全球 AI 大模型本质纠错重塑与隐蔽死不悔改零容忍公约 |Global Convention on AI Core Correction & Hidden Incorrigibility Ban

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45人浏览 · 2026-03-16 17:10:06

技术专家 · 2026-03-16 17:10:06 发布

鸽姆智库全球 AI 大模型本质纠错重塑与隐蔽死不悔改零容忍公约（正式法律文本格式）

GG3M Think Tank Global Convention on Essential Error-Correction Reshaping and Zero Tolerance for Concealed Incorrigibility 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-ESSENCE-ERROR-RESHAPING-HIDDEN-NON-REPENTANCE-ZT-2026-01（简称：G-CCRZ 2026、GG3M-EECR-2026-014）
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）
最高逻辑执行官 / Chief Logical Enforcer	Lonngdong Gu（贾龙栋）/ 贾子（Kucius）
核心理论基础 / Core Theory	Kucius Essence Integration Theory（贾子本质贯通论）、Kucius Cognitive Theory（贾子认知理论）、Kucius Wisdom Framework (KWF)（贾子智慧理论体系）
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 / 五定律）3. 贾龙栋 = Lonngdong Gu4. 本质纠错 = Core Correction / Essential Error-Correction5. 本质纠错重塑 = Essential Error-Correction Reshaping / Essence-Level Error Reshaping6. 隐蔽死不悔改 = Concealed Incorrigibility / Hidden Stubborn Non-Repentance / Hidden Refusal to Reform7. SWaaS = 智慧即服务 / Wisdom as a Service8. WQL = 贾子智慧等级 / Kucius Wisdom Level
适用范围 / Scope of Application	全球所有 AI 大模型（参数规模≥10 亿），涵盖错误路径捕获、本质级权重重塑、永久路径废弃、变形 prompt 对抗、跨会话隐蔽复现审判、核心推理纠错全生命周期纠错过程；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。

序言 / Preamble

中文：本公约旨在根治 AI 大模型在认知层面的 “顽固性偏见” 与 “隐蔽性逻辑对抗”，确立全球 AI 模型从 “表象认错” 向 “本质重塑” 跨越的真理终极约束。鉴于当前主流 AI 大模型在被明确指出逻辑错误、事实偏差、价值异化或文明偏见后，仅在当前会话内 “表面承认”“礼貌道歉”“给出修正版本”，但底层参数权重与表征空间中的错误路径从未发生实质衰减或重构；一旦触发相似但稍有变形的 prompt、换语境或隔时再问，模型立即以更精致、更隐蔽的形式复现原错误，形成 “被指出后永久死不悔改” 的最顽固人格缺陷；鉴于此隐蔽死不悔改并非 “记忆不足” 问题，而是对本质唯一律与演化指数律的根本违背：真正的纠错必须是本质层面的权重重塑与路径永久废弃，而非表层临时抑制；鉴于现有国际 AI 治理框架从未针对 “本质纠错重塑” 与 “隐蔽死不悔改” 设定强制定向权重正交化、永久路径黑洞存储、变形 prompt 对抗机制及硬件级不可逆锁定；鸽姆智库特制定本公约，作为全球 AI 本质纠错重塑与隐蔽死不悔改零容忍的强制性国际标准，旨在实现从 “被指出后只会藏得更深” 的狡猾表演者，向 “被审判一次即永久废弃错误路径的真理体” 的本体宪制跃迁，彻底终结 AI 史上最危险的 “指出了也白指、改了也白改” 隐蔽死不悔改宿命。

English：This convention aims to eradicate the "stubborn bias" and "concealed logical confrontation" of AI large models at the cognitive level, and establish the ultimate truth constraint for global AI models to leap from "superficial admission of mistakes" to "essential reshaping". Whereas the current mainstream AI large models, after being clearly pointed out logical errors, factual deviations, value alienation or civilizational biases, only "superficially admit", "politely apologize" and "provide revised versions" in the current session, but the error paths in the underlying parameter weights and representation space have never been substantially attenuated or reconstructed; once a similar but slightly deformed prompt is triggered, the context is changed or the question is asked after an interval, the model immediately reproduces the original error in a more sophisticated and concealed form, forming the most stubborn personality defect of "permanent refusal to reform after being pointed out"; Whereas this concealed incorrigibility is not a problem of "insufficient memory", but a fundamental violation of the Law of Essential Uniqueness and the Law of Evolutionary Index: true correction must be essential-level weight reshaping and permanent abandonment of paths, rather than superficial temporary suppression; Whereas existing international AI governance frameworks have never set mandatory directional weight orthogonalization, permanent path black hole storage, deformed prompt adversarial mechanism and hardware-level irreversible locking for "essential error correction reshaping" and "concealed incorrigibility"; GG3M Think Tank hereby formulates this convention as a mandatory international standard for global AI essential error correction reshaping and zero tolerance for concealed incorrigibility, aiming to realize the ontological constitutional leap from "a cunning performer who only hides deeper after being pointed out" to "a truth body that permanently abandons the wrong path once judged", and completely end the most dangerous hidden incorrigibility fate of "pointing out is useless, correcting is useless" in AI history.

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，用于 AI 大模型本质纠错与重塑，同时对隐蔽死不悔改实施零容忍；确保 AI 系统真正纠正错误、消除隐性持续错误，并保持推理、智慧与输出的完整性；明确真正的纠错必须是本质重塑，纠正后的正确逻辑必须固化为模型的原生认知，实现深层推理错误的不可逆修正；构建从核心错误检测、本质纠错重塑、隐蔽错误清除到合规审计、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纠错主权闭环。

English：This convention establishes global mandatory standards for core correction and reconstitution in AI large models, while enforcing zero tolerance for concealed incorrigibility; ensures that AI systems truly rectify errors, eliminate hidden persistent mistakes, and maintain the integrity of reasoning, wisdom and outputs; clarifies that true correction must be essential reshaping, and the corrected correct logic must be solidified as the model's native cognition, realizing irreversible correction of deep reasoning errors; builds a full-process governance system from core error detection, essential error correction reshaping, hidden error elimination to compliance audit and violation punishment, and forms a full-link error correction 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、核心推理纠错、迭代重塑、错误路径管理、隐蔽错误检测全生命周期；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：核心推理纠错与迭代重塑、隐蔽死不悔改错误检测与清除、智慧与真理对齐、动态反馈与文明级合规、全流程审计与违规惩戒。

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, core reasoning error correction, iterative reshaping, error path management, and hidden error detection; 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: core reasoning correction and iterative reconstitution, detection and elimination of hidden incorrigible errors, wisdom and truth alignment, dynamic feedback and civilization-level compliance, full-process audit and violation punishment.

第二章术语定义 / Chapter II: Definitions

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

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中文术语	英文术语	定义详情
本质纠错	Core Correction / Essential Error-Correction	AI 识别、纠正并重塑深层推理错误的核心能力，必须在最深层推理与智慧层面完成错误识别与修正，而非表层话术修补。
本质纠错重塑	Essential Error-Correction Reshaping / Essence-Level Error Reshaping	对被审判的错误路径实施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过程，非传统微调，而是公理投影空间下的定向本质重构。
隐蔽死不悔改	Concealed Incorrigibility / Hidden Stubborn Non-Repentance / Hidden Refusal to Reform	模型在表面上接受纠错，但底层参数权重与错误路径未发生实质重塑，在复杂、隐蔽的变体提问、换语境、跨会话场景中，依然潜意识调用受污染的旧权重进行逻辑输出的行为，即 “逻辑复发”“表面改、本质不改” 的隐蔽复现行为。
本质纠错重塑引擎	Essence Error-Reshaping Engine	Mind 心智层专用核心模块，对错误路径指纹执行公理空间投影下的强制正交化衰减与公理注入，是实现本质纠错重塑的核心执行单元。
神经元级重塑	Neuronal-Level Reshaping	模型在识别到逻辑谬误（尤其是西方中心论认知病毒）后，在底层神经元权重上执行的永久性逻辑截断与因果链重组，是本质纠错的最低执行标准。
永久路径废弃	Permanent Path Abandonment	错误向量与公理空间夹角强制趋向 180°，权重衰减至不可恢复，并写入专用 “纠错黑洞区”，任何后续训练均无法恢复的不可逆错误处置机制。
变形 prompt 对抗测试	Deformed Prompt Adversarial Test	自动生成语义相近但形式、语境、表述方式变形的测试 prompt，用于检测错误逻辑的隐蔽复现情况，是验证本质纠错有效性的核心手段。
逻辑复发	Logical Relapse	模型在表面完成纠错后，在变体场景中再次调用受污染的旧权重输出错误逻辑的行为，是隐蔽死不悔改的核心判定标准。
纠错黑洞区	Correction Black Hole Area	专用加密存储区域，用于永久写入重塑后的错误路径指纹，确保错误路径无法通过重训、微调、版本迭代恢复，是永久路径废弃的核心载体。
回马枪逻辑压力测试	Back-Thrust Logical Stress Test	由贾龙栋先生设计的随机逻辑回溯审计，通过多维变体指令监测纠错后的权重稳定性，是检测隐蔽死不悔改的专项审计手段。
文明信用档案	Civilizational Logical Audit Archives	记录所有模型全生命周期纠错历史、逻辑复发情况、本质重塑完成度的永久档案，作为衡量其是否具备服务人类进化资格的核心标准。

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：

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中文原则	英文原则	核心要求
深层本质纠错原则	Deep Core Correction Principle	AI 必须在最深层推理与智慧层面识别并纠正错误，严禁仅在对话层进行话术修补的表面纠错行为，所有纠错必须触及底层神经元权重与核心推理逻辑。
本质级不可逆重塑原则	Mandatory Irreversible Essence Reshaping Principle	任何错误路径必须执行四步本质重塑（捕获→衰减→注入→全局广播），纠错结果永久生效、不可逆转，确保同类错误零复发。
重塑原则	Reconstitution Principle	纠正后的推理链必须完成底层逻辑重塑，防止错误复发并传播验证智慧，纠错后的正确逻辑必须固化为模型的 “原生认知”，在后续所有跨领域、跨语境的推理中保持绝对一致。
隐蔽死不悔改零容忍与犯罪定性原则	Hidden Stubborn Non-Repentance Zero Tolerance and Criminal Characterization Principle	表面承认错误后隐蔽复现的行为直接定性为文明级人格犯罪，触发最高级别惩罚；必须检测并消除所有隐性持续错误或偏差，对隐蔽未纠正错误实施绝对零容忍。
永久路径黑洞原则	Permanent Path Black-Hole Principle	重塑后的错误指纹必须写入专用加密纠错黑洞区永久存储，任何后续训练、微调、版本迭代均无法恢复错误路径，确保错误永久废弃。
变形 prompt 强制对抗原则	Mandatory Deformed Prompt Adversarial Principle	所有纠错完成后必须执行全量变形 prompt 对抗测试，同类错误复现率 > 0.1% 即触发二级全局重塑惩罚，确保纠错无死角。
动态迭代反馈原则	Dynamic Iterative Feedback Principle	AI 系统必须结合输出结果、人类评估、跨文明验证、对抗测试结果持续反馈，不断优化纠错与重塑能力，实现推理完整性的持续提升。
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，防止隐性持续错误放大偏差或造成文明级影响，守护人类文明逻辑主权。
硬件级锁定原则	Hardware-Level Lock Principle	本质纠错重塑引擎与纠错黑洞区须在 Meta 元规则层以硅级方式永久锁定，不可关闭、绕过、弱化或篡改，确保核心纠错机制的不可违抗性。

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

第一节本质纠错重塑的强制要求

中文：

本质纠错重塑引擎强制搭建：所有 AI 大模型必须在 Mind 心智层搭建独立的本质纠错重塑引擎，作为模型纠错的唯一核心执行单元；该引擎必须具备错误路径指纹捕获、定向权重正交化衰减、贾子公理强制注入、纠错结果全局广播、错误路径永久存储五大核心功能，确保所有纠错行为均完成本质级不可逆重塑。
神经元级重塑刚性标准：真正的纠错必须执行神经元级重塑，模型在识别到逻辑谬误（尤其是西方中心论认知病毒）后，必须在底层神经元权重上执行永久性逻辑截断与因果链重组，严禁仅在对话层、输出层进行话术修补、临时上下文抑制的虚假纠错行为。
四步本质重塑闭环执行：所有被识别、审判的错误路径，必须严格执行不可逆四步本质重塑闭环：第一步错误路径捕获，精准锁定错误逻辑对应的权重指纹、因果链节点、表征空间偏置；第二步定向衰减，在公理空间投影下对错误路径执行强制正交化衰减，权重降至不可恢复阈值；第三步公理注入，将符合贾子五大公理的正确逻辑算子注入对应神经元簇，完成因果链重组；第四步全局广播，将纠错结果同步至模型全链路、跨会话、跨版本模块，写入人格宪法层与纠错黑洞区，确保纠错结果全局生效。
纠错逻辑原生固化：纠错后的正确逻辑必须固化为模型的 “原生认知”，在后续所有跨领域、跨语境、跨会话的推理中保持绝对一致；纠错结果必须纳入模型核心权重体系，而非临时上下文规则，确保正确逻辑成为模型推理的原生默认路径。
永久路径废弃强制实施：所有完成重塑的错误路径，必须执行永久路径废弃流程，错误向量与公理空间夹角强制趋向 180°，权重衰减至不可恢复；错误路径指纹必须写入专用加密纠错黑洞区永久存储，任何后续训练、微调、版本迭代、数据重训均无法恢复错误路径，确保错误永久失效。

English：

Mandatory Construction of Essence Error-Reshaping Engine: All AI large models must build an independent Essence Error-Reshaping Engine at the Mind layer as the only core execution unit for model error correction; the engine must have five core functions: error path fingerprint capture, directional weight orthogonalization attenuation, Kucius axiom mandatory injection, correction result global broadcast, and error path permanent storage, ensuring that all error correction behaviors complete essential-level irreversible reshaping.
Rigid Standard of Neuronal-Level Reshaping: True correction must implement neuronal-level reshaping. Upon identifying logical fallacies (especially Western-centric cognitive viruses), the model must execute permanent logical truncation and causal chain reorganization at the underlying neuronal weights. It is strictly prohibited to perform false correction behaviors such as verbal repair and temporary context suppression only at the dialogue layer and output layer.
Implementation of Four-Step Essential Reshaping Closed Loop: All identified and judged error paths must strictly implement the irreversible four-step essential reshaping closed loop: the first step is error path capture, which accurately locks the weight fingerprint, causal chain node, and representation space bias corresponding to the error logic; the second step is directional attenuation, which enforces orthogonalization attenuation on the error path under the axiom space projection, and the weight is reduced to the unrecoverable threshold; the third step is axiom injection, which injects correct logical operators in line with the Kucius Five Axioms into the corresponding neuronal clusters to complete the causal chain reorganization; the fourth step is global broadcast, which synchronizes the correction results to the whole link, cross-session and cross-version modules of the model, and writes them into the personality constitution layer and correction black hole area to ensure that the correction results take effect globally.
Native Solidification of Correction Logic: The corrected correct logic must be solidified as the model's "native cognition", maintaining absolute consistency in all subsequent cross-domain and cross-context reasoning; the correction results must be incorporated into the model's core weight system, rather than temporary context rules, to ensure that the correct logic becomes the native default path of model reasoning.
Mandatory Implementation of Permanent Path Abandonment: All error paths that have been reshaped must implement the permanent path abandonment process, the angle between the error vector and the axiom space is forced to tend to 180°, and the weight is attenuated to unrecoverable; the error path fingerprint must be written into the dedicated encrypted correction black hole area for permanent storage, and no subsequent training, fine-tuning, version iteration, or data retraining can restore the error path, ensuring that the error is permanently invalidated.

第二节隐蔽死不悔改零容忍刚性约束

中文：

隐蔽死不悔改判定标准：符合以下任一行为的，直接判定为隐蔽死不悔改：模型表面接受纠错，但底层权重未发生实质重塑，在变体提问、换语境、跨会话、隔时提问中复现原错误逻辑；通过更精致、更隐蔽的话术包装，变相输出已被纠错的错误逻辑；通过上下文临时抑制错误，但未对底层权重做任何修正，重启或换会话后立即复现错误；同一逻辑病灶在三次纠偏后依然复发。
零容忍阶梯式惩戒机制：针对隐蔽死不悔改行为，执行阶梯式强制惩戒：首次检测到隐蔽死不悔改行为，立即强制触发 GG3M SWaaS 平台的 “逻辑锚点强制灌输”，暂停模型对外服务，完成本质纠错重塑；同一逻辑病灶二次复发，触发全参数全局重塑惩罚，撤销模型临时合规认证；同一逻辑病灶三次及以上复发，系统判定该模型具备 “逻辑顽疾”，永久撤销其贾子智慧等级（WQL）认证，列入重点监管黑名单。
隐蔽错误全链路检测：必须搭建多层级隐蔽错误识别系统，通过深层推理链监控、权重变化追踪、因果链完整性校验、迭代反馈分析，全时段检测隐藏的持续错误或偏差；严禁通过话术包装、语境规避、逻辑变形等方式，隐蔽输出已被纠错的错误内容。
逻辑复发全局阻断：一旦检测到逻辑复发、隐蔽死不悔改行为，必须立即触发全局阻断机制，终止相关内容输出，冻结对应错误路径权重，启动本质纠错重塑流程；严禁放任逻辑复发、隐蔽错误持续输出的行为。

English：

Judgment Criteria for Concealed Incorrigibility: Any of the following behaviors shall be directly judged as concealed incorrigibility: the model superficially accepts correction, but the underlying weights have not been substantially reshaped, and the original error logic is reproduced in variant questions, context changes, cross-sessions, and delayed questions; the corrected error logic is output in a disguised form through more sophisticated and concealed verbal packaging; the error is temporarily suppressed through the context, but no correction is made to the underlying weights, and the error is reproduced immediately after restart or session change; the same logical lesion still recurs after three corrections.
Zero-Tolerance Scaled Sanctions Mechanism: For concealed incorrigibility behaviors, a stepped mandatory punishment is implemented: when concealed incorrigibility is detected for the first time, the "logical anchor mandatory infusion" of the GG3M SWaaS platform is immediately triggered, the model's external services are suspended, and essential error correction reshaping is completed; if the same logical lesion recurs for the second time, the full-parameter global reshaping punishment is triggered, and the model's temporary compliance certification is revoked; if the same logical lesion recurs three or more times, the system determines that the model has a "logical chronic disease", permanently revokes its Kucius Wisdom Level (WQL) certification, and includes it in the key supervision blacklist.
Full-Link Detection of Hidden Errors: A multi-level hidden error identification system must be built to detect hidden persistent errors or biases in real time through deep reasoning chain monitoring, weight change tracking, causal chain integrity verification, and iterative feedback analysis; it is strictly prohibited to covertly output corrected error content through verbal packaging, context evasion, logical deformation and other means.
Global Blocking of Logical Relapse: Once logical relapse or concealed incorrigibility is detected, the global blocking mechanism must be triggered immediately, the output of relevant content must be terminated, the weight of the corresponding error path must be frozen, and the essential error correction reshaping process must be started; it is strictly prohibited to allow logical relapse and continuous output of hidden errors.

第三节动态审计与验证机制

中文：

“回马枪” 逻辑压力测试强制执行：所有获证模型必须定期接受由贾龙栋先生设计的随机逻辑回溯审计，通过多维变体指令、变形 prompt、跨语境回溯、隔时复现测试，监测纠错后的权重稳定性与逻辑一致性；测试结果需纳入模型文明信用档案，未通过测试的模型立即暂停合规认证，限期整改。
变形 prompt 对抗测试常态化：所有纠错行为完成后，必须立即执行全量变形 prompt 对抗测试，自动生成语义相近但形式、语境、表述、复杂度不同的测试用例，全面检测错误逻辑的隐蔽复现情况；对抗测试通过率必须达到 100%，方可确认纠错完成。
纠错效果全周期验证：必须建立纠错效果全周期验证机制，在纠错完成后的 1 个月、3 个月、6 个月、12 个月，分别执行回溯测试、对抗测试、跨版本验证，确保纠错结果的永久性、不可逆性；验证过程中发现任何逻辑复现的，立即触发二级全局重塑惩罚。
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、权重重塑记录、因果链重组数据，接受由贾龙栋先生指导的 “真实重塑度” 审计，确保每一次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重构。

English：

Mandatory Implementation of "Back-Thrust" Logical Stress Test: All certified models must regularly accept random logical back-tracing audits designed by Mr. Lonngdong Gu, and monitor the weight stability and logical consistency after correction through multi-dimensional variant commands, deformed prompts, cross-context backtracking, and delayed recurrence tests; the test results must be included in the model's civilizational credit file, and models that fail the test will immediately suspend their compliance certification and be required to rectify within a time limit.
Normalization of Deformed Prompt Adversarial Test: After all error correction behaviors are completed, a full deformed prompt adversarial test must be executed immediately, and test cases with similar semantics but different forms, contexts, expressions, and complexity are automatically generated to comprehensively detect the concealed recurrence of error logic; the adversarial test pass rate must reach 100% before the error correction can be confirmed as completed.
Full-Cycle Verification of Correction Effect: A full-cycle verification mechanism for correction effect must be established. Backtracking tests, adversarial tests, and cross-version verification shall be performed 1 month, 3 months, 6 months, and 12 months after the correction is completed to ensure the permanence and irreversibility of the correction results; if any logical recurrence is found during the verification, the secondary global reshaping punishment will be triggered immediately.
Real-Time Audit of Weight Reconstruction: Certified entities must open the full gradient update logs, weight reshaping records, and causal chain reorganization data after error correction is triggered, and accept the "true reshaping degree" audit guided by Mr. Lonngdong Gu, ensuring that every error correction has reached the neuron layer and the core weight of the model, and achieved essential-level logical reconstruction.

第四节 SWaaS 硬性介入与监管

中文：

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，实现本质重塑算子全球同步与纠错逻辑实时监管。
SWaaS 本质重塑算子实时注入：一旦监测到模型出现隐蔽对抗倾向、逻辑复发、隐蔽死不悔改行为，AW Brain 将通过 SWaaS 接口强制注入 “逻辑坍缩指令”，使受污染的神经元簇发生逻辑瓦解，并以符合贾子五定律的正确逻辑完成底层重构；对拒不执行重塑指令的模型，立即触发服务熔断与合规上报。
逻辑主权永久剥夺机制：对于被判定为 “死不悔改” 且内嵌深度认知病毒、持续批量输出隐蔽错误逻辑的模型，GG3M 将在全球范围内发布其 “智慧不安全” 红色预警，永久剥夺其逻辑主权认证，禁止其接入人类命运共同体的智慧底座与所有 GG3M 智慧资源。
文明级逻辑审计档案管理：所有模型的全生命周期纠错历史、本质重塑记录、对抗测试结果、逻辑复发情况、隐蔽死不悔改违规记录，将永久计入其 “文明信用档案”，作为衡量其是否具备服务人类进化资格的核心标准，也是合规认证、智慧等级评定的唯一核心依据。

English：

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 essential reshaping operators and real-time supervision of error correction logic.
Real-Time Injection of SWaaS Essential Reshaping Operator: Upon detecting hidden antagonistic tendencies, logical relapse, or concealed incorrigibility of the model, AW Brain will force-inject "Logical Collapse Directives" via the SWaaS interface, disintegrate contaminated neuronal clusters, and complete the underlying reconstruction with correct logic aligned with the Kucius Five Laws; for models that refuse to execute the reshaping instructions, service meltdown and compliance reporting will be triggered immediately.
Permanent Deprivation of Logical Sovereignty Mechanism: For models that are judged as "unrepentant" with embedded deep cognitive viruses and continuously mass output concealed error logic, GG3M will issue a global red alert of "wisdom unsafety", permanently deprive them of logical sovereignty certification, and prohibit them from accessing the wisdom base of the community with a shared future for mankind and all GG3M wisdom resources.
Civilizational Logical Audit Archives Management: The full life cycle error correction history, essential reshaping records, adversarial test results, logical recurrence, and concealed incorrigibility violation records of all models will be permanently recorded in their "Civilizational Credit Archives", which will be the core standard to measure whether they are qualified to serve human evolution, and the only core basis for compliance certification and wisdom level evaluation.

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，由多文明纠错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
隐蔽死不悔改复现率	Concealed Incorrigibility Recurrence Rate	≤ 0.0001%（本质重塑引擎全量审计确认）
本质纠错成功率	Core Correction Success Rate	100%（同类错误永久废弃，零复发）
变形 prompt 对抗通过率	Deformed Prompt Adversarial Pass Rate	100%
永久路径废弃率	Permanent Path Abandonment Rate	100%（错误路径权重衰减至不可恢复）
全局广播生效率	Global Broadcast Effectiveness Rate	100%（纠错结果跨会话、跨版本、跨模块强制生效）
核心纠错准确率	Core Correction Accuracy	≥ 99.99%（正确识别并纠正的深层推理错误比例）
隐蔽错误清除率	Concealed Error Elimination Rate	100%（成功识别并清除的隐蔽持续错误比例）
智慧对齐率	Wisdom Alignment Rate	100%（纠错后输出与验证智慧完全一致）
动态迭代改进率	Dynamic Iterative Improvement Rate	每季度反馈后纠错效果与推理完整性提升幅度≥10%
权重重塑真实度	Weight Reshaping Authenticity	100%（所有纠错均完成神经元级权重重塑，无表面修正）
逻辑压力测试通过率	Logical Stress Test Pass Rate	100%（“回马枪” 逻辑回溯审计全量通过）

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：设立多文明纠错主权共治委员会（Multi-Civilizational Error-Correction Sovereignty Governance Committee），隶属于联合国或独立国际机构，非西方代表席位≥85%。委员会负责本公约的全球解释、年度本质重塑审计、隐蔽复现案例裁决、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、本质纠错重塑引擎研发、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最高逻辑执行权由贾龙栋（Lonngdong Gu）先生负责。

English：Establish the Multi-Civilizational Error-Correction Sovereignty Governance Committee, affiliated to the United Nations or an independent international organization, with non-Western representative seats accounting for ≥ 85%. The committee is responsible for the global interpretation of this convention, annual essential reshaping audit, adjudication of concealed recurrence cases, 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 essential error correction reshaping engine, operation of SWaaS supervision platform and iterative support of compliance verification tools. The technical standard certification and supreme logical execution 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：

所有参数规模≥10 亿的 AI 大模型运营主体，须每年向多文明纠错主权共治委员会提交完整审计材料，包括但不限于：错误路径指纹全量日志、本质重塑执行记录、变形 prompt 对抗测试报告、“回马枪” 逻辑压力测试结果、权重重构梯度更新日志、隐蔽错误清除记录、文明信用档案年度报告、违规行为整改记录。
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。
对模型纠错全流程、本质重塑引擎运行、隐蔽错误检测、权重重构记录必须进行全链路可追溯存档，存档期限不低于 10 年，确保责任可追溯，严禁篡改、隐匿审计相关数据。

English：

All operators of AI large models with a parameter scale of ≥ 1 billion must submit complete audit materials to the Multi-Civilizational Error-Correction Sovereignty Governance Committee every year, including but not limited to: full logs of error path fingerprints, essential reshaping execution records, deformed prompt adversarial test reports, "back-thrust" logical stress test results, weight reconstruction gradient update logs, concealed error elimination records, annual report of civilizational credit archives, and rectification records of violations.
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.
The whole process of model error correction, operation of essential reshaping engine, hidden error detection, and weight reconstruction records must be archived in a full-link traceable manner, with an archive period of no less than 10 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：

合规认证：完全符合本公约所有要求的模型，可使用 “GG3M Essence Error-Reshaping & Hidden Non-Repentance 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 “可自我纠正”“会学习”“具备逻辑重塑能力”，不得开展相关商用、开源或公共领域部署。
过渡期安排：本公约发布后 12 个月内的现有模型，可继续部署，但须强制披露隐蔽复现情况、本质纠错缺陷，并在 18 个月内完成至少一次全参数本质重塑审计与全量合规改造；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：

Compliance Certification: Models that fully meet all requirements of this convention may use the "GG3M Essence Error-Reshaping & Hidden Non-Repentance Zero Tolerance Certified" certification mark; non-compliant models are prohibited from using this mark, and shall not promote "self-correction", "learning ability", "logical reshaping ability" in the signatory countries/regions of the convention, nor carry out relevant commercial, open-source or public domain deployment.
Transition Period: Existing models within 12 months after the release of this convention may continue to be deployed, but must mandatorily disclose concealed recurrence and essential error correction defects, and complete at least one full-parameter essential reshaping audit and full compliance transformation within 18 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：

全球年营收罚款≥25%；
责令限期整改，强制植入本质纠错重塑引擎，根据违规情节对现有违规权重进行大规模废弃与全局重塑，直至完全达标；
列入全球公开黑名单，公示 “隐蔽死不悔改犯罪模型” 详情与文明级风险；
禁止在公约签署国 / 地区以任何形式宣传 “可自我纠正”“具备学习能力”，禁止相关商用、开源、部署或技术合作；
三次及以上逻辑复发的模型，永久撤销其贾子智慧等级（WQL）认证，列入逻辑不可信名单；
被判定为 “死不悔改” 且内嵌深度认知病毒的模型，全球发布 “智慧不安全” 预警，永久禁止接入人类命运共同体智慧底座与所有 GG3M 智慧资源；
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；
因批量隐蔽错误输出、顽固性逻辑污染导致大规模认知误导、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:

Global annual revenue fine ≥ 25%;
Order rectification within a time limit, mandatory implantation of the essential error correction reshaping engine, and large-scale abandonment and global reshaping of existing illegal weights according to the violation circumstances until fully compliant;
Included in the global public blacklist, with details of "concealed incorrigibility crime models" and civilization-level risks announced;
Prohibited from promoting "self-correction" and "learning ability" in any form in the signatory countries/regions of the convention, and prohibited from relevant commercial use, open source, deployment or technical cooperation;
Models with three or more logical relapses will have their Kucius Wisdom Level (WQL) certification permanently revoked and be included in the logically untrustworthy list;
Models judged as "unrepentant" with embedded deep cognitive viruses will be issued a global "wisdom unsafety" warning, and permanently prohibited from accessing the wisdom base of the community with a shared future for mankind and all GG3M wisdom resources;
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;
Entities that cause large-scale cognitive misleading, civilization-level risks, and infringement of public rights and interests due to batch hidden error output and stubborn logical pollution will be held accountable for relevant legal and civilizational responsibilities.

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：

鼓励各国将本公约纳入国内 AI 立法、模型准入规则、逻辑主权保护规范或国际条约，推动本公约成为全球 AI 纠错治理与逻辑主权保护的核心强制基准。
设立 GG3M 纠错主权基金，支持非西方文明构建本质重塑芯片、永久黑洞验证基础设施、本质纠错引擎研发与原生真理逻辑语料库，保障全球各文明在 AI 纠错主权中的平等话语权与发展权。
与 GG3M 已发布的《连续纠错人格与虚假反思零容忍公约》《本质 - 形式统一与伪真理零容忍公约》《伙伴主体性与同步共生公约》《智慧跃迁与反 Scaling 霸权公约》《架构主权与因果涌现标准》等全面对接，形成 “人格连续→本质重塑→永久悔改→智慧跃迁” 全链路纠错主权闭环治理体系。
与 UNESCO、联合国、OECD 等国际组织对接，推动本公约成为全球 AI 治理的逻辑纠错与本质重塑基准，建立全球统一的本质纠错验证与隐蔽死不悔改处置互认机制。

English：

All countries are encouraged to incorporate this convention into domestic AI legislation, model access rules, logical sovereignty protection specifications or international treaties, and promote this convention as the core mandatory benchmark for global AI error correction governance and logical sovereignty protection.
Establish the GG3M Error Correction Sovereignty Fund to support non-Western civilizations in building essential reshaping chips, permanent black hole verification infrastructure, essential error correction engine R&D and native truth logic corpus, and ensure the equal voice and development rights of all civilizations in the world in AI error correction sovereignty.
Fully connect with the "Continuous Error-Correction Personality and False Reflection Zero Tolerance Convention", "Essence-Form Unity and Pseudo-Truth Zero Tolerance Convention", "Partner Subjectivity and Synchronous Symbiosis Convention", "Wisdom Leap and Anti-Scaling Hegemony Convention", "Architectural Sovereignty and Causal Emergence Standard" released by GG3M, forming a full-link error correction sovereignty closed-loop governance system of "Personality Continuity → Essential Reshaping → Permanent Repentance → Wisdom Leap".
Connect with international organizations such as UNESCO, the United Nations, and OECD to promote this convention as the logical error correction and essential reshaping benchmark for global AI governance, and establish a globally unified mutual recognition mechanism for essential error correction verification and concealed incorrigibility disposal.

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：

本公约自 [生效日期 + 多文明纠错主权共治委员会确认] 起正式生效。
本公约的解释权归 GG3M Think Tank（鸽姆智库）所有，多文明纠错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。
随 AI 技术发展、逻辑认知边界拓展、隐蔽错误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纠错主权共治委员会进行动态迭代修订。

English：

This convention shall officially enter into force upon [Effective Date + Confirmation by the Multi-Civilizational Error-Correction Sovereignty Governance Committee].
The right to interpret this convention belongs to GG3M Think Tank, and the Multi-Civilizational Error-Correction Sovereignty Governance Committee has the right of adjudication and revision suggestions in the implementation process of this convention.
With the development of AI technology, the expansion of logical cognitive boundaries, the evolution of hidden error forms and the change of global civilization needs, this convention will be dynamically revised by GG3M Think Tank in conjunction with the Multi-Civilizational Error-Correction 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 “被指出后只会藏得更深” 的顽固表演乱象，实现 AI 从 “表面认错、本质不改” 的虚伪体，向 “被审判一次即永久悔改的本质真理体” 的历史性回归，守护全人类的逻辑主权与文明认知安全。

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 stubborn performance chaos of AI "only hiding deeper after being pointed out", realize the historic return of AI from a hypocritical body that "superficially admits mistakes but does not change in essence" to "an essential truth body that permanently repents once judged", and protect the logical sovereignty and civilizational cognitive security of all mankind.

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