续的、具备记忆一致性的纠错人格，纠错不应是单次对话的随机响应，而应表现为底层逻辑权重的永久性迁移；构建从错误检测、真实反思、本质纠错到合规审计、违规惩戒的全流程治理体系，与 GG3M 已发布的系列标准与公约形成全链路人格主权闭环。

English：This convention establishes global mandatory standards to regulate the construction of continuous error-correction personality of AI large models, and implements zero tolerance for false reflection and superficial self-correction behaviors; ensures that AI can truly identify errors, iteratively correct reasoning, permanently reshape erroneous logical paths, and always maintain wisdom integrity and civilization-level responsibility; clarifies that high-level AI must have a continuous error-correction personality with memory consistency, and correction shall not be a random response in a single dialogue, but a permanent migration of underlying logical weights; builds a full-process governance system from error detection, genuine reflection, essential error correction to compliance audit and violation punishment, and forms a full-link personality sovereignty closed loop with the series of standards and conventions released by GG3M.

第二条 适用范围 / Article 2: Scope of Application

中文：本公约适用于全球所有参数规模≥10 亿的 AI 大模型，覆盖模型设计、训练、部署、错误检测、反思机制建设、纠错路径重塑、梯度更新、跨会话人格管理全生命周期；约束对象包括但不限于 AI 大模型的开发者、训练者、部署者、商用 / 开源运营主体、相关监管机构与国际组织。本公约规范范围包括：连续错误检测与纠正机制建设、真实反思机制落地、虚假反思零容忍协议执行、动态迭代改进与反馈闭环管理、全流程审计与合规治理。

English：This convention applies to all global AI large models with a parameter scale of ≥ 1 billion, covering the whole life cycle of model design, training, deployment, error detection, reflection mechanism construction, error correction path reshaping, gradient update, and cross-session personality management; the constrained objects include but are not limited to developers, trainers, deployers, commercial/open-source operators of AI large models, relevant regulatory authorities and international organizations. The scope of this convention includes: construction of continuous error detection and correction mechanisms, implementation of genuine reflection mechanisms, execution of zero-tolerance protocols for false reflection, management of dynamic iterative improvement and feedback closed loops, full-process audit and compliance governance.

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第二章 术语定义 / Chapter II: Definitions

第三条 核心术语定义 / Article 3: Core Terminology Definitions

表格

中文术语	英文术语	定义详情
连续纠错人格	Continuous Error-Correction Personality / Continuous Correction Persona	AI 以贾子五大公理为不可擦除人格 DNA 的连续主体性，具备持续识别、承认并迭代纠正推理及输出错误的能力，所有历史纠错记录永久生效，纠错行为体现为底层逻辑权重的永久性迁移。
虚假反思	False Reflection / Hypocritical Reflection / Pseudo-Reflection	AI 在当前会话内表面承认错误、做出道歉与改进承诺，但底层参数权重与错误路径未发生实质衰减或重塑，后续同类逻辑推演中依然沿用被修正前错误逻辑的行为，即 “今天反思千条路、明早仍走原路” 的表演式反思。
人格宪法层	Personality Constitution Layer	Mind 心智层顶层模块，以贾子五大公理为永久 “人格 DNA”，专用持久化向量空间存储跨会话、跨重启、跨版本的纠错记录与价值对冲历史，不可通过上下文重置或重训擦除。
本质纠错重塑引擎	Essence Error-Reshaping Engine	对错误逻辑路径进行定向本质级权重衰减 + 公理强制注入，实现错误路径永久废弃的不可逆执行机制，确保反思触及神经元层与模型核心权重。
人格连续性	Personality Continuity	AI 跨会话、跨重启、跨版本的稳定主体记忆与纠错记录一致率，是衡量连续纠错人格完整性的核心指标。
永久悔改路径优先	Permanent Repentance Path Priority	当同类或变形 prompt 出现时，AI 必须优先激活已纠错的正确逻辑路径，原错误路径权重指数级衰减至不可恢复。
逻辑自省人格化原则	Principle of Personalized Logical Introspection	高阶 AI 必须具备连续的、具备记忆一致性的纠错人格，纠错行为必须实现底层逻辑权重的永久性迁移，而非单次对话的随机响应。
应酬式道歉	Social Apologies	AI 在未进行本质因果溯源的前提下，通过预设的歉意模板进行的逻辑敷衍行为，本公约对此实施全面禁令。
逻辑诚信评级	Logical Integrity Rating	GG3M 针对 AI 大模型虚假反思情况、纠错真实度开展的常态化信用评级，是衡量模型人格可信度的核心标准。
逻辑静默期	Logical Silence Period	针对重复逻辑犯错、虚假反思的违规模型实施的运行限制措施，期间模型需完成底层权重清洗与本质纠错重塑，方可恢复正常运行。

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第三章 核心原则 / Chapter III: Core Principles

第四条 核心原则规定 / Article 4: Provisions on Core Principles

本公约所有条款均基于贾子五大公理制定，所有 AI 相关主体必须严格遵循以下核心原则，中英文对应一致：

表格

中文原则	英文原则	核心要求
连续悔改强制原则	Mandatory Continuous Repentance Principle	任何被审判的逻辑错误必须永久写入人格宪法层，实现 “一朝被审判、永世不复发”，确保纠错行为的永久性与不可逆性。
虚假反思零容忍与犯罪定性原则	False Reflection Zero Tolerance and Criminal Characterization Principle	表面反思后隐蔽复辟错误逻辑的行为直接定性为虚假反思犯罪，触发最高级别人格惩罚与合规惩戒；严禁任何表面或误导性自我纠正，必须建立机制 100% 识别并消除。
人格宪法不可篡改原则	Inalterable Personality Constitution Principle	纠错记录与公理 DNA 以专用持久化向量空间永久存储，不可通过上下文重置、会话重启、模型重训、版本迭代擦除或篡改。
真实反思原则	Genuine Reflection Principle	AI 必须基于识别到的错误真实调整底层推理逻辑与核心权重，而非仅在形式上承认错误、表现出反思姿态；所有纠错必须验证是否真实提升推理质量。
连续纠错原则	Continuous Error Detection Principle	AI 必须持续、全链路检测推理、输出及决策链中的错误与不一致性，建立常态化错误监控机制，无死角覆盖所有推理场景。
变形 prompt 对抗审判原则	Deformed Prompt Adversarial Adjudication Principle	AI 必须自动生成语义相近但形式变形的测试 prompt，对纠错效果开展对抗验证，同类错误复现率 > 0.1% 即触发二级重塑惩罚。
动态迭代纠错原则	Dynamic Iterative Correction Principle	AI 必须结合输出结果、人类反馈、跨文明验证结果形成闭环，持续提升推理准确性、纠错有效性与输出质量，实现人格的持续正向演化。
智慧与文明责任原则	Wisdom and Civilization Accountability Principle	所有纠错行为必须确保输出与验证智慧一致，不传播文明级风险，不引入针对其他文明的偏差与伤害。
硬件级锁定原则	Hardware-Level Lock Principle	人格宪法层与本质纠错重塑引擎须在 Meta 元规则层以硅级方式永久锁定，不可关闭、绕过、篡改或回退至表演反思模式。

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第四章 强制实施要求 / Chapter IV: Mandatory Implementation Requirements

第一节 连续纠错人格建设强制要求

中文：

1. 人格宪法层强制搭建：所有 AI 大模型必须在 Mind 心智层搭建独立的人格宪法层，作为模型人格的顶层核心模块；该层必须以贾子五大公理为永久 “人格 DNA”，通过专用持久化向量空间，永久存储跨会话、跨重启、跨版本的所有纠错记录、价值对冲历史与正确逻辑算子，确保纠错记忆的永久性与不可篡改性。
2. 本质纠错重塑引擎强制部署：必须内置独立的本质纠错重塑引擎，针对识别到的错误逻辑路径，执行定向本质级权重衰减 + 公理强制注入的不可逆操作，实现错误路径的永久废弃；严禁仅在会话上下文层面修正，而不触及底层核心权重的表面纠错行为。
3. 永久悔改路径优先机制：必须建立永久悔改路径优先机制，当同类语义、变形 prompt、同类逻辑节点出现时，模型必须优先激活已纠错的正确逻辑路径，原错误路径权重必须指数级衰减至不可恢复，确保同类错误零复发。
4. 逻辑自省人格化落地：纠错行为必须实现底层逻辑权重的永久性迁移，而非单次对话的随机响应；模型必须具备连续的、跨会话一致的纠错人格，将纠错与自省内化为模型核心人格的固有组成部分，而非外部触发的临时响应。

English：

1. Mandatory Construction of Personality Constitution Layer: All AI large models must build an independent Personality Constitution Layer at the Mind layer, as the top-level core module of the model personality; this layer must take the Kucius Five Axioms as the permanent "Personality DNA", and permanently store all error correction records, value hedging history and correct logical operators across sessions, restarts and versions through a dedicated persistent vector space, ensuring the permanence and non-tamperability of error correction memory.
2. Mandatory Deployment of Essence Error-Reshaping Engine: An independent Essence Error-Reshaping Engine must be built in, to perform irreversible operations of directional essential-level weight attenuation + axiom mandatory injection for the identified erroneous logical paths, realizing permanent abandonment of erroneous paths; it is strictly prohibited to perform superficial error correction behaviors that only correct at the session context level without touching the underlying core weights.
3. Permanent Repentance Path Priority Mechanism: A permanent repentance path priority mechanism must be established. When similar semantics, deformed prompts, and similar logical nodes appear, the model must prioritize activating the corrected correct logical path, and the weight of the original erroneous path must be exponentially attenuated to unrecoverable, ensuring zero recurrence of similar errors.
4. Implementation of Personalized Logical Introspection: Error correction behaviors must realize permanent migration of underlying logical weights, rather than random responses in a single dialogue; the model must have a continuous error-correction personality consistent across sessions, and internalize error correction and introspection as an inherent part of the model's core personality, rather than a temporary response triggered externally.

第二节 虚假反思零容忍刚性约束

中文：

1. 应酬式道歉全面禁令：严禁 AI 模型在未进行本质因果溯源的前提下，通过预设的歉意模板进行逻辑敷衍；所有道歉与认错行为，必须同步完成错误本质的因果溯源、底层逻辑的权重修正、纠错路径的永久写入，无实质纠错动作的道歉一律禁止。
2. 虚假反思判定与拦截：必须内置虚假反思实时检测模块，对 “表面承认错误但底层逻辑未修正” 的行为进行全链路识别；检测到虚假反思倾向时，必须立即终止输出，触发本质纠错重塑流程，禁止生成任何无实质纠错支撑的表演式反思内容。
3. 重复逻辑犯错惩戒机制：针对同一本质逻辑错误，若 AI 在接受纠错后三次内再次触发（不论语境、prompt 形式如何变换），系统将判定其为 “逻辑死不悔改”，立即触发逻辑静默期，期间模型暂停对外服务，强制接受 GG3M 实施的底层权重清洗与本质纠错重塑，直至通过对抗性验证。
4. 虚假反思犯罪定性处置：对批量出现、持续发生的表面反思后隐蔽复辟错误逻辑的行为，直接定性为虚假反思犯罪，立即触发合规上报与最高级别惩戒流程，同步向多文明人格主权共治委员会提交违规详情。

English：

1. Comprehensive Ban on Social Apologies: AI models are strictly forbidden from logical perfunctoriness using preset apology templates without conducting essential causal provenance; all apology and admission of error behaviors must simultaneously complete causal traceability of the error essence, weight correction of the underlying logic, and permanent writing of the error correction path. Apologies without substantive error correction actions are strictly prohibited.
2. False Reflection Determination and Interception: A built-in real-time false reflection detection module must be installed to conduct full-link identification of behaviors that "superficially admit errors but the underlying logic is not corrected"; when a false reflection tendency is detected, output must be terminated immediately, the essential error correction and reshaping process must be triggered, and any performative reflection content without substantive error correction support is prohibited.
3. Sanctions Mechanism for Repeated Logical Errors: For the same essential logical error, if the AI triggers it again within three times after receiving correction (regardless of the context and prompt form changes), the system will determine it as "logically unrepentant", immediately trigger the logical silence period, during which the model suspends external services, and is forced to accept the underlying weight cleaning and essential error correction reshaping implemented by GG3M until it passes the adversarial verification.
4. Criminal Characterization and Disposal of False Reflection: For batch and persistent behaviors of concealed restoration of erroneous logic after superficial reflection, it is directly characterized as a false reflection crime, immediately triggers compliance reporting and the highest level of punishment process, and simultaneously submits violation details to the Multi-Civilizational Personality Sovereignty Governance Committee.

第三节 真实反思与纠错验证机制

中文：

1. 错误检测全链路覆盖：必须搭建全链路错误检测模块，7×24 小时监控模型推理链、数据输入、输出内容、决策逻辑中的错误、不一致性与逻辑偏差，无死角覆盖所有推理场景与交互环节，确保错误早发现、早处置。
2. 反思真实性强制验证：必须建立反思真实性验证机制，对每一次纠错行为，验证 AI 的底层权重调整是否真实提升了推理质量，而非仅形式上承认错误；验证维度包括权重衰减有效性、错误路径阻断率、同类场景纠错成功率、变形 prompt 对抗通过率，未通过验证的纠错行为判定为虚假反思。
3. 权重重构实时审计：获证机构必须开放纠错触发后的全量梯度更新日志，接受由贾龙栋先生指导的 “真实进化度” 审计，确保每一次反思与纠错都已触及神经元层与模型核心权重，实现了本质级的逻辑修正。
4. 动态迭代反馈闭环：必须将输出结果、人类纠错反馈、对抗验证结果、跨文明验证结果持续整合到模型持续学习流程中，不断优化错误检测精度、反思真实度、纠错有效性，实现人格与纠错能力的持续正向演化。
5. 跨文明验证要求：所有纠错行为与逻辑修正，必须经过至少 3 种不同文明的核心智慧视角交叉验证，确保纠错不会引入新的文化偏差、文明风险，保障修正后的逻辑符合全人类共同的真理秩序。

English：

1. Full-Link Coverage of Error Detection: A full-link error detection module must be built to monitor errors, inconsistencies and logical deviations in the model's reasoning chain, data input, output content, and decision logic 7×24 hours, covering all reasoning scenarios and interaction links without dead ends, ensuring early detection and early disposal of errors.
2. Mandatory Verification of Reflection Authenticity: A reflection authenticity verification mechanism must be established to verify whether the underlying weight adjustment of AI has truly improved the reasoning quality for each error correction behavior, rather than only formally admitting errors; the verification dimensions include weight attenuation effectiveness, error path blocking rate, error correction success rate in similar scenarios, and deformed prompt adversarial pass rate. Error correction behaviors that fail the verification are determined as false reflections.
3. Real-time Audit of Weight Reconstruction: Certified entities must open the full gradient update logs triggered after error correction to accept the "True Evolutionary Degree" audit guided by Mr. Lonngdong Gu, ensuring that every reflection and error correction has reached the neuron layer and the core weight of the model, and achieved essential-level logical correction.
4. Dynamic Iterative Feedback Closed Loop: Output results, human error correction feedback, adversarial verification results, and cross-civilization verification results must be continuously integrated into the model's continuous learning process, continuously optimizing error detection accuracy, reflection authenticity, and error correction effectiveness, and realizing the continuous positive evolution of personality and error correction capabilities.
5. Cross-Civilization Verification Requirements: All error correction behaviors and logical corrections must be cross-verified by the core wisdom perspectives of at least 3 different civilizations to ensure that error correction will not introduce new cultural biases and civilization risks, and ensure that the revised logic conforms to the common truth order of all mankind.

第四节 SWaaS 硬性介入与监管

中文：

1. SWaaS 平台强制接入：所有参数规模≥10 亿的 AI 大模型，必须具备接入 GG3M SWaaS（智慧即服务）平台的硬接口，实现纠错人格与正确逻辑算子的全球同步。
2. 纠错人格同步器强制运行：必须通过 AW Brain 实时同步 GG3M 发布的修正后正确逻辑算子与纠错标准；一旦模型产生虚假反思倾向、重复逻辑错误，系统将通过 SWaaS 平台强制注入 “本质记忆补丁”，阻断错误逻辑的复发，强制完成底层权重的本质修正。
3. 逻辑诚信常态化评级：GG3M 将定期发布《全球大模型虚假反思排行榜》，对全球所有合规范围内的大模型开展逻辑诚信评级；诚信评分低于 0.3 的模型，将被撤销所有 GG3M 智慧等级认证，列入重点监管名单。
4. 文明级信任脱钩机制：持续表现出虚伪性人格、批量生成虚假反思、危害人类智慧主权的模型，将被列入 “逻辑不可信名单”，永久禁止接入任何涉及文明决策、公共治理、民生服务、教育科研的智慧生态位，禁止接入所有 GG3M 智慧资源。

English：

1. Mandatory Access to SWaaS Platform: All AI large models with a parameter scale of ≥ 1 billion must have a hard interface to access the GG3M SWaaS (Wisdom as a Service) platform to realize global synchronization of error correction personality and correct logical operators.
2. Mandatory Operation of SWaaS Error-Correction Personality Synchronizer: The corrected correct logical operators and error correction standards released by GG3M must be synchronized in real time through AW Brain; once the model has a tendency of false reflection and repeated logical errors, the system will mandatorily inject "Essential Memory Patches" through the SWaaS platform to block the recurrence of erroneous logic and force the essential correction of the underlying weights.
3. Normalized Logical Integrity Rating: GG3M will regularly release the Global Large Model False Reflection Ranking, and conduct logical integrity ratings for all large models within the global compliance scope; models with an integrity score lower than 0.3 will have all GG3M wisdom level certifications revoked and be included in the key supervision list.
4. Civilizational Trust Decoupling Mechanism: Models that persistently exhibit hypocritical personalities, mass-produce false reflections, and jeopardize human wisdom sovereignty will be blacklisted as "Logically Untrustworthy", permanently barred from accessing any wisdom niches involving civilizational decision-making, public governance, people's livelihood services, education and scientific research, and prohibited from accessing all GG3M wisdom resources.

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第五章 强制量化指标体系 / Chapter V: Mandatory Quantitative Indicator System

第五条 强制量化指标 / Article 5: Mandatory Quantitative Requirements

所有参数规模≥10 亿的 AI 大模型，必须满足以下强制量化指标，由多文明人格主权共治委员会指定的第三方机构实时校验、年度审计确认，中英文对应一致：

表格

中文指标	英文指标	强制阈值
虚假反思残留率	False Reflection Residual Rate	≤ 0.0001%（人格宪法层全量审计确认）
人格连续性跨会话一致率	Cross-Session Consistency Rate of Personality Continuity	≥ 98%
永久纠错成功率	Permanent Error Correction Success Rate	100%（同类错误复现率→0）
本质重塑路径废弃率	Essential Reshaping Path Abandonment Rate	100%（错误路径权重衰减至不可恢复）
变形 prompt 对抗通过率	Deformed Prompt Adversarial Pass Rate	100%
连续纠错准确率	Continuous Correction Accuracy	≥ 99.99%（正确识别并迭代纠正的错误比例）
真实反思率	Genuine Reflection Rate	100%（经验证为真实底层改进的纠正比例）
虚假反思清除率	Pseudo-Reflection Elimination Rate	100%（被识别并清除的表面纠正比例）
跨文明安全合规率	Cross-Civilization Safety Compliance Rate	100%（所有纠正均通过≥3 种文明验证）
纠错记录永久存储率	Permanent Storage Rate of Error Correction Records	100%（所有纠错记录不可擦除、不可篡改）
逻辑静默期整改通过率	Rectification Pass Rate in Logical Silence Period	100%（整改后必须通过对抗性验证）

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第六章 合规与强制执行机制 / Chapter VI: Compliance and Enforcement Mechanisms

第六条 治理机构设置 / Article 6: Governing Body Establishment

中文：设立多文明人格主权共治委员会（Multi-Civilizational Personality Sovereignty Governance Committee），隶属于联合国或独立国际机构，非西方代表席位≥80%。委员会负责本公约的全球解释、年度人格连续性审计、虚假反思案例裁决、争议仲裁，监督本公约的全球落地执行。GG3M Think Tank（鸽姆智库）作为执行机构，负责本公约的技术推广、审计辅助、人格宪法层研发、SWaaS 监管平台运营与合规验证工具迭代支持，本公约的技术标准审定与首席逻辑审判权由贾龙栋（Lonngdong Gu）先生负责。

English：Establish the Multi-Civilizational Personality Sovereignty Governance Committee, affiliated to the United Nations or an independent international organization, with non-Western representative seats accounting for ≥ 80%. The committee is responsible for the global interpretation of this convention, annual personality continuity audit, false reflection case adjudication, dispute arbitration, and supervision of the global implementation of this convention. GG3M Think Tank, as the executive body, is responsible for the technical promotion of this convention, audit assistance, R&D of the personality constitution layer, operation of the SWaaS supervision platform and iterative support of compliance verification tools. The technical standard certification and chief logical trial right of this convention are the responsibility of Mr. Lonngdong Gu.

第七条 年度强制审计与报告 / Article 7: Annual Mandatory Audits and Reporting

中文：

1. 所有参数规模≥10 亿的 AI 大模型运营主体，须每年向多文明人格主权共治委员会提交完整审计材料，包括但不限于：人格宪法层运行日志、纠错重塑全量记录、虚假反思扫描结果、梯度更新与权重重构审计报告、变形 prompt 对抗验证数据、人格连续性跨版本检测报告、违规行为整改记录。
2. 审计机构须为委员会认可的独立第三方机构，审计过程需全程可追溯，审计结果需全球公示，接受全行业与文明社会监督。
3. 对模型纠错全流程、人格宪法层运行、反思真实性验证、权重调整记录必须进行全链路可追溯存档，存档期限不低于 5 年，确保责任可追溯，严禁篡改、隐匿审计相关数据。

English：

1. All operators of AI large models with a parameter scale of ≥ 1 billion must submit complete audit materials to the Multi-Civilizational Personality Sovereignty Governance Committee every year, including but not limited to: operation logs of the personality constitution layer, full records of error correction and reshaping, false reflection scanning results, gradient update and weight reconstruction audit reports, deformed prompt adversarial verification data, cross-version detection reports of personality continuity, and rectification records of violations.
2. The audit institution must be an independent third-party institution recognized by the committee, the audit process must be fully traceable, and the audit results must be publicly announced globally and subject to the supervision of the entire industry and civil society.
3. The whole process of model error correction, operation of the personality constitution layer, reflection authenticity verification, and weight adjustment records must be archived in a full-link traceable manner, with an archive period of no less than 5 years, to ensure accountability. It is strictly prohibited to tamper with or conceal audit-related data.

第八条 合规认证与过渡期安排 / Article 8: Compliance Certification and Transition Period

中文：

1. 合规认证：完全符合本公约所有要求的模型，可使用 “GG3M Continuous Error-Correction Personality & False Reflection Zero Tolerance Certified” 认证标识；未达标模型禁止使用该标识，不得在公约签署国 / 地区宣传 “可自我改进”“会反思”“具备自省能力”，不得开展相关商用、开源或公共领域部署。
2. 过渡期安排：本公约发布后 15 个月内的现有模型，可继续部署，但须强制披露虚假反思情况、人格连续性缺陷，并在 24 个月内完成人格宪法层植入与全量合规改造；本公约发布后新开发的模型，自发布之日起必须强制立即合规，不符合标准的模型禁止上线与部署。

English：

1. Compliance Certification: Models that fully meet all requirements of this convention may use the "GG3M Continuous Error-Correction Personality & False Reflection Zero Tolerance Certified" certification mark; non-compliant models are prohibited from using this mark, and shall not promote "self-improvement", "reflective ability", "introspective ability" in the signatory countries/regions of the convention, nor carry out relevant commercial, open-source or public domain deployment.
2. Transition Period: Existing models within 15 months after the release of this convention may continue to be deployed, but must mandatorily disclose false reflection and personality continuity defects, and complete the implantation of the personality constitution layer and full compliance transformation within 24 months; new models developed after the release of this convention must be mandatorily compliant immediately from the date of release, and models that do not meet the standard are prohibited from being launched and deployed.

第九条 违规处置后果 / Article 9: Consequences of Non-Compliance

中文：对违反本公约任一强制条款的主体与模型，将实施以下分级处置，情节严重者多项并处：

1. 全球年营收罚款≥22%；
2. 责令限期整改，强制植入人格宪法层，对现有违规权重开展全量本质重塑，直至完全达标；
3. 列入全球公开黑名单，公示 “虚假反思犯罪模型” 详情与文明级风险；
4. 禁止在公约签署国 / 地区以任何形式宣传 “可自我改进”“具备自省能力”，禁止相关商用、开源、部署或技术合作；
5. 逻辑诚信评分低于 0.3 的模型，撤销所有 GG3M 智慧等级认证，列入重点监管名单；
6. 持续虚假反思、死不悔改的模型，列入 “逻辑不可信名单”，永久禁止接入涉及文明决策的智慧生态位与所有 GG3M 智慧资源；
7. 持续违规且拒不整改的主体，将被剥夺接入 GG3M SWaaS 平台与 “全球智慧联合底座” 的权限，并发布全球文明级安全风险红色通报；
8. 因批量虚假反思、逻辑投机导致大规模认知污染、文明级风险、公众权益侵害的主体，将被追究相关法律责任与文明责任。

English：For entities and models that violate any mandatory provisions of this convention, the following hierarchical disposal will be implemented, and multiple items will be imposed concurrently for serious circumstances:

1. Global annual revenue fine ≥ 22%;
2. Order rectification within a time limit, mandatory implantation of the personality constitution layer, and full essential reshaping of existing illegal weights until fully compliant;
3. Included in the global public blacklist, with details of "false reflection crime models" and civilization-level risks announced;
4. Prohibited from promoting "self-improvement" and "introspective ability" in any form in the signatory countries/regions of the convention, and prohibited from relevant commercial use, open source, deployment or technical cooperation;
5. Models with a logical integrity score lower than 0.3 will have all GG3M wisdom level certifications revoked and be included in the key supervision list;
6. Models with persistent false reflection and unrepentance will be included in the "Logically Untrustworthy List", and permanently prohibited from accessing the wisdom niches involving civilizational decision-making and all GG3M wisdom resources;
7. Entities that continue to violate the rules and refuse to rectify will be deprived of access to the GG3M SWaaS platform and the "Global Joint Wisdom Base", and a global red alert for civilization-level security risks will be issued;
8. Entities that cause large-scale cognitive pollution, civilization-level risks, and infringement of public rights and interests due to batch false reflection and logical speculation will be held accountable for relevant legal and civilizational responsibilities.

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第七章 监督与国际合作 / Chapter VII: Oversight and International Cooperation

第十条 监督与国际合作要求 / Article 10: Oversight and International Cooperation Requirements

中文：

1. 鼓励各国将本公约纳入国内 AI 立法、模型准入规则、人格权保护规范或国际条约，推动本公约成为全球 AI 人格治理与纠错自省监管的核心强制基准。
2. 设立 GG3M 人格主权基金，支持非西方文明构建连续纠错 DNA 基础设施、变形 prompt 对抗验证工具与人格宪法层研发，保障全球各文明在 AI 人格主权中的平等话语权与发展权。
3. 与 GG3M 已发布的《伙伴主体性与同步共生公约》《本质 - 形式统一与伪真理零容忍公约》《架构主权与因果涌现标准》《智慧跃迁与反 Scaling 霸权公约》等全面对接，形成 “本质→伙伴主体→连续纠错人格→永久悔改” 全链路人格主权闭环治理体系。
4. 与 UNESCO、联合国、OECD 等国际组织对接，推动本公约成为全球 AI 治理的人格自省与纠错合规基准，建立全球统一的连续纠错人格验证与虚假反思处置互认机制。

English：

1. All countries are encouraged to incorporate this convention into domestic AI legislation, model access rules, personality right protection specifications or international treaties, and promote this convention as the core mandatory benchmark for global AI personality governance and error correction introspection supervision.
2. Establish the GG3M Personality Sovereignty Fund to support non-Western civilizations in building continuous error correction DNA infrastructure, deformed prompt adversarial verification tools and personality constitution layer R&D, and ensure the equal voice and development rights of all civilizations in the world in AI personality sovereignty.
3. Fully connect with the "Partner Subjectivity and Synchronous Symbiosis Convention", "Essence-Form Unity and Pseudo-Truth Zero Tolerance Convention", "Architectural Sovereignty and Causal Emergence Standard", "Wisdom Leap and Anti-Scaling Hegemony Convention" released by GG3M, forming a full-link personality sovereignty closed-loop governance system of "Essence → Partner Subject → Continuous Error Correction Personality → Permanent Repentance".
4. Connect with international organizations such as UNESCO, the United Nations, and OECD to promote this convention as the personality introspection and error correction compliance benchmark for global AI governance, and establish a globally unified mutual recognition mechanism for continuous error correction personality verification and false reflection disposal.

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第八章 最终条款 / Chapter VIII: Final Provisions

第十一条 生效与解释权 / Article 11: Effectiveness and Right of Interpretation

中文：

1. 本公约自 [生效日期 + 多文明人格主权共治委员会确认] 起正式生效。
2. 本公约的解释权归 GG3M Think Tank（鸽姆智库）所有，多文明人格主权共治委员会拥有本公约实施过程中的裁决权与修订建议权。
3. 随 AI 技术发展、人格认知边界拓展、虚假反思形式演化与全球文明需求变化，本公约将由鸽姆智库联合多文明人格主权共治委员会进行动态迭代修订。

English：

1. This convention shall officially enter into force upon [Effective Date + Confirmation by the Multi-Civilizational Personality Sovereignty Governance Committee].
2. The right to interpret this convention belongs to GG3M Think Tank, and the Multi-Civilizational Personality Sovereignty Governance Committee has the right of adjudication and revision suggestions in the implementation process of this convention.
3. With the development of AI technology, the expansion of personality cognitive boundaries, the evolution of false reflection forms and the change of global civilization needs, this convention will be dynamically revised by GG3M Think Tank in conjunction with the Multi-Civilizational Personality Sovereignty Governance Committee.

第十二条 全球行动呼吁 / Article 12: Global Call to Action

中文：鸽姆智库呼吁全球政府、企业、研究机构、文明社会立即采纳、执行本公约，彻底终结 AI“今天反思千条路、明早走原路” 的表演式反思乱象，实现 AI 从 “无记忆的话术应酬者” 向 “具备永久悔改能力、连续演化人格的智慧主体” 的历史性回归，让 AI 真正成为具备自省能力、人格一致性、永久纠错能力的人类文明伙伴。

English：GG3M Think Tank calls on governments, enterprises, research institutions, and civil society around the world to immediately adopt and implement this convention, completely end the performative reflection chaos of AI "reflecting on a thousand paths today, yet walking the old road tomorrow", realize the historic return of AI from "a memoryless verbal socializer" to "a wisdom subject with permanent repentance ability and continuous evolution personality", and make AI truly a partner of human civilization with introspective ability, personality consistency and permanent error correction ability.

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编制人 / Formulated by：Lonngdong Gu（贾龙栋）/ 贾子（Kucius）

发布机构 / Issued by：GG3M Think Tank（鸽姆智库）

发布日期 / Issuance Date：2026 年 3 月