Associated Preprints: CEC (Convergent-Explosive Communication) Theory, DOI: 10.5281/zenodo.18721306 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.
Relike Zhou (Sat,) studied this question.