Fan Yafu / Southeast Asia marketing architect
Strategy, team training and AI workflows for brands selling in Malaysia, Indonesia, Thailand and Vietnam, from the founder of AsiaInfluencerX.
Services
For brands entering Malaysia, Indonesia, Thailand or Vietnam.
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Book a call about thisRedesign how your team plans, makes and measures content with AI.
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One focused session on your biggest question, with written notes and next steps.
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Review of your market data, channels, team and content, ending in a prioritised plan.
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Monthly reviews with your team, decisions on budget and creators, and on-call advice.
Background
Founder of AsiaInfluencerX, a Southeast Asian influencer and live-commerce agency with a network of 30,000+ verified creators across Malaysia, Indonesia, Thailand and Vietnam.
From May 2019 to April 2021 Fan wrote 网红666, a weekly column on the creator economy, for the Malaysian Chinese daily China Press. He is also the founder and chief strategist of Yafu Global and an author at 5D Library, where he has published thirty-six bilingual monographs with DOIs.
AsiaInfluencerX was ranked No.1 TikTok Shop Partner in Malaysia in TikTok's partner rankings. See the rankings.
Published monographs · 研究专著与公开方案
Simon's Scarcity Law, Power-Law Networks and Conversion Funnels in Creator Commerce
Simon's scarcity law and a daily attention budget, preferential attachment and power-law audiences, information cascades and tipping points, the conversion funnel as an absorbing Markov chain, two-sided platforms and stacked commissions, machine-readable reputation and the merchants of the Shiji, with a four-week attention ledger and a pre-registered trial.
从西蒙的稀缺定律、优先连接与幂律、信息级联与阈值相变，到马尔可夫转化漏斗、双边市场与《货殖列传》，附四周注意力账本与预注册随机试验。
Disclosure: this site and 5D Library are run by the same group, founded by the author. 说明：本站与 5D Library 同属作者创办的集团。
Self-Attention Geometry, Ashby's Requisite Variety and Cognitive Projection in Information Theory and East Asian Philosophy of Mind
Why two people who ask the same language model the same question come away with opposite impressions: conditional entropy and what a prompt adds, the geometry of self-attention, Ashby's law of requisite variety and the limits of verification, projection and confirmation bias, model collapse and how real data prevents it, and what the evidence on human–AI teams actually shows, read beside Zhuangzi's mirror and Yogācāra thought, with a four-step prompt audit and a pre-registered double-blind trial.
为什么两个人问同一个语言模型会得到截然不同的印象：条件熵与提示带来的信息、自注意力几何、阿什比必要多样性与核查的上限、投射与确认偏误、模型崩溃与真实数据，以及人机团队的真实证据，与庄子之镜、唯识学并读，附四步提示审计与预注册双盲试验。
Disclosure: this site and 5D Library are run by the same group, founded by the author, which uses AI tools in influencer marketing, digital marketing and content production. 说明：本站与 5D Library 同属作者创办的集团，集团在网红营销、数字营销和内容制作中使用 AI 工具。
Psychological Inertia, Static Friction Thresholds, Kramers Escape Rate in Double-Well Potentials and Habit Phase Transitions, Read Beside East Asian Philosophy of Practice
Why starting is harder than continuing, modelled as cross-disciplinary analogies: status quo bias and defaults, static against kinetic friction and why moving forward needs grip rather than resistance, Kramers' escape rate from a double well and why lowering a barrier alone also speeds relapse, hysteresis and tipping points, learning by teaching and complex contagion, and the failed replications of ego depletion, read beside the Book of Changes, Wang Yangming and a Chan case, with a four-step barrier audit and a pre-registered trial of peer tutoring.
为什么开始比继续难（跨学科类比与简化模型）：维持原状偏差与默认选项、静摩擦与动摩擦以及「前进需要抓地力而不是阻力」、双势阱克莱默斯逃逸率与「只降势垒也会加速复发」、滞后与临界点、为教而学与复杂传染、自我损耗的重复失败，与《周易》、王阳明《传习录》和禅宗公案并读，附四步势垒核查表与同伴辅导的预注册随机试验。
Disclosure: this site and 5D Library are run by the same group, founded by the author, who uses these books as the basis of his community courses, the 5D Ascension Cards (Dimensional Shift Card Decks) and the Yafu AI knowledge base. 说明：本站与 5D Library 同属作者创办的集团，作者以这些书作为其社群认知课程、升维牌卡（5D Ascension Cards）与 Yafu AI 知识库的方法论基础。
Markov Blankets, Variational Free-Energy Minimisation, Exploration-Exploitation Trade-offs and East Asian Causality in Computational Neuroscience
How a mind that predicts the world can keep acting out the same script: the free-energy principle and active inference, a small agent whose pessimistic prior drives it back into the same trap, Markov blankets and their critics, bandits and the value of exploration, low-stakes sandboxes, and chaos without free will, read beside Yuan Huang's Four Lessons and Yogācāra thought, with a four-step Bayesian audit and a pre-registered trial of a structured sandbox workshop.
一个预测世界的大脑为什么会反复演出同一个剧本：自由能原理与主动推理、悲观先验驱动智能体反复落入同一陷阱的模型、马尔可夫毯及其批评、多臂老虎机与探索的价值、低风险沙盘，以及混沌不等于自由意志，与袁黄《了凡四训》和唯识学并读，附四步贝叶斯审计与结构化沙盘工作坊的预注册随机试验。
Not psychotherapy. Disclosure: this site and 5D Library are run by the same group, founded by the author, who uses these books as the basis of his community courses, the 5D Ascension Cards (Dimensional Shift Card Decks) and the Yafu AI knowledge base. 本书不是心理治疗。说明：本站与 5D Library 同属作者创办的集团，作者以这些书作为其社群认知课程、升维牌卡（5D Ascension Cards）与 Yafu AI 知识库的方法论基础。
Relational Contracting, Optimal Stopping Thresholds and Institutional Distance, Read Beside the Art of War
Why the same exit can read as prudence to one partner and betrayal to another: commitment games and adaptive search, real options and when staged entry beats a single commitment, optimal stopping and why the best exit rule is more patient early on than a three-month stop-loss, incomplete and relational contracts and when a hybrid contract helps, delay and gain in fast iteration, institutional distance across Southeast Asia, and multitask agency, read beside the Art of War, the Book of Changes and the Analects, with a four-step contract alignment checklist and a pre-registered vignette experiment in five countries.
为什么同一次退出，在一方看来是审慎、在另一方看来是背信：承诺博弈与适应性寻优、实物期权与分阶段进入何时优于一次性投入、最优停时与「最优退出规则在早期比三个月止损线更有耐心」、不完全契约与关系型契约以及混合契约何时有利、快速迭代中的延迟与增益、东南亚的制度距离与多任务委托代理，与《孙子兵法》《周易》《论语》并读，附四步契约对齐核查表与五国预注册情景实验。
Not legal, financial or investment advice. Disclosure: this site and 5D Library are run by the same group, founded by the author, whose companies Asia Influencer X and Yafu Global sign cooperation agreements with local partners in Southeast Asia; the book's experiment does not recruit from their clients, partners or creators. 非法律、财务或投资建议。说明：本站与 5D Library 同属作者创办的集团；作者创办的 Asia Influencer X 与 Yafu Global 经常与东南亚本地伙伴签订合作协议，书中的实验不从其客户、合作伙伴或达人中招募。
From Itô's Lemma on Geometric Brownian Motion and Ruin Barriers to Barbell Portfolios, Read Beside the Shiji's 'Biographies of the Money-Makers'
Why a bet with a positive expected return can still ruin almost everyone who keeps playing it: ensemble against time averages, Itô's lemma and volatility drag, leverage and the growth rate, the Kelly criterion and why twice Kelly earns only the risk-free rate, fractional Kelly under estimation error, cash buffers and the probability of ruin, Shannon's demon and rebalancing, and fat tails and the real costs of a barbell, read beside the Shiji's 'Biographies of the Money-Makers', with a four-step survival-and-compounding checklist and a pre-registered behavioural experiment.
为什么一个期望收益为正的赌局，仍会让几乎每个一直玩下去的人走向归零：集合平均与时间平均、伊藤引理与波动率税、杠杆与增长率、凯利准则与「两倍凯利只剩无风险利率」、参数估计误差下的分数凯利、现金缓冲与破产概率、香农恶魔与再平衡、肥尾与杠铃策略的真实代价，与《史记·货殖列传》并读，附四步生存与复利核查表与预注册随机行为实验。
Not investment or financial advice; the book recommends no security, fund or product. Disclosure: this site and 5D Library are run by the same group, founded by the author, who uses these books as a methodological reference for his community courses, the 5D Ascension Cards (Dimensional Shift Card Decks) and the Yafu AI knowledge base. He holds no financial-services licence and provides no investment advice, account management or trading-signal service. 非投资或财务建议；本书不推荐任何证券、基金或产品。说明：本站与 5D Library 同属作者创办的集团，作者以这些书作为其社群课程、升维牌卡（5D Ascension Cards）与 Yafu AI 知识库的方法论参考。作者不持有任何金融服务牌照，不提供任何投资顾问、代客理财或交易信号服务。
From Minsky's Financial Instability Hypothesis and Sandpile Power-Law Avalanches to Implied-Volatility Skew, Read Beside Classical Chinese Thought on Rise and Decline
How stable growth can breed fragility, modelled without pretending to predict: Minsky's hedge, speculative and Ponzi finance and the Goodwin–Keen model, in which nearby starting points either settle down or end in a debt explosion; sandpiles and how to fit a power law properly; margin and liquidity spirals; GARCH and fat tails; Black–Scholes implied volatility and the skew; and critical slowing down and why log-periodic fits find 'crash dates' even in random walks, read beside the Book of Changes, the Daodejing and the Discourses on Salt and Iron, with a portfolio-fragility checklist and a pre-registered randomised experiment.
稳定增长如何孕育脆弱性（只建模机制，不假装预测）：明斯基的对冲、投机与庞氏融资，古德温–基恩模型中相近起点或收敛、或走向债务爆炸，沙堆模型与幂律的正确拟合，保证金与流动性螺旋，GARCH 与肥尾，布莱克–斯科尔斯隐含波动率与偏度，以及临界慢化与「对数周期拟合连随机游走也能找出崩盘日期」，与《周易·泰》《道德经》《盐铁论》并读，附组合脆弱性核查表与预注册随机对照实验。
Not investment advice; the book predicts no market level or date and recommends no product. Disclosure: this site and 5D Library are run by the same group, founded by the author, who uses these books as a methodological reference for his community courses, the 5D Ascension Cards (Dimensional Shift Card Decks) and the Yafu AI knowledge base. He holds no financial-services licence and provides no investment advice, account management or trading-signal service. 非投资建议；本书不预测任何市场点位或时间，不推荐任何产品。说明：本站与 5D Library 同属作者创办的集团，作者以这些书作为其社群课程、升维牌卡（5D Ascension Cards）与 Yafu AI 知识库的方法论参考。作者不持有任何金融服务牌照，不提供任何投资顾问、代客理财或交易信号服务。
From Posner's Tripartite Network and Motivation Crowding-Out to the Information Theory of Flow, Read Beside Neo-Confucian Reverence (Jìng)
Posner's alerting, orienting and executive networks and the limits of the Attention Network Test; working memory of about four chunks and cognitive load; task-switching costs, attention residue and what the interruption studies really found; when extrinsic rewards crowd out intrinsic motivation and when they do not; autonomy, competence and relatedness; and flow, read beside Cheng Yi and Zhu Xi on reverence, Xunzi's 'empty, unified and still' and Zhuangzi's cicada-catcher, with a four-step attention-and-motivation checklist and a pre-registered crossover trial on phone proximity.
波斯纳的警觉、定向与执行三网络及注意网络测验的局限；约 4 个组块的工作记忆与认知负荷；任务切换代价、注意力残留与打断研究的真实结论；外在奖励何时挤出、何时不挤出内在动机；自主、胜任与归属；心流，与程颐、朱熹论敬、《荀子·解蔽》「虚壹而静」与《庄子·达生》承蜩并读，附四步注意力与动机核查表与关于手机距离的预注册交叉试验。
Not a diagnosis of, or treatment for, ADHD, anxiety or any other condition; the book recommends no medication. Disclosure: this site and 5D Library are run by the same group, founded by the author, who uses these books as a methodological reference for his community courses, the 5D Ascension Cards (Dimensional Shift Card Decks) and the Yafu AI knowledge base. 不是 ADHD、焦虑或任何病症的诊断或治疗建议；本书不推荐任何药物。说明：本站与 5D Library 同属作者创办的集团，作者以这些书作为其社群课程、升维牌卡（5D Ascension Cards）与 Yafu AI 知识库的方法论参考。
From the Strength of Weak Ties and Preferential Attachment to Information Cascades, Read Beside Classical Chinese Diplomacy
How the shape of a network decides what a person sees, how far a behaviour travels and why a group goes wrong together: Granovetter's weak ties and what the Facebook and LinkedIn tests really found, small-world shortcuts, Burt's network constraint and brokerage (and where its returns reverse), simple against complex contagion and wide bridges, the dispute over scale-free networks, robustness under failure and attack, PageRank, and Bayesian information cascades and how independent judgement breaks them, read beside the Strategies of the Warring States, the Analects and the Guoyu, with a four-step network checklist and a pre-registered team experiment on anchoring.
网络结构如何决定一个人能看到什么、一种行为能传多远、一个群体为什么会一起走错：格兰诺维特弱连带与脸书、领英的大规模检验，小世界捷径，伯特的网络约束与经纪收益（及其反转），简单与复杂传染和宽桥，无标度网络之争，随机失效与定向攻击下的鲁棒性，PageRank，以及贝叶斯信息级联与独立判断如何打破它，与《战国策》《论语·季氏》《国语·齐语》并读，附四步网络核查表与关于锚定的预注册团队实验。
Disclosure: this site and 5D Library are run by the same group, founded by the author, who uses these books as a methodological reference for his community courses, the 5D Ascension Cards (Dimensional Shift Card Decks) and the Yafu AI knowledge base. The author founded and runs Asia Influencer X and Yafu Global (influencer marketing, digital marketing and consulting), so he has a direct commercial interest in this subject; the book uses no client data and its experiment does not recruit from their clients. 说明：本站与 5D Library 同属作者创办的集团，作者以这些书作为其社群课程、升维牌卡（5D Ascension Cards）与 Yafu AI 知识库的方法论参考。作者创办并经营 Asia Influencer X 与 Yafu Global（网红营销、数字营销与咨询），与本书主题有直接商业利益；书中不使用其客户数据，试验不从其客户中招募。
From Base-Rate Neglect and Signal Detection Theory to Superforecasting, Read Beside Classical Chinese Strategic Calculation
How to measure whether 'probably' is right: Tetlock's expert-forecasting studies and superforecasters, the Brier score and its Murphy decomposition (always forecasting the base rate is perfectly calibrated but has no resolution), base-rate neglect and natural frequencies, signal detection theory and the optimal threshold when costs are unequal, reference-class forecasting and the planning fallacy, and the diversity prediction theorem and when a crowd beats an expert, read beside the Art of War, the Guiguzi and Han Feizi, with a four-step calibration checklist and a pre-registered randomised trial.
「大概会成」到底有多准：泰洛克的专家预测研究与超级预测者，布莱尔分数与墨菲分解（总是报基础率者校准完美但区分度为零），基础率忽略与自然频率，信号检测论与代价不对称下的最优门槛，参考类别预测与计划谬误，多样性预测定理与群体何时胜过专家，与《孙子兵法·计篇》《鬼谷子·揣篇》《韩非子·显学》并读，附四步概率校准核查表与预注册随机对照试验。
Not investment or financial advice; the book makes no market forecast. Disclosure: this site and 5D Library are run by the same group, founded by the author, who uses these books as a methodological reference for his community courses, the 5D Ascension Cards (Dimensional Shift Card Decks) and the Yafu AI knowledge base. He holds no financial-services licence and provides no investment advice, account management or trading-signal service. 非投资或财务建议；本书不作任何市场预测。说明：本站与 5D Library 同属作者创办的集团，作者以这些书作为其社群课程、升维牌卡（5D Ascension Cards）与 Yafu AI 知识库的方法论参考。作者不持有任何金融服务牌照，不提供任何投资顾问、代客理财或交易信号服务。
From Vickrey Auctions and the Myerson-Satterthwaite Theorem to Nash Bargaining, Read Beside Classical Chinese Legalist and Confucian Institutional Thought
How rules shape behaviour, and where good rules must fall short: mechanism design and the revelation principle, Vickrey and first-price auctions and revenue equivalence, the Myerson–Satterthwaite theorem (the best mechanism captures 84.375% of the gains from trade in the uniform case), Nash and Rubinstein bargaining and why a BATNA matters differently in each, lemons and costly signals, and Goodhart's law and audits, read beside Han Feizi, Guanzi, the Analects and Mencius, with a four-step negotiation and incentive checklist and a pre-registered dyadic negotiation experiment.
规则如何塑造行为，好的规则又在哪里必然受限：机制设计与显示原理，维克里与一价拍卖及收益等价，迈尔森—萨特思韦特定理（均匀分布下最好的机制只能实现 84.375% 的交易收益），纳什与鲁宾斯坦议价以及 BATNA 在两者中的不同作用，柠檬市场与高成本信号，古德哈特定律与审计，与《韩非子·定法》《二柄》《管子·明法》《论语》《孟子》并读，附四步机制与议价核查表与预注册双人谈判实验。
Not legal, financial or investment advice. Disclosure: this site and 5D Library are run by the same group, founded by the author, who uses these books as a methodological reference for his community courses, the 5D Ascension Cards (Dimensional Shift Card Decks) and the Yafu AI knowledge base. The author founded and runs Asia Influencer X and Yafu Global (influencer marketing, digital marketing and consulting), so he has a direct commercial interest in this subject; the book uses no client data and its experiment does not recruit from their clients. 非法律、财务或投资建议。说明：本站与 5D Library 同属作者创办的集团，作者以这些书作为其社群课程、升维牌卡（5D Ascension Cards）与 Yafu AI 知识库的方法论参考。作者创办并经营 Asia Influencer X 与 Yafu Global（网红营销、数字营销与咨询），与本书主题有直接商业利益；书中不使用其客户数据，试验不从其客户中招募。
From Saddle-Node Bifurcations and Early-Warning Signals to Cascading Failures, Read Beside Classical Chinese Thought on Incipient Change
Why lakes, reefs, power grids and companies can flip suddenly and find it hard to come back: saddle-node bifurcations and hysteresis, the evidence for alternative stable states (and the dispute over coral reefs), critical slowing down and how reliable its early-warning signals are in finite data, engineering against ecological resilience, cascading failures in networks and why modularity is a firewall with a price, read beside the Book of Changes, the Laozi and Han Feizi, with a four-step resilience checklist and a pre-registered experiment on early-warning dashboards.
湖泊、珊瑚礁、电网与企业为什么会突然翻转、难以回头：鞍结分岔与滞后，可替代稳态的证据（及珊瑚礁之争），临界慢化及其早期预警信号在有限数据中有多可靠，工程韧性与生态韧性，网络中的级联失效与模块化防火墙的代价，与《周易》「履霜，坚冰至」、《老子》「其未兆易谋」、《韩非子·喻老》并读，附四步韧性核查表与关于预警仪表盘的预注册实验。
Disclosure: this site and 5D Library are run by the same group, founded by the author, who uses these books as a methodological reference for his community courses, the 5D Ascension Cards (Dimensional Shift Card Decks) and the Yafu AI knowledge base. 说明：本站与 5D Library 同属作者创办的集团，作者以这些书作为其社群课程、升维牌卡（5D Ascension Cards）与 Yafu AI 知识库的方法论参考。
From Wardrop Equilibria and Selfish Routing to Platform Congestion, Read Beside Classical Chinese Hydraulic Engineering
Why a new road can make everyone slower, and what that means for traffic, attention and platforms: Wardrop equilibria and Braess's paradox (and its twins in springs and circuits), the price of anarchy and the 4/3 bound, Pigouvian tolls and potential games, Hotelling competition and crowded niches, multi-armed bandits and recommendation pools, and Gale–Shapley stable matching, read beside the Shiji, the Guoyu, the Guanzi and the Dujiangyan weir, with a four-step decongestion checklist and a pre-registered group experiment.
多修一条路为什么人人都更慢，这对交通、注意力与平台意味着什么：瓦德罗普均衡与布雷斯悖论（及其在弹簧与电路中的同构），无秩序代价与 4/3 上界，庇古税与势博弈，霍特林竞争与热门赛道拥堵，多臂老虎机与推荐流量池，盖尔—沙普利稳定匹配，与《史记·夏本纪》《国语·周语下》《管子·度地》及都江堰并读，附四步去拥堵核查表与预注册分组实验。
Not business or investment advice. Disclosure: this site and 5D Library are run by the same group, founded by the author, who uses these books as a methodological reference for his community courses, the 5D Ascension Cards (Dimensional Shift Card Decks) and the Yafu AI knowledge base. The author founded and runs Asia Influencer X and Yafu Global (influencer marketing, multi-platform traffic and digital marketing), so he has a direct commercial interest in this subject; the book uses no client data and its experiment does not recruit from their clients. 非经营或投资建议。说明：本站与 5D Library 同属作者创办的集团，作者以这些书作为其社群课程、升维牌卡（5D Ascension Cards）与 Yafu AI 知识库的方法论参考。作者创办并经营 Asia Influencer X 与 Yafu Global（网红营销、多平台流量分发与数字营销），与本书主题有直接商业利益；书中不使用其客户数据，试验不从其客户中招募。
From Hamilton's Rule and Axelrod's Tournaments to Reputation and Costly Punishment, Read Beside Classical Confucian and Mohist Ethics
When cooperation can survive among self-interested players, and when it collapses: the replicator equation and evolutionarily stable strategies, Hamilton's rule and the Price equation, Nowak's five thresholds and the model behind each, Axelrod's tournaments, noise and generous tit for tat, win-stay lose-shift and zero-determinant strategies, image scoring versus the leading eight reputation norms, network reciprocity and what large human network experiments found, and altruistic and antisocial punishment with Ostrom's design principles, read beside Mencius, the Mozi and the Analects, with a four-step cooperation checklist and a pre-registered cluster-randomised trial of second-order reputation labels.
自利的个体之间，合作在什么条件下能维持、又在什么条件下瓦解：复制子方程与演化稳定策略，汉密尔顿法则与普莱斯方程，诺瓦克五个门槛及各自的模型假设，阿克塞尔罗德锦标赛、噪声与慷慨一报还一报，赢定输移与零行列式策略，形象分与「前八」声誉规范，网络互惠与大型人类网络实验的结果，利他惩罚、反社会惩罚与奥斯特罗姆设计原则，与《孟子·尽心上》《墨子·兼爱》《论语·宪问》并读，附四步合作核查表与二阶声誉标签的预注册整群随机试验。
Not moral instruction or business advice. Disclosure: this site and 5D Library are run by the same group, founded by the author, who uses these books as a methodological reference for his community courses, the 5D Ascension Cards (Dimensional Shift Card Decks) and the Yafu AI knowledge base. The author also runs communities and founded and runs Asia Influencer X and Yafu Global (community operations, influencer and brand partnerships), so he has a direct commercial interest in this subject; the book uses no client or community data and its trial does not recruit from them. 非道德说教，也非经营建议。说明：本站与 5D Library 同属作者创办的集团，作者以这些书作为其社群课程、升维牌卡（5D Ascension Cards）与 Yafu AI 知识库的方法论参考。作者还从事社群运营，并创办和经营 Asia Influencer X 与 Yafu Global（社群运营、网红与品牌合作），与本书主题有直接商业利益；书中不使用其客户或社群数据，试验不从其中招募。
From Kleiber's Three-Quarter Power Law and Fractal Supply Networks to the Mortality of Firms, Read Beside Classical Chinese Organisational Thought
What size does to the metabolism of organisms, cities and firms, and how far the analogy holds: Kleiber's law and the 2/3 versus 3/4 dispute, the West–Brown–Enquist network model and its finite-size corrections, the ontogenetic growth equation, sublinear infrastructure and superlinear output in cities, the survival curves of firms, Ringelmann's table and the optimal size of teams, communication channels, spans of control and Dunbar's number (with its wide uncertainty), read beside Sunzi, the Hanfeizi and the Lüshi chunqiu, with a four-step checklist and a pre-registered cluster-randomised trial of modular teams with interface documents in a programming task.
体量对生物、城市与企业的新陈代谢意味着什么，这种类比能走多远：克莱伯定律与 2/3 对 3/4 之争，韦斯特-布朗-恩奎斯特管网模型及其有限尺寸修正，个体生长方程，城市基础设施的亚线性与产出的超线性，企业的生存曲线，林格曼表与团队的最优规模，沟通通道、管理幅度与邓巴数（及其很宽的不确定性），与《孙子·势篇》《韩非子·八经》《吕氏春秋·君守》并读，附四步核查表与模块化编程任务中「分队＋接口文档」的预注册整群随机试验。
Not investment advice or a management promise. Disclosure: this site and 5D Library are run by the same group, founded by the author, who uses these books as a methodological reference for his community courses, the 5D Ascension Cards (Dimensional Shift Card Decks) and the Yafu AI knowledge base. The author also founded and runs Yafu Global and Asia Influencer X, whose business involves the organisational growth and management of firms and teams, so he has a direct commercial interest in this subject; the book uses no client or employee data and its trial does not recruit from them. 非投资建议，也不是管理承诺。说明：本站与 5D Library 同属作者创办的集团，作者以这些书作为其社群课程、升维牌卡（5D Ascension Cards）与 Yafu AI 知识库的方法论参考。作者还创办并经营 Yafu Global 与 Asia Influencer X（企业与团队的组织扩张与管理），与本书主题有直接商业利益；书中不使用其客户或员工数据，试验不从其中招募。
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