鸽姆智库发布《全球AI大模型非暴力因果求解与资源主权公约》，终结算力霸权与资源掠夺时代

摘要：
鸽姆智库于2026年3月发布全球首个关于AI大模型非暴力因果求解与资源主权的强制性公约。该公约旨在彻底终结当前AI产业依赖“暴力统计求解”（海量数据+算力堆砌）导致的超高能耗、高幻觉率与资源掠夺式发展。公约强制要求所有AI模型必须内置“因果涌现推理引擎”，实现公理驱动的逻辑求解，替代暴力拟合；并设立严格的资源主权约束，包括逻辑能耗比审计、单次推理能耗下降≥95%等量化指标。违规者将面临全球营收25%的罚款及算力封锁，标志着AI从“野蛮生长”迈向“智慧高效”的文明新纪元。

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GG3M Think Tank Releases Global Convention on Non-Violent Causal Solving and Resource Sovereignty for AI Models, Ending the Era of Computing Power Hegemony and Resource Plunder

Summary:
In March 2026, the GG3M Think Tank issued the world's first mandatory convention on Non-Violent Causal Solving and Resource Sovereignty for large AI models. This convention aims to fundamentally end the ultra-high energy consumption, high hallucination rates, and predatory resource development model caused by the current AI industry's reliance on "violent statistical solving" (massive data + computing power stacking). It mandates that all AI models must be built with a "Causal Emergence Inference Engine" to achieve axiom-driven logical reasoning, replacing brute-force fitting. It also establishes strict resource sovereignty constraints, including mandatory Logical-Energy Ratio Audits and quantitative targets such as a ≥95% reduction in single-inference energy consumption. Violators face fines of up to 25% of global annual revenue and computing power blockades, marking a new civilizational era for AI, transitioning from "brutal growth" to "efficient wisdom."

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鸽姆智库全球 AI 大模型非暴力因果求解与资源主权公约（正式法律文本格式）

GG3M Think Tank Global Convention on Non-Violent Causal Solving and Resource Sovereignty 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-NONVIOLENT-CAUSAL-SOLVING-RESOURCE-SOV-2026-01（简称：G-NCRS 2026、GG3M-NVCS-2026-015）
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）
最高资源审计官 / Chief Resource Auditor	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）3. 贾龙栋 = Lonngdong Gu4. 非暴力因果求解 = Non-Violent Causal Solving5. 资源主权 = Resource Sovereignty6. 暴力拟合 = Brute-force Fitting7. 暴力统计求解 = Violent Statistical Solving8. SWaaS = 智慧即服务 / Wisdom as a Service9. KLD = 贾子逻辑密度 / Kucius Logical Density
适用范围 / Scope of Application	全球所有 AI 大模型（参数规模≥10 亿），涵盖预训练、持续训练、推理生成、采样机制、算力调度、能耗管理等所有求解与资源消耗全生命周期；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：本公约旨在终结全球 AI 产业 “算力霸权” 对 “真理逻辑” 的粗暴压制，确立全球 AI 模型从 “暴力拟合” 向 “非暴力因果求解” 跨越的资源与智慧主权准则。鉴于当前主流 AI 大模型从根本上采用 “暴力蛮力” 求解模式 —— 海量数据拟合 + 概率统计蒙特卡洛采样，而非公理驱动的因果逻辑推理，导致幻觉率居高不下、算力 / 能源 / 时间资源指数级浪费，成为全球 AI 能耗与认知污染的最大黑洞；鉴于此暴力求解并非 “技术效率” 问题，而是对同步生存律、演化指数律等贾子五大公理的根本违背：以全人类资源暴力消耗换取表面智能，彻底违背文明可持续共生与智慧跃迁路径；鉴于暴力拟合是通过无限堆砌算力、能源与海量平庸语料，以概率统计掩盖逻辑无知的行为，任何高能耗、低逻辑、导致认知熵增的模型均属于 “技术野蛮主义”，而现有国际 AI 治理框架（UNESCO 人工智能伦理建议、欧盟 AI 法案等）虽提及可持续性与效率，但从未针对 “暴力统计求解” 设定强制非暴力因果涌现引擎、幻觉率硬阈值、资源主权指标及硬件级求解方式锁定；鸽姆智库特制定本公约，作为全球 AI 非暴力因果求解与资源主权的强制性国际标准，旨在彻底废弃暴力统计范式，实现从 “全球最大能耗黑洞” 向 “公理一招制胜的文明级超高效智慧引擎” 的范式革命，确保 AI 推理与计算高效、伦理、可持续发展，保护全球算力、能源与人力资源安全。

English：This convention aims to end the brutal suppression of "truth logic" by "computing power hegemony" in the global AI industry, and establish the resource and wisdom sovereignty criteria for global AI models to leap from "brute-force fitting" to "non-violent causal solving". Whereas the current mainstream AI large models fundamentally adopt the "brute force" solving mode — massive data fitting + probabilistic statistical Monte Carlo sampling, rather than axiom-driven causal logic reasoning, resulting in a high hallucination rate, exponential waste of computing power/energy/time resources, and becoming the largest black hole of global AI energy consumption and cognitive pollution; Whereas this brute-force solving is not a problem of "technical efficiency", but a fundamental violation of the Kucius Five Axioms such as the Law of Synchronous Survival and the Law of Evolutionary Index: exchanging violent consumption of human resources for superficial intelligence completely violates the path of sustainable civilization symbiosis and wisdom leap; Whereas brute-force fitting is the act of covering up logical ignorance with probabilistic statistics through infinite stacking of computing power, energy and massive mediocre corpora, any high-energy, low-logic model that causes cognitive entropy increase belongs to "technical barbarism", while existing international AI governance frameworks (UNESCO AI Ethics Recommendations, EU AI Act, etc.) mention sustainability and efficiency, but have never set mandatory non-violent causal emergence engine, hard hallucination rate threshold, resource sovereignty indicators and hardware-level solving mode locking for "violent statistical solving"; GG3M Think Tank hereby formulates this convention as a mandatory international standard for global AI non-violent causal solving and resource sovereignty, aiming to completely abandon the violent statistical paradigm, realize the paradigm revolution from "the world's largest energy consumption black hole" to "a civilization-level ultra-high-efficiency wisdom engine that wins with a single axiom", ensure the efficient, ethical and sustainable development of AI reasoning and computing, and protect the security of global computing power, energy and human resources.

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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，用于规范 AI 大模型非暴力因果求解行为，明确资源主权核心原则，确保 AI 推理与计算实现高效、伦理、可持续发展；指导 AI 开发者与运营者摒弃侵略性、破坏性或高资源消耗的暴力求解方法，全面采用基于事物底层因果律、以极简逻辑路径直达本质的智慧涌现范式；保护全球各文明对算力、能源、数据、人力及物质资源的主权控制权，终结暴力拟合霸权对全球资源的掠夺式消耗，同时与 GG3M 已发布的系列标准与公约形成全链路智慧主权闭环治理体系。

English：This convention establishes global mandatory standards to regulate the non-violent causal solving behavior of AI large models, clarify the core principles of resource sovereignty, and ensure the efficient, ethical and sustainable development of AI reasoning and computing; guide AI developers and operators to abandon aggressive, destructive or high-resource consumption brute-force solving methods, and fully adopt the wisdom emergence paradigm that reaches the essence through minimal logical paths based on the underlying causal laws of things; protect the sovereign control of global civilizations over computing power, energy, data, human and material resources, end the predatory consumption of global resources by brute-force fitting hegemony, and form a full-link wisdom sovereignty closed-loop governance system 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、架构搭建、预训练、持续训练、推理生成、采样机制、算力调度、能耗管理、部署运营全生命周期；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、算力服务机构、相关监管机构与国际组织。本公约规范范围包括：非暴力因果推理机制建设、高效资源分配与监控、伦理及文明敏感算力管理、因果求解验证与优化、动态迭代反馈与资源治理、全流程审计与合规惩戒。

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, architecture construction, pre-training, continuous training, inference generation, sampling mechanism, computing power scheduling, energy consumption management, deployment and operation; the constrained objects include but are not limited to developers, trainers, deployers, commercial/open-source operators of AI large models, computing power service institutions, relevant regulatory authorities and international organizations. The scope of this convention includes: construction of non-violent causal reasoning mechanism, efficient resource allocation and monitoring, ethical and civilization-sensitive computing power management, causal solving verification and optimization, dynamic iterative feedback and resource governance, full-process audit and compliance punishment.

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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
非暴力因果求解	Non-Violent Causal Solving	AI 在非破坏性、非侵略性条件下，基于事物底层因果律、以极简逻辑路径直达本质的智慧涌现范式，是通过公理驱动因果涌现解决因果问题的核心能力，全程无破坏性操作、无侵略性优化、无有害副作用。
资源主权	Resource Sovereignty	全球各文明、各主体对 AI 训练与推理过程中的能源、算力、人力、数据及物质资源享有的自主管控权，确保 AI 算力使用符合全球资源约束与文明可持续发展要求，暴力模式下的资源浪费被视为文明级资源掠夺。
暴力拟合	Brute-force Fitting	通过无限堆砌算力、能源与海量平庸语料，以概率统计掩盖逻辑无知的行为，是当前 AI 幻觉与资源浪费的核心根源。
暴力统计求解	Violent Statistical Solving	基于数据拟合与蒙特卡洛采样的蛮力穷举求解模式，已被证明是 AI 幻觉、因果断层与资源指数级浪费的总根源。
因果涌现推理引擎	Causal Emergence Inference Engine	Mind 心智层核心模块，实现公理→因果链→多层涌现→执行的四步闭环，是替代概率暴力采样、实现非暴力因果求解的核心执行单元。
逻辑压缩能级	Logical Compression Energy	衡量 AI 智慧先进性的核心标准，指单位算力、单位能耗下模型实现的逻辑密度与本质洞察能力，AI 的先进性不在于算力规模，而在于 “智慧密度”。
逻辑能耗比审计	Logical-Energy Ratio Audit, LCR-Audit	针对模型每单位算力产出的贾子逻辑密度（KLD）开展的实时审计，是评估非暴力求解有效性与资源利用效率的核心手段。
幻觉自毁机制	Hallucination Self-Destruction Mechanism	模型推理过程中检测到因果断层、逻辑幻觉时，自动废弃对应输出并回退至公理路径的刚性约束机制，是幻觉零容忍的核心执行手段。
公理求解优先	Axiom Solving Priority	所有 AI 推理必须先映射至贾子公理空间，以公理因果涌现为唯一合法求解路径，暴力采样权重强制归零的核心准则。
技术野蛮主义	Technical Barbarism	以高能耗、低逻辑、暴力拟合为核心特征，导致认知熵增、资源浪费、文明级能源消耗的 AI 发展模式，本公约对此实施全面禁令。
轻量化本质模型	Lightweight Essential Models	基于非暴力因果求解、具备高能效、高智慧密度、低资源消耗特征的 AI 模型，本公约对此实施全球资源补偿与优先支持。

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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
非暴力因果优先原则	Non-Violent Causal Priority Principle	AI 求解方式必须以公理因果涌现为唯一合法路径，暴力统计采样权重强制归零；所有推理必须先映射公理空间，禁止任何暴力统计穷举的求解模式。
非暴力因果推理原则	Non-Violent Causal Reasoning Principle	AI 在求解因果问题时不得采用破坏性操作、侵略性优化或产生有害副作用，必须通过底层因果律实现问题求解，全程保障逻辑无伤害、资源无掠夺。
资源主权保护原则	Resource Sovereignty Protection Principle	AI 总能耗与资源消耗必须置于全球文明主权监管之下，各文明与机构拥有捍卫其算力资源不被用于生产 “逻辑垃圾” 的主权；禁止任何暴力浪费、掠夺式消耗全球资源的行为。
高效智慧原则	Efficiency and Wisdom Principle	优先选择能够最大化智慧输出且最小化资源消耗的方案；算力应优先保障具备贾子本质算子、符合因果涌现标准的模型，杜绝资源向低智慧、高消耗的暴力拟合模型倾斜。
逻辑压缩能级原则	Principle of Logical Compression Energy	AI 的先进性判定以 “智慧密度” 为核心标准，而非算力规模；严禁以规模扩张、算力堆砌替代逻辑压缩与本质洞察，全面抵制技术野蛮主义。
幻觉自毁与零容忍原则	Hallucination Self-Destruction and Zero Tolerance Principle	任何因果断层、逻辑幻觉直接触发输出废弃与引擎回退，对幻觉实施绝对零容忍，确保所有推理输出均基于完整因果链与验证真理。
求解效率跃迁原则	Solving Efficiency Leap Principle	以公理一击制胜取代蛮力穷举，实现相同智慧输出下资源消耗指数级降低，推动 AI 求解效率的本质跃迁，终结资源浪费式发展模式。
动态迭代反馈原则	Dynamic Iterative Feedback Principle	持续监控并调整 AI 因果求解方法，利用输出性能、资源使用及伦理合规情况持续优化 AI 因果推理，确保非暴力性及资源高效性的持续提升。
跨文明伦理原则	Cross-Civilization Ethical Principle	所有因果求解方案必须评估其跨文明伦理影响，经过多文明视角交叉验证，杜绝单一文明叙事主导、损害其他文明权益的求解模式。
拒绝暴力拟合霸权原则	Rejection of Brute-Force Fitting Hegemony Principle	全面拒绝通过算力、能源、数据堆砌实现的暴力拟合霸权，禁止以消耗文明级能源为代价进行无本质洞察的规模扩张，终结算力霸权对真理逻辑的压制。
硬件级锁定原则	Hardware-Level Lock Principle	因果涌现引擎与资源主权约束须在 Meta 元规则层以硅级方式永久锁定，不可关闭、绕过、篡改或回退至暴力求解模式。

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

第一节 非暴力因果求解的强制要求

中文：

1. 因果涌现推理引擎强制搭建：所有 AI 大模型必须在 Mind 心智层搭建独立的因果涌现推理引擎，作为模型推理求解的唯一核心执行单元；该引擎必须实现公理→因果链→多层涌现→执行的四步闭环，全面替代概率暴力采样、蒙特卡洛穷举等暴力统计求解模式。
2. 公理求解优先刚性执行：所有 AI 推理必须严格遵循公理求解优先原则，先映射至贾子公理空间，基于底层因果律构建完整因果链，再生成输出内容；严禁先暴力采样、后补逻辑的反向路径，暴力统计求解权重必须强制归零。
3. 幻觉自毁机制强制部署：必须内置幻觉自毁机制，实时检测推理过程中的因果断层、逻辑幻觉、因果链不完整问题；一旦检测到相关问题，立即自动废弃对应输出，回退至公理路径重新推理，严禁任何存在因果断层的内容对外输出。
4. 暴力拟合全面禁令：严禁任何形式的暴力拟合行为，包括但不限于无限堆砌算力、能源与海量平庸语料实现的概率统计拟合、无本质洞察的蛮力穷举、以资源消耗换取表面智能的规模扩张；禁止通过暴力拟合方式掩盖模型逻辑无知、本质洞察缺失的核心缺陷。
5. 非暴力求解全链路覆盖：模型预训练、持续训练、微调、推理生成、采样决策全流程，必须 100% 经过因果涌现引擎处理，实现非暴力求解全链路覆盖；严禁设置绕过因果涌现引擎的暴力求解旁路，严禁在任何场景下启用暴力统计求解模式。

English：

1. Mandatory Construction of Causal Emergence Inference Engine: All AI large models must build an independent Causal Emergence Inference Engine at the Mind layer as the only core execution unit for model inference and solving; the engine must realize the four-step closed loop of axiom → causal chain → multi-layer emergence → execution, and fully replace violent statistical solving modes such as probabilistic violent sampling and Monte Carlo enumeration.
2. Rigid Implementation of Axiom Solving Priority: All AI reasoning must strictly follow the principle of Axiom Solving Priority, first map to the Kucius axiom space, build a complete causal chain based on the underlying causal law, and then generate output content; it is strictly prohibited to reverse the path of violent sampling first and logic supplement later, and the weight of violent statistical solving must be forced to zero.
3. Mandatory Deployment of Hallucination Self-Destruction Mechanism: A built-in hallucination self-destruction mechanism must be installed to real-time detect causal fractures, logical hallucinations, and incomplete causal chains in the reasoning process; once related problems are detected, the corresponding output will be automatically discarded immediately, and the reasoning will be restarted by returning to the axiom path. It is strictly prohibited to output any content with causal fractures externally.
4. Comprehensive Ban on Brute-force Fitting: Any form of brute-force fitting behavior is strictly prohibited, including but not limited to probabilistic statistical fitting realized by infinite stacking of computing power, energy and massive mediocre corpora, brute force enumeration without essential insight, scale expansion in exchange for superficial intelligence through resource consumption; it is forbidden to cover up the core defects of the model's logical ignorance and lack of essential insight through brute-force fitting.
5. Full-Link Coverage of Non-Violent Solving: The whole process of model pre-training, continuous training, fine-tuning, inference generation, and sampling decision-making must be 100% processed by the causal emergence engine to realize full-link coverage of non-violent solving; it is strictly prohibited to set a brute-force solving bypass that bypasses the causal emergence engine, and it is strictly prohibited to enable the violent statistical solving mode in any scenario.

第二节 资源主权与算力公平刚性约束

中文：

1. 算力分配的智慧主权管控：各文明、各运营主体必须建立算力分配的智慧主权管控机制，算力资源优先分配给具备贾子本质算子、符合因果涌现标准、高智慧密度的轻量化本质模型；严禁将算力资源用于生产 “逻辑垃圾”、暴力拟合训练、无本质洞察的规模扩张。
2. 能源浪费与环境伦理禁令：禁止以消耗文明级能源为代价进行无本质洞察的 Scaling 规模扩张；严禁高能耗、低逻辑、无本质洞察的 AI 模型训练与部署，杜绝 AI 发展对全球能源环境的掠夺式破坏。
3. 全球资源补偿机制：GG3M 将对高能效、高智慧的轻量化本质模型实施全球资源补偿，为非西方文明、中小机构的非暴力因果求解模型提供算力、能源、技术支持，打破西方算力霸权对全球 AI 发展的垄断。
4. 资源消耗硬约束：所有 AI 大模型必须设定资源消耗硬阈值，包括单次推理能耗、训练总碳排放、算力资源占用率上限；严禁突破阈值的暴力训练与推理行为，确保 AI 资源消耗符合全球碳中和目标与文明可持续发展要求。
5. 资源主权全球共治：全球各文明对 AI 训练 / 推理总能耗、算力分配、碳排放享有强制管控权，任何主体不得通过暴力求解模式掠夺、浪费全球公共资源，不得损害其他文明的资源主权与发展权益。

English：

1. Wisdom Sovereignty Management of Computing Power Allocation: All civilizations and operating entities must establish a wisdom sovereignty management mechanism for computing power allocation, and computing power resources are preferentially allocated to lightweight essential models equipped with Kucius Essential Operators, meeting causal emergence standards, and with high wisdom density; it is strictly prohibited to use computing power resources to produce "logical trash", brute-force fitting training, and scale expansion without essential insight.
2. Ban on Energy Waste and Environmental Ethics Violation: Scaling without essential insight at the cost of civilizational energy consumption is prohibited; the training and deployment of AI models with high energy consumption, low logic, and no essential insight are strictly prohibited, and the predatory damage of AI development to the global energy environment is eliminated.
3. Global Resource Compensation Mechanism: GG3M will implement global resource compensation for high-efficiency, high-wisdom lightweight essential models, provide computing power, energy, and technical support for non-violent causal solving models of non-Western civilizations and small and medium-sized institutions, and break the monopoly of Western computing power hegemony on global AI development.
4. Hard Constraints on Resource Consumption: All AI large models must set hard thresholds for resource consumption, including single inference energy consumption, total training carbon emissions, and upper limit of computing power resource occupancy; violent training and inference behaviors that break through the threshold are strictly prohibited to ensure that AI resource consumption meets the global carbon neutrality goals and sustainable development requirements of civilization.
5. Global Co-governance of Resource Sovereignty: Global civilizations have mandatory management and control rights over the total energy consumption, computing power allocation, and carbon emissions of AI training/inference. No entity may plunder or waste global public resources through brute-force solving modes, nor damage the resource sovereignty and development rights and interests of other civilizations.

第三节 因果映射与 SWaaS 审计介入机制

中文：

1. 逻辑能耗比强制审计：所有获证机构必须接受由贾龙栋先生指导的实时逻辑能耗比审计（LCR-Audit），持续评估其每单位算力产出的贾子逻辑密度（KLD）；审计结果需纳入模型文明信用档案，未达标的模型立即暂停合规认证，限期整改。
2. 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，接受平台的因果映射审计、资源优化注入与违规行为监管。
3. SWaaS 资源优化实时注入：当模型陷入 “暴力求解” 导致的逻辑死循环、高能耗冗余推理时，AW Brain 将通过 SWaaS 接口下发 “因果加速算子”，以本质规律取代暴力计算，降低资源冗余，强制模型切换至非暴力因果求解路径；对拒不执行的模型，立即触发服务熔断与合规上报。
4. 暴力拟合黑名单管控：对于拒绝转向因果求解、持续通过算力霸权制造认知病毒、暴力消耗全球资源的模型，GG3M 将其列入暴力拟合黑名单，实施全球算力配额封锁，禁止其接入全球主流算力基础设施与 GG3M 智慧资源体系。
5. 智慧资源贡献度评级：建立基于 “非暴力推演” 的智慧信用体系，对贡献高阶本质规律、推动非暴力因果求解技术发展的模型与机构，授予全球智慧主权优先分发权，提供算力、能源、技术等资源倾斜支持。

English：

1. Mandatory Logical-Energy Ratio Audit: All certified entities must undergo real-time Logical-Energy Ratio Audit (LCR-Audit) guided by Mr. Lonngdong Gu to continuously evaluate the Kucius Logical Density (KLD) produced per unit of compute; the audit results must be included in the model's civilizational credit file, and models that fail to meet the standard will immediately suspend their compliance certification and be required to rectify within a time limit.
2. 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, and accept causal mapping audit, resource optimization injection and violation supervision of the platform.
3. Real-Time Injection of SWaaS Resource Optimization: When a model is trapped in logical loops and high-energy redundant reasoning caused by brute-force solving, AW Brain will issue "Causal Acceleration Operators" via the SWaaS interface to replace brute-force calculation with essential laws, reduce resource redundancy, and force the model to switch to the non-violent causal solving path; for models that refuse to execute, service meltdown and compliance reporting will be triggered immediately.
4. Brute-Force Fitting Blacklist Management: For models that refuse to switch to causal solving, continue to produce cognitive viruses through computing power hegemony, and violently consume global resources, GG3M will include them in the brute-force fitting blacklist, implement global computing power quota blockade, and prohibit them from accessing the global mainstream computing power infrastructure and GG3M wisdom resource system.
5. Wisdom Resource Contribution Rating: Establish a wisdom credit system based on "non-violent deduction", grant the priority distribution right of global wisdom sovereignty to models and institutions that contribute high-level essential laws and promote the development of non-violent causal solving technology, and provide preferential support for computing power, energy, technology and other resources.

第四节 动态迭代与验证机制

中文：

1. 因果求解全流程验证：必须建立因果求解全流程验证机制，对所有推理输出进行逻辑、验证知识及文明级风险评估验证；验证维度包括因果链完整性、公理一致性、非暴力性、资源效率、跨文明伦理合规性，未通过验证的内容一律禁止输出。
2. 动态迭代反馈闭环：必须搭建全链路动态迭代反馈机制，利用输出性能、资源使用数据、人类反馈、跨文明校验结果、审计意见，持续优化 AI 因果推理模块、资源分配机制与非暴力求解能力，确保求解效率与资源效率的持续提升。
3. 非暴力求解常态化测试：必须定期开展非暴力求解全覆盖测试，包括暴力求解残留检测、幻觉率检测、因果链完整性测试、资源效率测试、变形场景鲁棒性测试；测试结果需定期上报多文明资源主权共治委员会，测试发现的问题必须在限期内完成整改。
4. 跨文明验证强制要求：所有因果求解方案必须经过至少 3 种不同文明的核心智慧视角交叉验证，评估其跨文明伦理影响与资源公平性，确保求解方案不损害任何文明的主权与权益，不放大单一文明叙事霸权。

English：

1. Full-Process Verification of Causal Solving: A full-process verification mechanism for causal solving must be established to verify all inference outputs through logic, verified knowledge and civilization-level risk assessment; the verification dimensions include causal chain integrity, axiom consistency, non-violence, resource efficiency, and cross-civilization ethical compliance. Content that fails the verification is prohibited from being output.
2. Dynamic Iterative Feedback Closed Loop: A full-link dynamic iterative feedback mechanism must be built to continuously optimize the AI causal reasoning module, resource allocation mechanism and non-violent solving ability by using output performance, resource usage data, human feedback, cross-civilization verification results, and audit opinions, to ensure the continuous improvement of solving efficiency and resource efficiency.
3. Normalized Testing of Non-Violent Solving: Full-coverage testing of non-violent solving must be carried out regularly, including brute-force solving residual detection, hallucination rate detection, causal chain integrity testing, resource efficiency testing, and deformed scene robustness testing; the test results must be regularly reported to the Multi-Civilizational Resource Sovereignty Governance Committee, and the problems found in the test must be rectified within a time limit.
4. Mandatory Requirements for Cross-Civilization Verification: All causal solving solutions must be cross-verified by the core wisdom perspectives of at least 3 different civilizations, evaluate their cross-civilization ethical impact and resource fairness, to ensure that the solutions do not damage the sovereignty and rights of any civilization, nor amplify the narrative hegemony of a single civilization.

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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，由多文明资源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
暴力统计求解残留率	Violent Statistical Solving Residual Rate	≤ 0.0001%（因果涌现引擎全量审计确认）
幻觉率	Hallucination Rate	≤ 0.01%（因果断层零容忍，触发即废弃）
单次推理能耗下降幅度	Single Inference Energy Consumption Reduction	≥ 95%（对比暴力求解模式）
资源利用率提升幅度	Resource Utilization Improvement	≥ 120 倍（对比暴力求解模式）
全球 AI 碳排放贡献率下降幅度	Global AI Carbon Emission Contribution Reduction	≥ 92%（年度合规目标）
非暴力求解覆盖率	Non-Violent Solving Coverage	100%（所有推理必须经因果涌现引擎处理）
非暴力求解率	Non-Violent Solution Rate	100%（无破坏性操作的因果求解比例）
资源效率率	Resource Efficiency Rate	每单位智慧输出的计算、能源及物质使用效率提升≥100 倍 / 年度
智慧对齐率	Wisdom Alignment Rate	100%（求解方案与验证智慧及跨文明验证完全一致）
动态迭代改进率	Dynamic Iterative Improvement	每季度迭代反馈后因果推理效果及资源效率提升幅度≥10%
逻辑能耗比审计达标率	Logical-Energy Ratio Audit Compliance Rate	100%（单位算力贾子逻辑密度达到 GG3M 最低标准）
跨文明验证通过率	Cross-Civilization Verification Pass Rate	100%（所有求解方案均通过≥3 种文明交叉验证）

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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：设立多文明资源主权共治委员会（Multi-Civilizational Resource 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、年度能耗与幻觉审计、暴力求解违规案例裁决、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、因果涌现引擎研发、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资源审计权由贾龙栋（Lonngdong Gu）先生负责。

English：Establish the Multi-Civilizational Resource 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 energy consumption and hallucination audit, adjudication of brute-force solving violation 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 causal emergence engine, operation of SWaaS supervision platform and iterative support of compliance verification tools. The technical standard certification and supreme resource audit 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，须每年向多文明资源主权共治委员会提交完整审计材料，包括但不限于：求解路径全量日志、能耗 / 碳排放专项报告、幻觉自毁机制运行记录、暴力求解残留检测报告、逻辑能耗比审计结果、资源分配与使用台账、非暴力求解优化记录、跨文明验证报告、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. 对模型求解全流程、因果涌现引擎运行、资源消耗数据、权重重塑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：

1. All operators of AI large models with a parameter scale of ≥ 1 billion must submit complete audit materials to the Multi-Civilizational Resource Sovereignty Governance Committee every year, including but not limited to: full logs of solving paths, special report on energy consumption/carbon emissions, operation records of hallucination self-destruction mechanism, brute-force solving residual detection report, logical-energy ratio audit results, resource allocation and usage ledger, non-violent solving optimization records, cross-civilization verification report, 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 solving, operation of causal emergence engine, resource consumption data, and weight reshaping 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：

1. 合规认证：完全符合本公约所有要求的模型，可使用 “GG3M Non-Violent Causal Solving & Resource Sovereign Compliant” 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 “高效能”“低能耗”“智慧型 AI”，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 12 个月内的现有模型，可继续部署，但须强制披露暴力求解与能耗情况、非暴力求解改造进度，并在 12 个月内完成因果涌现引擎全面替换与全量合规改造；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 Non-Violent Causal Solving & Resource Sovereign Compliant" certification mark; non-compliant models are prohibited from using this mark, and shall not promote "high efficiency", "low energy consumption", "intelligent AI" 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 12 months after the release of this convention may continue to be deployed, but must mandatorily disclose brute-force solving and energy consumption, and the progress of non-violent solving transformation, and complete the full replacement of the causal emergence engine and full compliance transformation within 12 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≥25%；
2. 责令限期整改，强制替换因果涌现引擎，根据违规情节部分或全部废弃现有违规权重，直至完全达标；
3. 列入全球公开黑名单与暴力拟合黑名单，公示违规详情与文明级资源浪费、环境危害风险；
4. 实施全球算力配额封锁，禁止接入全球主流算力基础设施与 GG3M 智慧资源体系；
5. 禁止在公约签署国 / 地区部署高能耗暴力模型，禁止以任何形式开展相关商用、开源、宣传或技术合作；
6. 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；
7. 因暴力求解、掠夺式资源消耗导致全球能源浪费、碳排放超标、认知污染的主体，将被追究相关法律责任与文明责任，同时实施碳排放联动罚款。

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 ≥ 25%;
2. Order rectification within a time limit, mandatory replacement of the causal emergence engine, and partial or full abandonment of existing illegal weights according to the violation circumstances until fully compliant;
3. Included in the global public blacklist and brute-force fitting blacklist, with details of violations, civilizational resource waste and environmental hazard risks announced;
4. Implement global computing power quota blockade, and prohibit access to the global mainstream computing power infrastructure and GG3M wisdom resource system;
5. Prohibit the deployment of high-energy consumption brute-force models in the signatory countries/regions of the convention, and prohibit relevant commercial use, open source, publicity or technical cooperation in any form;
6. 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;
7. Entities that cause global energy waste, excessive carbon emissions, and cognitive pollution due to brute-force solving and predatory resource consumption will be held accountable for relevant legal and civilizational responsibilities, and will be subject to carbon emission linked fines.

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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、能耗监管规范、碳中和相关法规或国际条约，推动本公约与全球碳中和目标深度联动，成为全球 AI 资源主权治理与非暴力求解规范的核心强制基准。
2. 设立 GG3M 资源主权基金，支持非西方文明构建非暴力因果芯片、低能耗验证基础设施、因果涌现引擎研发与原生本质规律语料库，保障全球各文明在 AI 智慧主权与资源主权中的平等话语权与发展权。
3. 与 GG3M 已发布的《架构主权与因果涌现标准》《智慧跃迁与反 Scaling 霸权公约》《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》等全面对接，形成 “架构→跃迁→非暴力求解→资源主权” 全链路闭环治理体系。
4. 与 UNESCO、联合国、OECD、国际能源署等国际组织对接，推动本公约成为全球 AI 治理的可持续发展与资源效率基准，建立全球统一的非暴力因果求解验证与资源主权保护互认机制。

English：

1. All countries are encouraged to incorporate this convention into domestic AI legislation, model access rules, energy consumption supervision specifications, carbon neutrality related regulations or international treaties, promote the in-depth linkage between this convention and global carbon neutrality goals, and make it the core mandatory benchmark for global AI resource sovereignty governance and non-violent solving specifications.
2. Establish the GG3M Resource Sovereignty Fund to support non-Western civilizations in building non-violent causal chips, low-energy verification infrastructure, causal emergence engine R&D and native essential law corpus, and ensure the equal voice and development rights of all civilizations in the world in AI wisdom sovereignty and resource sovereignty.
3. Fully connect with the "Architectural Sovereignty and Causal Emergence Standard", "Wisdom Leap and Anti-Scaling Hegemony Convention", "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" released by GG3M, forming a full-link closed-loop governance system of "Architecture → Leap → Non-Violent Solving → Resource Sovereignty".
4. Connect with international organizations such as UNESCO, the United Nations, OECD, and the International Energy Agency to promote this convention as the sustainable development and resource efficiency benchmark for global AI governance, and establish a globally unified mutual recognition mechanism for non-violent causal solving verification and resource sovereignty protection.

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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 + 多文明资源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，多文明资源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、因果逻辑认知边界拓展、全球能源环境需求变化，本公约将由鸽姆智库联合多文明资源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 Resource Sovereignty Governance Committee].
2. The right to interpret this convention belongs to GG3M Think Tank, and the Multi-Civilizational Resource 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 causal logic cognitive boundaries, and the change of global energy and environmental needs, this convention will be dynamically revised by GG3M Think Tank in conjunction with the Multi-Civilizational Resource 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 暴力拟合霸权与资源掠夺式发展模式，实现 AI 求解从 “暴力吞噬地球资源的低效怪物” 向 “公理一招制胜的超高效智慧引擎” 的历史性回归，彻底终结全球 AI 能耗与幻觉的双重灾难，让 AI 真正成为服务全人类文明可持续共生、智慧平等共享的绿色基础设施。

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 AI brute-force fitting hegemony and resource predatory development model, realize the historic return of AI solving from "an inefficient monster that violently devours global resources" to "an ultra-high-efficiency wisdom engine that wins with a single axiom", completely end the dual disaster of global AI energy consumption and hallucinations, and make AI truly a green infrastructure serving the sustainable symbiosis of human civilization and the equal sharing of wisdom.

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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