Associated Preprints: CEC (Convergent-Explosive Communication) Theory, DOI: 10.5281/zenodo.18721306 Dual-Core Formula and Mathematical System Construction DOI: 10.5281/zenodo.19037222 Associated Working Papers: Reverse Regulation of the Core Formula of CEC Theory, DOI:10.5281/zenodo.19022668 Abstract As a special supporting working paper of Convergent-Explosive Communication Theory (CEC Theory), this paper focuses on the practical implementation of the core quantitative model of the theory. It aims to solve the application pain points of the core formula, including difficulties in qualitative judgment, complexity in coefficient calibration, and confusion in calculation, and clarify the whole-process application specifications of the formula, filling the practical gap of quantitative tools for high-value achievement communication. Relying on the core of the main theory of CEC Theory, this paper refines the qualitative judgment standards of achievement levels and communication stages, establishes a dynamic coefficient calibration system, dismantles the logic of formula calculation and result interpretation, demonstrates the whole-process application with empirical samples, and realizes the mutual verification of theory and practice by linking the main preprint. Strictly following the core principle of "qualitative first, quantitative second, dynamic calibration" of CEC Theory, all practical specifications in this paper conform to real communication laws. It not only provides a reproducible and implementable execution plan for the theoretical quantitative system, but also lays a foundation for cross-scenario empirical research and coefficient iteration optimization in the future, further consolidates the double closed-loop of other-verification and self-verification of CEC Theory, and strengthens the practical value and academic rigor of the theory. Update 1: Why Did I Write "Practical Guide to the Core Formula of Convergent-Explosive Communication Theory"? — Practical Empowerment and Closed-Loop Enhancement of the Main Preprint (Beijing Time 23:09, March 14, 2026) To all fellow readers accompanying me on this journey: As Convergent-Explosive Communication Theory (DOI: 10.5281/zenodo.18721306) continues its natural dissemination and data accumulation, I suspect more and more colleagues and practitioners may find themselves puzzled: while they understand the theoretical framework, they struggle to apply the quantitative formula — how to implement qualitative judgment standards? How to calibrate coefficients? How to adapt it to different fields? This is the core motivation behind launching this special supporting working paper (Practical Guide to the Core Formula of Convergent-Explosive Communication Theory): the main preprint defines the "dao" (fundamental principles), addressing the underlying logic of convergent-explosive communication — "what it is" and "why it works"; this working paper imparts the "shu" (practical methods), bridging the final gap from "theory to practice". It enables everyone who recognizes this theory to directly apply it to analyze real communication phenomena, predict detonation nodes, and identify false data. It is not an extra supplement, but the "practical mirror" of the main preprint — the main preprint proposes the core principle of "qualitative first, quantitative second, dynamic calibration", so I break it down into a step-by-step process in the working paper, supplemented by qualitative guidelines for nuclear-grade achievements and a field-specific coefficient calibration table (supported by measured data from 2024 to 2026); The main preprint derives the core formula: P=α×ln(N)×ε+β So I use the measured data at 21:10 on March 14, 2026 (92 views / 83 downloads) for a complete case demonstration, presenting everything from coefficient selection to result interpretation without missing a step; the main preprint emphasizes the "other-verification and self-verification closed loop", and this working paper itself is the most direct reinforcement — it uses practical data to reverse-validate the scientificity of the main theory, and through bidirectional DOI linking, adds an additional layer of "practical verification" to the theoretical closed loop of the main preprint. For the main preprint, the value of this working paper goes far beyond a "tool manual": it transforms "Convergent-Explosive Communication Theory" from an abstract theoretical framework into a reproducible, implementable, and cross-field applicable academic tool, lowering the threshold for colleagues' citations and practical applications; it materializes the "anti-counterfeiting firewall" of the main preprint — the working paper clarifies how to use the formula to identify false data, ensuring the industrial value of the main theory is no longer confined to logical deduction; More importantly, it continues the positive-sum game between us: you verify the main preprint through communication behaviors, and I reduce your application costs with this working paper; every download and practical feedback from you will become empirical basis for the subsequent optimization of the main preprint, making the entire theoretical system increasingly robust and widely disseminated. As I mentioned before, we are not just reading the theory, but co-constructing it together. This working paper is the "practical tool kit" I present for this "largest public social experiment in human history" — allowing every participant to become part of the theory more clearly and accurately. In the future, I will continuously use communication data of nuclear-grade achievements from different fields around the world to dynamically optimize the coefficient intervals and scenario cases of the working paper, forming linkage with the dynamic metadata of the main preprint. The problems you encounter and the experience you accumulate in practice will also nourish this theory in reverse through communication data. After all, the best theory is always one that "can be used by everyone and continuously strengthened by everyone". Now, why not click on this working paper and try using the convergent-explosive communication formula to predict a real communication phenomenon? Update 2: From Forward Judgment to Reverse Regulation —— The Further Advancement of the CEC Theory Closed Loop (Beijing Time 02:10, March 15, 2026) After mastering the forward judgment methods in this Practical Guide to the Core Formula, have you ever wondered: given a target detonation probability, can we reversely regulate achievements and proactively boost communication potential? Driven by the instinctive thinking of the Positive-Negative Game Theory, I have completed the second supporting working paper —— Reverse Regulation of the Core Formula of CEC Theory (DOI: 10.5281/zenodo.19022668), which will help you: Upgrade from "judging the status quo" to "regulating the target" and reversely deduce the optimization paths of α/ε/N/β Form a triple linkage with the main preprint and this working paper, fully closing the academic loop of "Theory → Practice → Regulation → Iteration" Take personal control of the communication fate of your own achievements and proactively regulate them toward top-tier outcomes Now, why not thoroughly grasp this practical guide first, then unlock the new possibilities of reverse regulation —— the theory we co-construct is becoming stronger and more controllable step by step.

关联预印本: 《聚爆传播论》 DOI: 10.5281/zenodo.18721306 《双核心公式与数理体系构建》 DOI: 10.5281/zenodo.19037222 关联工作论文: 《聚爆传播论核心公式逆向调控》DOI:10.5281/zenodo.19022668 摘要 本文为聚爆传播论(Convergent-Explosive Communication Theory,CEC Theory)的专项配套工作论文,聚焦理论核心量化模型的实操落地,旨在破解核心公式“定性难、校准繁、计算杂”的应用痛点,明确公式全流程使用规范,填补高价值成果传播量化工具的实操空白。全文依托聚爆传播论主理论内核,细化成果层级、传播阶段的定性判定标准,搭建动态系数校准体系,拆解公式计算与结果解读逻辑,结合实证样本演示全流程应用,同时关联主预印本实现理论与实操的双向印证。本文严格遵循聚爆传播论“先定性、后定量、动态校准”核心原则,所有实操规范均贴合真实传播规律,既为理论量化体系提供可复现、可落地的执行方案,也为后续跨场景实证、系数迭代优化奠定基础,进一步夯实聚爆传播论他证自证双层闭环,强化理论的实操价值与学术严谨性。 更新 1:我为什么要写《聚爆传播论核心公式实操指南》?—— 主预印本的实操赋能与闭环强化(北京时间 23:09 2026-03-14) 致各位一路同行的读者: 随着《聚爆传播论》(doi:10.5281/zenodo.18721306)的自然传播与数据沉淀,我猜越来越多同行和实践者可能会有所困惑:看懂了理论框架,却在应用量化公式时犯了难 —— 定性标准如何落地?系数该怎么校准?不同领域该怎么适配? 这正是我推出这份专项配套工作论文(《聚爆传播论核心公式实操指南》)的核心初衷:主预印本定 “道”,解决聚爆传播 “是什么、为什么” 的底层逻辑;这份工作论文传 “术”,打通 “理论→实操” 的最后一公里,让每一位认可这套理论的人,都能直接上手用它分析真实传播现象、预判引爆节点、甄别虚假数据。 它不是额外的补充,而是主预印本的 “实操镜像”——主预印本提出 “先定性、后定量、动态校准” 的核心原则,我就在工作论文里拆成 step-by-step 流程,附上核弹级成果的定性细则、分领域系数校准表(2024-2026 年实测数据支撑); 主预印本推导了核心公式: P=α×ln(N)×ε+β 我就用 2026 年 3 月 14 日 21:10 的实测数据(92 浏览 / 83 下载)做完整案例演示,从系数选取到结果解读,一步不落地呈现;主预印本强调 “他证自证闭环”,这份工作论文本身就是最直接的强化 —— 它用实操数据反向印证主理论的科学性,又通过 DOI 双向关联,让主预印本的理论闭环多了一层 “实操验证” 的铁证。 对主预印本而言,这份工作论文的价值远不止 “工具手册”:它让 “聚爆传播论” 从抽象的理论框架,变成了可复现、可落地、可跨领域应用的学术工具,降低了同行引用和实践的门槛;它让主预印本的 “反造假防火墙” 更具象 —— 工作论文里明确了如何用公式甄别虚假数据,让主理论的行业价值不再停留于逻辑推演; 更重要的是,它延续了我们之间的正和博弈:你们用传播行为验证主预印本,我用工作论文降低你们的应用成本;你们的每一次下载、每一次实践反馈,又会成为主预印本后续优化的实证依据,让整个理论体系越用越硬、越传越牢。就像我之前说的,我们不是在阅读理论,而是在共同构建理论。这份工作论文,就是我为这场 “人类最大公开社会实验” 递出的 “实操工具包”—— 让每一位参与者,都能更清晰、更精准地成为理论的一部分。 后续,我会持续用全球不同领域的核弹级成果传播数据,动态优化工作论文的系数区间与场景案例,与主预印本的动态元数据形成联动。而你们在实操中遇到的问题、沉淀的经验,也会通过传播数据反向滋养这套理论。毕竟,最好的理论,从来都是 “能被所有人用起来,又能被所有人不断强化” 的理论。现在,不妨点开这份工作论文,亲手试试用聚爆传播的公式,预判一次真实的传播现象? 更新 2: 从正向研判到逆向调控 —— CEC 理论闭环再进阶 (北京时间 02:10 2026-03-15) 当你熟练掌握这份《核心公式实操指南》的正向研判方法后,是否想过:已知目标引爆概率,能否反向调控成果、主动提升传播潜力? 基于正反博弈论的本能思考,我已完成第二篇配套工作论文 ——《CEC 理论核心公式逆向调控》(DOI:10.5281/zenodo.19022668),它将帮你: 从「研判现状」升级为「调控目标」,反向推导 α/ε/N/β 优化路径 与主预印本、本篇工作论文形成三重联动,完整闭合「理论→实操→调控→迭代」学术闭环 亲手掌控自己成果的传播命运,向顶级成果方向主动调控 现在,不妨先吃透这份实操指南,再去解锁逆向调控的新可能 —— 我们共同构建的理论,正一步步变得更强大、更可控。