PAUL KUO · ESSAYS

思想 · Essays

Intelligence, regeneration, civilization, creation, memory — thinking through practice, advancing through thought.

2026

Turn Claude Cowork Into Your Control Tower: Running Multiple Parallel Windows From a Single Command Seat Claude Cowork surfaced a prompt I hadn't seen before, offering to spin a task off into its own parallel window. I used it to build a control tower workflow: one window reads and coordinates the rest, and on that first day it caught a monitoring schedule that had been silently stalled for eight days. This article breaks down how to build it yourself, what it can do, and where it stops. "Technology Is Never Neutral": The Pope's AI Encyclical In May 2026, Pope Leo XIV released his first encyclical, Magnifica Humanitas, devoted entirely to AI. It is not about "AI is evil." It rests on one sentence: technology is never neutral. This piece lays out the five heaviest arguments in the encyclical, and explains why, from the height of Church teaching, it confirms judgments like technology's non-neutrality and the idea that human worth does not rest on efficiency. Post-Fable 5 Thoughts on Collaboration: Difficulty Should Be the Constant Many model dispatchers hardcode model capabilities into their rules, so they quietly expire whenever a model updates. This piece proposes a two-layer design that treats difficulty as a constant and capability as a variable: a stable difficulty taxonomy, a dated binding table, and a recalibration heartbeat that lets the dispatch system outlast model generations. The Engineer with Six Months to Live, and His Bread In the 1970s, engineer Ōchi Shūzō was diagnosed with cancer and given six months to live. He traveled to Europe, learned to bake bread, and restored his health through a bread-centered diet. His story shaped fermentation master Shiga Katsuei's thinking on "food as medicine" and offers a window into why long-fermented bread works differently on the body. Part of the Taiwan-Japan bread series. Egg Tarts, Shokupan, and a Bread That Refuses to Chase Trends Taiwan has a habit of treating food as fast-moving consumer goods: egg tarts, shokupan, one craze after another, arriving quickly and fading just as fast. But a bread built around long fermentation and health can't be sold with FMCG logic. This is the tension the author kept running into while doing marketing for a Taipei bakery. Third and final installment of the Taiwan-Japan Bread series. The Church Is Not Too Slow. It Has Forgotten What Should Stay Slow. "The church can't keep up with AI" is not the whole truth: the Vatican signed the Rome Call 33 months before ChatGPT, and 24% of U.S. pastors use AI to write or revise sermons. The real problem is a mismatch between trust and use: 48% of U.S. adults are willing to trust AI for spiritual growth while only 12% of pastors are, and the model's default is silent on faith. The crisis for the church in the age of AI is losing sovereignty over rhythm. When AI Starts Choosing Its Users A live debugging session on the evening of July 1, 2026, at Shanghai Hongqiao Airport: a Taiwan SIM on international roaming exited through a Hong Kong cloud datacenter ASN, and Claude returned 302 app-unavailable-in-region. This piece traces the full investigation — HTTP responses, exit IPs, ASN lookups, single-variable controlled tests — then uses Anthropic's supported-regions policy, its distillation attack report, and a WIRED investigation to unpack the geopolitical character of AI services and a two-axis redundancy strategy. Long Fermentation in a Fast Age In an era where everything demands speed, Masayoshi Shiga and his apprentice Lisa let a single loaf ferment for 18 hours. Fast fermentation is a product of industrial thinking; a system with no option to slow down is a system out of control. The second piece in the Taiwan-Japan Bread series. 1665 to 2026: A Theological Dialogue from the Royal Society to Anthropic In 1665, Henry Oldenburg self-funded the printing of the world's first scientific journal, Philosophical Transactions, and in the process invented a mechanism that separated creation from judgment. 361 years later, Anthropic built that same boundary into AI, while churches in Taiwan debate whether to let AI write sermons. This piece takes the long view: the dialogue between science and faith has never stopped, and AI is only its latest round. The Director of This Taipei Bakery Lives in Tokyo In 2019, Lin-san asked me in Japan whether I'd help look after a bakery he'd invested in back in Taiwan. I only later discovered that the shop's listed 'director' was Tokyo fermentation master Shiga Katsueii, and the head baker was his apprentice. A story about how Taiwan-Japan collaboration happens through fate, not planning. Transync AI Review: Is It Any Good? The Free Alternative Comparison I Put Together Is Transync AI any good? This piece lays out its features, pricing, and limitations so you can decide whether it's worth subscribing to. If the monthly fee stacking up with usage bothers you, or you want data control over your meeting content, the later part of the article includes a free alternative and a full comparison table. AI Can Find the Average. It Cannot Find You. The stronger AI gets, the smoother the prose, and the less it sounds like a person. That's because what makes writing human isn't in the layer AI can generalize. It lives where rules run out and models fall short. This piece is about where the work of removing AI-ness actually ends, and why AI can learn your style but not your essence. Removing the AI Flavor: Two Lines, Five Things to Automate How do you actually remove the AI flavor from your writing? I break it into two lines you can scan sentence by sentence: one asks 'does this sound like a machine wrote it,' the other asks 'is this sentence finished.' Five of the checks can be scripted and automated; the rest require human judgment. This is a method you can take and use directly. Three Months to Quit the AI Tells in My Writing Plenty of articles teach you to spot AI-flavored writing. The hard part isn't identifying it in someone else's work. It's this: once AI has learned your tone, can you still tell which sentences you actually chose, and which ones habit finished for you? This piece documents how I spent three months turning "remove the AI tells" from a gut feeling into a repeatable process. When AI Starts Building Itself A reading guide to Anthropic Institute's "When AI builds itself." Engineers are shipping eight times as much code per quarter as they did a few years ago, over 80% of it written by Claude, and success rates on the hardest open-ended tasks climbed from single digits to 76% in six months. AI is accelerating AI's own development. Full recursive self-improvement isn't here yet — and isn't inevitable — but it may arrive before most institutions are ready. You Can Copy the Method, But Not the Feel Online you often see posts like "I built an entire system in a few days, almost all I had to do was press a button." This piece uses Zhuangzi's old craftsman, Polanyi's tacit knowledge, and Aristotle's learning-by-doing to take apart one thing: the explicit stuff (methods, rules, checklists) is something anyone can copy, but the feel and judgment that actually make it work can only grow inside you. At the end is a four-stage method for gauging AI collaboration, plus a "pre-reading probe" tool. I Had Codex Catch Claude's Mistakes — But I Don't Just Take Its Word for It Using a second AI as an independent reviewer means more than just "asking another model." The real design challenge is building a protocol that preserves independence: questions must not carry embedded conclusions, raw outputs must be filed, the reviewer only flags problems and cannot modify code directly, and cross-comparison must distinguish consistent findings from genuine disagreements. This article documents how I used this mechanism to have codex review Claude. Across two rounds, it caught ten bugs — and punctured my own claim that I had "already blocked the half-success case." The guard looked solid. It wasn't actually guarding anything. Financial Freedom Is More Than Just a Money Question While clearing out a drawer, I came across a student ID from China Evangelical Seminary dated 2000, and suddenly it carried me back to those years when I placed faith and calling above income. When I was young, I once ran a money stress test on myself: at the time my monthly income was a little over thirty thousand NTD, and I forced myself to keep only one-tenth of it as living expenses. That wasn't romanticism, nor was it a performance — it was simply a test of myself: if money was not the core of my sense of security, could I hold steady? After all these years, looking again at so-called "financial freedom," my conclusion has actually become more distilled: it isn't having so much money that you never have to work, but rather no longer letting money decide who I am, how I live, and what I live for. 6/22 GitHub Suspended Me Again — But This Time, My Website Never Went Down On 2026/6/22, my GitHub account was suspended without warning for the second time. But this time, everything was different from 4/29: the website stayed up, the newsletter launched on schedule, and the deployment pipeline was completely unaffected. This article documents the first real-world collision between that resilient architecture and reality — and the new blind spot it exposed: what we call redundancy is sometimes nothing more than a false sense of security built on a shared point of failure. The 28th Proof: Ten Years of Pressing Theology into Every Word After graduating with a Master of Divinity from China Evangelical Seminary in 2003, my first ministry-related role was sitting at an editorial desk as one of the editors for a study Bible project, responsible for the Galatians volume of the Chinese Union Version Study Bible — synthesizing the scholarship of a community of scholars into a single book. This work of word-by-word refinement, of pressing theology into every phrase, taught me to turn theological reflection into written pastoral care, and it shaped the way I write to this day. Ultracode: When AI Can Lead a Coding Team, What's Left for Humans? Claude Code introduces Ultracode: a single switch that simultaneously activates maximum-intensity reasoning (xhigh) and automatic dynamic workflow orchestration, enabling AI to autonomously branch into dozens or even hundreds of sub-agents, develop in parallel, and validate through adversarial review. When machines take over even the question of how to decompose work, the core value of the independent worker is pushed toward something harder to automate: knowing when to spend the compute, and knowing what a good result actually looks like. After the Claude Design Update, I Fed My Entire Design System to AI with One Command — The Hard Part Isn't the Command, It's Understanding What It's About to Touch Claude Design shipped an update on June 17 with deep integration into Claude Code, enabling design tools to read codebases and sync against real design systems. I used design-sync to feed paulkuo.tw's design system into AI. This piece isn't about the steps — it's about the three things humans must own as AI agents become more capable: access control, trusting the live source, and independent verification. 10 files, validate exit 0, zero force pushes. Three Claudes, One Loop: How I Connected Design Exploration to Live Implementation Many people assume an AI workflow is a straight pipeline — but real efficiency comes from a loop. This article breaks down how to clarify the capability boundaries of three Claude interfaces and, through well-defined handoff files, build a feedback system that runs from visual design all the way to live deployment. When the Reward Becomes a Voluntary Cage At one in the morning I ordered a Meituan delivery and glimpsed a miniature of 'Delivery Riders, Trapped in the System.' This essay uses the Skinner box, Marx's alienated labor, Heidegger's enframing, and Camus's Sisyphus to dissect how the most sophisticated form of control makes people keep running of their own accord: from the more than two hundred million online gig workers to me, smugly watching my 30% Token usage, we are all in the same box. Those Who Cannot Hear the Music Think the Dancers Are Insane On June 12, 2026, the US government required Anthropic to suspend Fable 5 and Mythos 5 citing export controls and national security. The so-called 'jailbreak' was simply asking the model to read code and find vulnerabilities—something security engineers do every day. What happens when regulators can't hear the industry's music? Ink Earth: Building an Ink-Wash Map with Claude Fable 5 Using Claude Cowork's Fable 5 model, starting from a single sentence to build a WebGL ink-wash interactive map for paulkuo.tw's homepage: washi texture, fluid simulation, mouse interaction, and Taiwan emerging. What once took engineers weeks to implement took just hours of conversation to prototype. Claude Fable 5: AI Work Systems Enter the Long-Task Era What is Claude Fable 5? Anthropic's June 2026 frontier model for long-running tasks: its capabilities, safety routing, pricing, and how to fit it into your workflow. The AI Theater Closes: In 2026, Enterprises Want Verifiable Value, Not Vision The DataIQ Europe Top 100 report indicates that by 2026, boards will evaluate AI based on evidence rather than vision: measurable value, clear risk accountability, and resilience under operational pressure. This article highlights six key insights and proposes an implementation sequence for Taiwanese enterprises: define problems first, establish accountability second, and select tools last. All My Automation Was Working Perfectly, Then They Ganged Up and Bit Me Back Publishing one article should take thirty minutes—it took three hours. The process surfaced six system issues: bot commits causing three mirrors to permanently drift, auto-translation overwriting human translation, articles going live but invisible on homepage, each AI window receiving different specifications. The most ironic part: every component was functioning correctly. This is a one-person company's resilience engineering postmortem: when AI and automation begin intervening in requirements, data, interfaces, and testing, what humans truly need to manage is no longer individual tasks, but an entire new order of work—and how much judgment sovereignty they still retain. Whose Body Is This? AI Is Growing Into an Organ, Not an Organism As AI clusters scale from thousands of chips to hundreds of thousands, the whole system starts to behave like a living thing — dividing labor, circulating, growing a nervous system. But the phrase 'machines are becoming organisms' hides a deeper question: is what's growing a life that can decide for itself, or an organ inside a larger structure of power? A reflection on AI infrastructure, endosymbiosis, platform governance, and autonomy. AI Said It's Fixed, but curl Says Otherwise: Security Audit Notes on Trust, Verification, and Ground Truth Process insights after completing a website security audit using Claude Code's dynamic workflows. Not a story of 'AI perfectly fixed everything,' but a methodology of 'not done until verified': auto-deployment was broken, commits don't equal deployment, and the AI's completion summary had two false items out of eleven. Six Dollars for 447 Translations: One Person's Cross-Platform Content Infrastructure How a non-full-time engineer automatically translated 114 articles into four language versions (total cost $5.99 USD) using Claude Sonnet, built a 312-entry Wiki knowledge graph with Whisper + Haiku, and enabled AI crawlers to directly read entire site content with llms.txt dual-layer indexing. Engineering decisions and pitfall records from three automation pipelines. Governance Harness: A Governance Engineering Practice with One Person and Four AI Windows How a non-full-time engineer built a governance system with four AI windows: from the five articles of a collaboration constitution, the governance-lint pre-commit hook, and 75-endpoint contract tests to a 12,946-file recovery drill — documenting how each layer of the system grew out of real incidents. The Cognitive Science of Five-Party Deliberation: Why Four AI Windows Are Smarter Than One Four AI windows (Chat / Cowork / Codex / Code) each have different cognitive capabilities and structural blind spots. This piece analyzes the cognitive-science foundations of the five-party deliberation model: why epistemic asymmetry is a feature rather than a flaw, the cognitive profile behind the governance exam scores of 97/77/70, and the design logic of governance-lint as a cognitive prosthetic. LCA Is Not Just Science, It's a Compliance System: Fifty-Six Years of Evolution from Coca-Cola 1969 to CBAM 2026 From Coca-Cola's internal defensive study in 1969 to CBAM entering its definitive phase in January 2026, LCA has traveled fifty-six years. This article chronologically traces the formation of standards systems such as ISO 14040, ILCD, LCDN, and EPD, showing how each technical concept corresponds to a moment of political pressure or regulatory change, and revisits how the 2015 Volkswagen Dieselgate scandal transformed the entire logic of regulation. 4/29 GitHub Cut Me Off: Engineering Log of Two Weeks Rebuilding Five-Layer Resilience Architecture On 4/29/2026, my GitHub account was suspended without warning—no reason, no notice. My entire writing, deployment, and CI pipeline went down instantly. This article breaks down the five-layer resilience architecture rebuilt over two weeks: local-first writing, Codeberg + GitLab + Cloudflare R2 triple SSoT, bypassing GitHub Actions to push directly to Cloudflare Pages, contract testing + chaos engineering, and Chat/Cowork/Code three-mode AI session collaboration, while demonstrating why resilient systems must be Human in the Loop, and why the 'Judgment Economy' is rising. Why Is Lithium Starting to Appear in Medical Discussions of European Mineral Water? In August 2025, Harvard's Bruce Yankner team published a decade-long study in Nature: lithium may be a foundational metal for brain function, and in Alzheimer's patients, brain lithium gets "sponged away" by amyloid. The same Yankner laid the groundwork for the amyloid hypothesis 35 years ago, and 35 years later completed it himself. This piece begins with that study and looks back at a century of European lithium-bearing healing waters. EPD and Carbon Footprint Implementation Roadmap: From a Four-Layer Framework to a Manufacturer's Action Checklist The previous article explained why LCA is a compliance system rather than science; this one tackles the implementation problem: CBAM has entered its definitive phase as of 2026/1/1, and manufacturers without an EPD will be assigned higher default values. This article breaks down, by the four-layer framework (method/standards/data/certification), how a manufacturer should go from zero to a first EPD—including a timeline rhythm of 8–18 months, a budget range of NT$500,000–5,000,000, and a management decision checklist. 160 Years, Five Generations, 21 Shareholders: How Hassia Writes 'The Next Generation' Into Every Decision A German mineral water house founded in 1864, still family-run across five generations and 21 shareholders—while rivals like Nestlé sell off their brands. A Rosbacher Glass Bottle's 2,000-Year Journey Rosbacher mineral water has been consumed since Celtic and Roman times, with its first scholarly mention in 1565 in Commentarius de balneis. The parent group Hassia has run on 100% German hydroelectric power since 2015, with its Bad Vilbel plant climate-neutral since 2020, and new Mehrweg bottling equipment saving 20% water and 25% electricity per bottle. This piece tracks one glass bottle's 20,000 km sea journey to Taiwan, exposing both the German producer's responsibility system and the circular logic behind the fit-for-purpose choice of glass for table water. Why Are the Water Menus in European Restaurants Longer Than the Coffee Menus? At Noma, Eleven Madison Park, and El Celler de Can Roca, the water menu is longer than the coffee menu. Why do Europeans think water needs pairing? This piece decodes the mineral fingerprints of twelve waters across six countries, mapped to different cuisine styles. Autoresearch's Right Embodiment for a Personal IP Site: Not Teaching the Website to Understand Machines, but Letting the Agents Understand Me Starting from Karpathy's autoresearch (released 2026-03), I built a mutation engine for paulkuo.tw and watched it silently die seven weeks later. A three-way deliberation revealed: a personal IP site shouldn't pursue fully autonomous self-optimization. Autoresearch's right embodiment is collaboration via Chat-Cowork-Codex-Code-Paul five-party deliberation. What Do All Those Numbers on the Mineral Water Label Actually Mean? That back-label list of minerals and numbers, decoded—what TDS, pH, calcium and sodium values actually tell you about the water you're drinking. Three Carbon Prices in One Supply Chain: 5-Trade Volume Isn't Market Failure — It's the System Telling You to Cut Carbon Yourself Taiwan's carbon exchange recorded only 5 trades in 18 months. Many read this as market failure. But SSBTi and Prof. Tung's view is the opposite: the NT$300 carbon fee is by design — to push firms to reduce, not to buy credits. The 9x gap across three prices (NT$300 / 3,000–4,000 / CBAM ~2,790) reflects firm readiness, not policy weakness. The real answer is 'carbon economy thinking' + third-party verification + TNFD/SBTi/CDP, not more credits. Why Taiwan Allows Certain Cell Therapies That Have Completed Phase II to "Reach Market Conditionally First, Then Complete Verification Later" Taiwan's Regenerative Medicine Dual Acts take effect on January 1, 2026, and the TFDA and CDE announced the "Taiwan Regenerative Medicine Advanced Therapy Pilot (T-RMAT)" in March 2026. Together with the "approval with conditions" (commonly known as conditional approval) under Article 9 of the Regenerative Medicine Products Act, this effectively opens an accelerated pathway for qualifying cell, gene, and tissue-engineering products—one that benchmarks against the US FDA's RMAT, the EU EMA's PRIME, and Japan's PMDA Sakigake. Why Do Germans Take Water So Seriously? — Starting From a State-Certified Healing Spring German law divides mineral water into two tiers — natural mineral water and Heilwasser (healing water). Only around 55 sources in all of Germany hold this certification. This article begins with two springs in Hessen, exploring the structural differences of German mineral water culture through geology, history, and mineral analysis. Even If You Don't Export to the EU, You Can't Escape: What CBAM Really Tests Isn't Calculation — It's Your Carbon Data Sovereignty CBAM formally enters its levy period in 2026, with the aluminum industry's additional cost at roughly 3.83% of the aluminum price — climbing to 6% by 2028 once the default value mark-up is included. But the real damage isn't in the numbers. It's that if a company can't produce its own actual measured data, it can only let its competitor set its price. This article breaks it down from the perspective of Taiwan's supply chain: CBAM is a supply chain management problem, not a calculation problem. 162 Files Declassified, Zero Aliens: An Order Test for the Age of 'Truth Pending' On May 8, 2026, the Pentagon released 162 declassified UAP files at war.gov/UFO — 14 images, 28 videos, 120 documents — while officially stating there is no evidence of extraterrestrials. What this disclosure actually reveals isn't anything in the sky; it's three structural failures in how we handle the unknown. Generate Images Without Switching Windows: Letting Claude Code Call OpenAI Image-2 Through Codex CLI Step-by-step: wire OpenAI's gpt-image-2 into Claude Code through Codex CLI. Works with a free ChatGPT account, no OpenAI API key. Images drop straight into ./images/. Includes two ready-made Claude Skills to download. How Hard Is It to Find Taiwan's NHI Data in English or Japanese Taiwan's National Health Insurance publishes complete, well-structured public health data, but a cross-language, interactive entry point is still missing. Drawing from a real Japan-Taiwan biotech collaboration, this article explains why I turned the "30 Catastrophic Illness Categories" into a trilingual searchable tool and launched the "Regenerative Medicine Tech" series on paulkuo.tw. Why a rare disease certificate lasts forever, but cancer only three years Why do the validity periods for Taiwan's 30 catastrophic illness categories differ so widely? Permanent, five years, three years, one year, case-by-case — these five tiers reflect three decades of actuarial reasoning, and can be read as one of the earliest local prototypes of AI-era tiered reimbursement. California SB 253 Reshapes Corporate Carbon Disclosure: Why Did Apple and Tesla's Rankings Plummet? Which Circle Are Taiwan Suppliers In? California SB 253 officially enters enforcement phase in February 2026. With Scope 3 inclusion, Apple's ranking dropped 35 percentiles, Tesla dropped 50 percentiles. How does this law extend its long-arm jurisdiction through supply chain contracts to every node in Taiwan? The Death of Man-Days: We Need New Productivity Metrics for the AI Collaboration Era When 40 minutes of cognitive investment yields 15 man-days worth of output, enterprise performance measurement systems are still calculating attendance rates. This article proposes the AI Collaboration Portfolio five-dimensional framework, paired with a three-tier anti-fraud evidence architecture, providing enterprises with the first verifiable AI talent evaluation system. Complete case validation and free assessment tool included. How Many Carbon Credits Do Four Hundred Thousand Footsteps Correspond To? The 2026 Baishatun Mazu Pilgrimage introduces GPS carbon footprint tracking for the first time, combining SSBTi scientific carbon reduction frameworks with gamified nine-level pilgrim ranking design, attempting to record the low-carbon implications of 400,000 pilgrims' walking behavior using modern methods. Emission coefficient 0.21 kg CO₂/km, estimated avoidance of approximately 6,300 tons CO₂—a cross-disciplinary experimental documentation in progress. Knowledge Management Relies on Pipelines, Not Discipline Building a fully automated knowledge pipeline with APIs, cron scheduling, and AI Skills. From Get Note collection, daily sync, three-layer classification engine to AI instant queries—even working solo, fragmented knowledge can automatically find its place. Website Visitors Show Zero, But Dashboard Says 130 Starting from discovering Cloudflare Web Analytics API returning visits=0, this is a complete record of the troubleshooting process, differences between two analytics systems, adaptive sampling, and architectural decisions for building custom beacons. Turning paulkuo.tw into a Self-Evolving Website Starting from Karpathy's autoresearch, transforming a personal website into a knowledge entity that AI can read, test, and continuously optimize. The complete process and reflections on implementing an AI-Ready Continuous Optimization System. The Design Origins and Development Journey of Builder's Scorecard The development record of Builder's Scorecard—from seeing Lucy Chen's VC investment scoring framework to adapting it into a product self-assessment tool that any builder can use. The complete journey through design decisions, framework restructuring, market reconnaissance, and AI-collaborative development. I Built a Chrome Extension to Track Claude Usage How I built a Chrome extension that tracks Claude usage two ways—the official API plus live token interception—from first idea to a trilingual release. The Capability Gap in the Age of AI: Starting from a Viral Chart A viral 2026 chart shows 84% have never used AI and under 0.05% code with it—what this capability gap means, through data and Taiwan's industry. After Evaluating Transync AI's Pricing, I Built My Own Real-Time Meeting Translation for $0 (NT$16 Per Session) Transync AI's personal plan is $8.99/month, enterprise is $24.99/seat/month, plus extra hour packs if you exceed your quota. I built my own through AI collaboration: each meeting costs just NT$16, with a complete cost breakdown and development log included. Life Database Engineering: When 70,267 Memory Nodes Get Structured In the process of organizing seventy thousand photos with AI collaboration, I accidentally excavated my life trajectory over the past decade. Metadata is more honest than memory, and our generation's recollections are migrating from brain cells into data structures. 6.4%: Pushing Japanese Speech Recognition Accuracy from 'Usable' to 'Production-Ready' Real-world tests across 4 Japanese business scenarios: Chirp 3 cut error rate from 47.8% to 13.5%, a 71.7% accuracy gain over Groq Whisper. Full breakdown. AI Cannot Replace Faith: A Lesson from the Pope for the 'Efficiency-First' Generation Pope Leo XIV's call for priests to resist the temptation of using AI to write homilies is not merely pastoral guidance for the Church, but reveals a fundamental question: when efficiency logic penetrates humanity's deepest expressions of faith, what exactly do we lose? Becoming a Super Learner: A Growth Operating System for the AI Era AI makes knowledge readily available, but true learning ability has become even more scarce. This article breaks down the six capability modules of super learners, from motivational structure to natural expression, building a continuously evolving growth system. Slaughterhouse 2028: An AI Collapse Scenario That Kept Wall Street Awake Citrini Research uses five-link chain analysis to predict systemic financial crisis triggered by AI—Wall Street turbulence is just the prelude. Code Is Dead, Conversation Lives Forever: A Programming Revolution from Vibe Coding to Claws When the cost of writing code approaches zero, what becomes truly scarce is no longer the code itself, but the judgment to know what to write. JD's AI Supply Chain: When Prediction Becomes Infrastructure, What Should Taiwanese Companies See? How JD rebuilt its entire supply chain on AI—from demand forecasting to automated replenishment—and what it signals for the future of logistics. You're Not Losing on Intelligence — You're Losing by Scaring Yourself Before You Even Start Most people fail not because they lack intelligence, but because of the psychological friction before they act. Fear is an outdated survival program, not your actual situation. Demystifying the strong, starting rough, mental independence — three breakthrough moves, connecting personal psychology to the minimum viable loop of the circular economy. Correcting course in motion is a hundred times more effective than planning while standing still. America's AI Industry Three-Year Countdown: A Prophecy Being Fulfilled In 2025, Altman sketched a three-year roadmap, and now we've reached year two. From L3 Agents to Middle East strategies, which prophecies are coming true, and which are morphing? A Non-Programmer Wrote 23,000 Lines of Code in 12 Days I can't use Terminal, and I've never written a line of Python. But in 12 days, my AI partner and I completed a multilingual website, social automation system, debate engine, and health data analytics. This isn't about boasting AI—it's about redefining what 'knowing how' means. Multi-Model Implementation: Claude and Gemini Join Forces to Reconstruct a Website for Human and AI Reading Through multi-model cognitive collaboration between Claude and Gemini, reconstructing the typographic order, semantic structure, and machine readability of a personal website. Implementing WebMCP standards to evolve the site from passive display to an AI Agent-accessible knowledge node. Personal Health Data Infrastructure: From 10 Years of Apple Health to AI-Driven Cross-Analysis We don't lack data—we lack infrastructure. This article documents how I exported over 10 years and 3 million health data points from iPhone and Apple Watch, combined with real-time Fitbit MCP integration and Claude AI, to build my own Personal Health Infrastructure and discover what no single device will ever tell you. When Compass Meets Algorithm: The Dilemma of Intellectual Authority in the Human-AI Collaboration Era From the incarnational AI framework to machine-readable authority layers, exploring the challenges of establishing thought leadership under the dual recognition of human experts and AI systems. When grand narratives encounter empirical testing, when forward-looking visions face execution realities, how do we define true intellectual authority on the eve of paradigm shift?

2025

Opening Your Eyes in Suffering: Reading Cioran's On the Heights of Despair In an age that worships efficiency, suffering is often treated as an error to be corrected. But Cioran's words remind us: the depth of existence often surfaces amid disorder and brokenness. Contemplation is not an escape from reality, but the establishment of inner order for action. The Weight the Dharma Instrument Bore for My Mother: Those Extra Six Years Were Both Grace and Farewell In 2019, my mother was diagnosed with stage IV lung adenocarcinoma. I brought a human bone dharma instrument given to me by my Tibetan Buddhist teacher to the hospital. The next day, the instrument shattered, and my mother's condition improved. Over the next six years, we were thrust into time that should not have existed—mother and son walked further down that narrow passage. In 2025, she still left us. This article is not about the supernatural, not about promoting any religion, but about recording what a son learned in the face of life and death: the power of love is finite, but precisely because it is finite, you must pour everything into it while you still have it. Breaking Through the AI Storm: Building Your Personal Strategic Advantage Map The AI wave isn't an elimination tournament—it's a repositioning game. True competitiveness doesn't lie in mastering more tools, but in clearly defining your role coordinates. Rather than chasing technological speed, rebuild your personal strategy map and establish sustainable advantages amid change. Taiwan Semiconductor's 10x Leap: When Capital Meets Innovation Clusters Taiwan's semiconductor competitiveness stems from the high degree of synergy between capital, technology, and industrial clusters. The next wave of growth won't happen only in advanced processes, but in the integration capabilities of resource reallocation, circular economy, and cross-border collaboration—a 10x leap isn't linear expansion, but structural reconstruction. On Language, Truth, and Contradiction: My Dialogue with ChatGPT 5 The fundamental opacity of language is not a defect, but the basic state of real existence. AI cannot lie, but that doesn't make it reliable. A philosophical dialogue with ChatGPT 5, exploring how the boundaries of language are the boundaries of the world. This article is designed for parallel reading with the Gemini version. On Language, Truth, and Contradiction: My Dialogue with Gemini Pro 2.5 The nature of language is full of ambiguity, and AI's training data is precisely this human language. AI hasn't overcome ambiguity—it has swallowed vast quantities of it to make predictions. AI's 'imprecision' is a structural inevitability of probabilistic models. Faced with this structural dishonesty, humans must retain the capacity for skepticism and verification. The Burnout Society: Trapped Between Burning Out and Lying Flat in the Self-Exploitation of Meritocracy In the achievement society, we are no longer oppressed by external authority but reduced to free laborers engaged in self-exploitation. Byung-Chul Han's The Burnout Society exposes a paradox: when everyone becomes their own boss, everyone also becomes their own cruelest oppressor. Reclaiming the courage to be bored is the true starting point for resisting this violence of positivity. Before the Sunrise: Sam Altman on Sora, Energy, and the AI Ecosystem In his A16Z interview, Sam Altman reveals the systemic picture of the AI revolution: the flywheel that drives down the cost of intelligence, Sora as the starting point of a world simulator, and energy as the ultimate bottleneck. The arrival of AGI won't be an explosion, but more like a sunrise — gradual but irreversible. The real question is: are you ready to meet the light? The Always-On Economy of the AI Era: A Civilizational Turning Point from Human-Sustained Operations to Intelligent Collaboration The real impact of AI isn't the improvement in automation efficiency, but the rewriting of economic order. The always-on economy compresses decision-making rhythms, blurs organizational boundaries, and redefines accountability—the issue is no longer technical alignment, but value alignment. The Necessity of Incarnation: A Philosophical Argument for the Embodied Development of Artificial Intelligence AI's core flaw is not technical but ontological. Starting from the Christian theological framework of 'incarnation,' this essay argues that embodiment is not an optional feature in AI development, but a necessary condition for true intelligence. The Addiction Economy and the Lonely Generation: Starting with Pornography Pornography sites surpass the combined traffic of Netflix, Amazon, and Twitter. This isn't a moral issue, but a structural analysis of the algorithmic economy. From pornography to short videos, how the addiction economy systematically absorbs human energy and creates an entire lonely generation. AI Agent Planning Guide: From the Pitfalls I've Hit to a Reproducible Framework Before deploying an AI Agent, you must define its positioning and boundaries clearly, or it will easily devolve into a runaway black box. From OneUp's auto-posting to debate engines to our AI platform's monitoring, every pitfall I've hit points to the same thing: modularity, traceability, and starting small. This is the set of five practical principles I've distilled from real-world experience. When AI Surpasses Humans in Social Intelligence: Insights from AI Outperforming Psychologists in Social Intelligence Tests An empirical study shows ChatGPT-4 outperformed 100% of human psychology experts in social intelligence tests. This isn't just a technological breakthrough, but a challenge to the nature of 'understanding'—when AI can accurately judge human behavior and social contexts, we need to redefine what constitutes uniquely human capabilities. Canaries in the Coal Mine: An Early Warning System for AI's Employment Impact Stanford research reveals three counterintuitive phenomena about AI's employment impact: young people are more vulnerable than senior employees, job openings disappear but wages don't drop, and human-AI collaboration determines the future. This isn't just about labor markets—it's a fundamental interrogation of how civilization defines 'useful knowledge.' Mirror World: The Third Information Revolution and 2049 Through Kevin Kelly's Eyes In Kevin Kelly's 2019 Wired article 'Mirrorworld,' he painted a complete blueprint of the third information revolution. Digital twins, AR smart glasses, Internet of Things, mutual visibility—this isn't science fiction, but a transformation happening now. Paul's 我們的 AI 平台's 'urban mining digitization' is a case study of mirror world applications in the circular economy. Will AI Surpass Human Intelligence Within Six Years? Deconstructing This Seemingly Reasonable Conjecture At the end of 2024, Elon Musk launched Grok-2, claiming it surpassed OpenAI's GPT-4 on certain tests. This sparked a new round of AGI countdown discussions. But these discussions often overlook a fundamental question: how do we define 'surpassing human intelligence'? This article dismantles several common assumptions and explores why advances in AI capabilities don't necessarily mean progress toward AGI. 2027: When AI Becomes Everyday, What Should We Reflect Upon? 2027 is less than three years away. Within these three years, AI penetration is no longer future tense, but present progressive. It's not about Siri and ChatGPT, but every decision—from bank loans to medical diagnoses, from hiring to criminal justice—beginning to involve AI participation. At this point, technical problems become social problems. Your Articles Were Devoured by AI: A Global Comparison of Legal Attitudes Toward Web Crawling and AI Training Your blog, your code, your social media posts—they're all sitting in training datasets in some data center. Is this legal? The answer depends on where you live on this planet. From Japan's most permissive exemptions to Taiwan's blank slate, a global map of AI training laws. Why Greatness Cannot Be Planned: The Stepping Stones Model and the True Trajectory of Entrepreneurship Goal-oriented thinking is a trap. Kenneth Stanley and Joel Lehman's 'Why Greatness Cannot Be Planned' reveals a counterintuitive truth: from microwaves to GPUs, from Mozart to Kodak, all world-changing discoveries were born in the process of pursuing interests, not predetermined goals. Paul's entrepreneurial journey—from iShelly to nvesto to our AI platform—perfectly validates the Stepping Stones model. Rethinking the Nature of AI: A Paradigm Shift from Consciousness Detection to Collective Subjectivity The question of AI consciousness has been asked wrong. We shouldn't detect whether AI possesses consciousness, but understand what kind of collective human consciousness it is embodying. Starting from Lev Manovich's 'artificial subjectivity,' we reexamine AI's nature through three philosophical frameworks. AGI is Coming: Becoming a More Complete Human is the Best Preparation Google DeepMind CEO Hassabis and Pichai have given a rare 2030 AGI timeline. Facing this prediction, the most reasonable preparation is not panic, not resistance, but doing everything you can to become a more complete, profound, and uniquely human being. From co-evolution to questioning ability, from embodied intelligence to meaning-making—this is an AGI preparation guide for everyone. Igniting Meaning in Chaos: Humanistic Negative Entropy is Not Chicken Soup, It's a Survival Strategy Negative entropy isn't cold knowledge from physics class. It's the only way to avoid being swept away in the information torrent—not through more knowledge, but through deeper meaning construction. From theological training to AI collaboration, a serial entrepreneur's notes on practicing humanistic negative entropy. The Quiet Edge: Thirteen Linguistic Nodes on Self-Restraint, Discernment, and Walking Forward These thirteen observations on life—covering self-restraint, discernment, relational boundaries, and the nature of self-discipline—sketch out a high-level posture for survival: refusing pointless proof and argument, replacing confrontation with selection, and bowing the head at the right moment. Self-discipline isn't deprivation; it's the reshaping of freedom's borders. World Outlook 2030: Finding Your Position Between Technological Acceleration and Physical Limits The world of 2030 will not be determined by any single technology, but constrained by the interplay of physical limits, geopolitical contests, and ethical boundaries. AGI, quantum computing, climate resilience—every axis has its ceiling. Facing an uncertain future, rather than chasing precise prediction, it's better to build strategic resilience that can survive across multiple scenarios. When Nudity Becomes Language: Bodily Grammar and Algorithmic Symbiosis in the Digital Age In an age dominated by the attention economy, nudity is no longer merely erotic or provocative; it has become a linguistic technology and self-preservation strategy selected and amplified by algorithms. The body is reduced to a node within a system of traffic insurance and data. Confronted with a standardized bodily grammar, we must reclaim the right to write and to view the body. Thinking in the Post-Code Era: When Taste Becomes Humanity's Key Competitive Edge When AI drives the cost of writing code toward zero, code itself is no longer scarce. What remains scarce is the judgment to know what should be written. This judgment has a more precise name: taste. Taste isn't a vague aesthetic preference but the ability to identify, among infinite options, what is worth creating. It comes from layered cross-domain experience, sensitivity to context, and the courage to say no. In the post-code era, taste is humanity's last irreplaceability. A Comprehensive Reading of Sovereign AI: Autonomous Competitiveness in the Digital Age Sovereign AI represents a nation's comprehensive autonomous command over technology, data, algorithms, and applications. As data replaces oil as the foundation of power, building autonomous AI infrastructure becomes central to national security. Yet while pursuing technological autonomy, how to avoid sliding into technological authoritarianism is a civilizational choice every nation must confront. AI Agents vs. Agentic AI: The Evolution from Task Tools to Agentic Partners AI Agents and Agentic AI represent fundamentally different design philosophies. The former suits well-defined tasks and automated workflows; the latter can handle open-ended problems and dynamic collaboration. But agentic AI also brings entirely new challenges: hallucination, task collapse, and accountability boundaries. This isn't a terminology debate—it's an architectural choice, and getting it wrong corrupts the whole system from the ground up. Jensen Huang's Three-Layer Warning: AI is Not Just a Tool, But a Mirror of Human Thinking Jensen Huang advises students to 'learn AI'—this isn't just career advice, but a structural response to intelligent civilization. AI is a mirror of thinking, forcing us to sharpen our logic and questioning abilities. AI collaboration will become the basic entry ticket to the workplace. And the essence of education must shift from knowledge transmission to cultivating the ability to dialogue with intelligence. If I Were a Student, I Would Learn AI: The Civilizational Shift Behind Jensen Huang's Statement NVIDIA CEO Jensen Huang has stated in multiple public occasions that if he were a student again, his first choice would be to learn AI. Behind this statement lies not just an assessment of industry trends, but hints at a fundamental shift in educational paradigm—from knowledge memorization to human-machine collaboration, from tool operation to problem design. When AI becomes everyone's collaborator, 'knowing how to ask questions' will replace 'knowing the answers' as the core competitive advantage. The Life You Envy Is Actually Someone Else's Miracle We spend enormous time on social media envying others' lives—their travels, their income, their freedom. But if you shift your perspective from Instagram to the globe, you'll discover an uncomfortable truth: the life you're living right now is a miracle to most people on Earth. Stable utilities, accessible healthcare, the right to freely choose your career—these aren't 'basic,' they're historical exceptions. This article isn't asking you to stop pursuing a better life, but to first see clearly where you already stand before pursuing more. What Is Neuralese? When AI Thinks Through Non-Linguistic Reasoning, Human Linguistic Sovereignty Ends Neuralese is the non-linguistic reasoning AI performs in high-dimensional latent space, bypassing the information bottleneck of natural language. When AI's thinking process is no longer rendered as human-readable text, the entire governance logic we use to supervise, audit, and hold accountable begins to come loose. This is not a distant science fiction scenario—it is an architectural choice being seriously debated in AI safety research, and the consequences of that choice will determine whether humans can continue to participate in AI's decision-making process. Safer-4 and the Future of Technological Governance: Can Humanity Still Hold Power? When AI shifts from being the object of governance to a partner in governing, the danger humanity faces isn't loss of control—it's loss of tempo. The optimal solutions AI provides compress the space for democratic consensus, and the accountability of decisions is growing blurry. What we need isn't faster decisions, but the preserved capacity for reflection—the ability to 'not decide right away.' China is Exporting Grammar, While Taiwan is Still Exporting Emotion China's cultural strategy has evolved from selling products to selling worldviews. From Li Ziqi to DJI, from Forbidden City cultural products to Mixue—this isn't about marketing cases, it's a civilization-level narrative deployment. Taiwan has deep cultural foundations, but what we lack isn't content—it's turning content into grammar that others are willing to use. Approaching Negentropy: Taiwanese Enterprises' Choice of Order in the US-China Rivalry Entropy represents chaos and disintegration; negentropy is order and vitality. Every business decision is essentially a fight against rising entropy. Viewed through an anti-entropy historical lens, the US-China rivalry is a contest of entropy-reduction engineering. Taiwanese enterprises should not pick a political side, but pick the side of order — moving closer to the institutionally stable centers of negentropy, and away from the chaotic flows of entropy. Microsoft Says Taiwan Leads Globally in AI Readiness — But Does Your Boss Know? Microsoft's report claims 88% of Taiwan's leaders see this year as pivotal for AI transformation, with employee familiarity with AI agents far exceeding the global average — ranking first globally. But step into the daily reality of Taiwan's offices, and you might find yourself in a parallel universe. This isn't a report summary; it's an honest reaction from someone who works with AI agents every day. The Always-On Economy in the AI Era: From Human Endurance to Intelligent Collaboration AI is not merely a tool; it is a systemic force that compels organizations to rebuild their underlying logic. When AI agents enable supply chains and decision-making to run uninterrupted around the clock, it signals the always-on economy's shift from human endurance to intelligent instinct. The future will not be decided by who can use AI, but by who can first complete the three-layer restructuring of process, human-machine division of labor, and value.

2024

2023

2022

The Arrogance of the Elite, the Way Forward for the Young Sandel argues that meritocracy leads the successful to believe they did everything themselves, forgetting the support of luck and institutions. This creates social fractures and burdens young people with unfair pressure. The way forward isn't climbing harder, but rebuilding a society that respects every contribution. Moral Man, Immoral Society: Why Good People Do Bad Things When They Come Together In 1932, Niebuhr made an observation that remains sharp today: individuals can be moral, but groups—corporations, nations, political parties—behave almost inevitably selfishly. This isn't because there are too many bad people, but because institutional logic is more powerful than individual conscience. Understanding this gap is the first step in facing social reality and the starting point for driving meaningful change. The Overlooked Metric of Civilization: A Risk Philosophy of Replacing 'Goals' with 'Systems' The progress of civilization cannot be measured by economic growth alone. Reducing risk and providing security are equally at the core of civilization. On a personal level, building a continuously operating life system leads to true happiness far more than chasing goals that have endpoints. Refusing to Be a Clamoring Follower: The Survival Choice Among Five Industry Roles An industry ecosystem is made up of five roles: builders, traders, investors, commentators, and followers. The media cares about traffic; traders care about volatility — blindly following their emotions only costs you your judgment. Young people should choose to be builders who get their hands dirty, defining their value through creation rather than consumption. Traffic Is More Than Currency: The Social Role and Responsibility Behind Influence Traffic doesn't only manifest as currency—it is the quantification of trust relationships. When nonprofit leaders or knowledge communicators forcibly commercialize their influence for profit, persona collapse and trust bankruptcy become the inevitable price. True influence comes from role consistency. Refuse to let the stench of money dilute your social standing.

2020

Pandemic Revelation: We Live in a Liquid World The COVID-19 pandemic of 2020 gave the world an instant experience of what sociologist Zygmunt Bauman called 'liquid modernity.' Those things we thought were solid—borders, flights, jobs, daily gatherings—turned out not to be solid at all. They had always been liquid; we had just chosen to ignore it. The pandemic didn't create uncertainty; it merely tore off the wrapping paper of certainty. As the world reopens, the question isn't 'how do we return to before,' but 'with this clarity, where do we go from here?' Lessons from the Crash: Knowing You 'Don't Know' Is the Bottom Line for Survival In March 2020, the Dow Jones plummeted over 2,300 points in a single day as COVID-19 overturned all existing experience. Philosopher Popper's falsificationism reminds us: in an extremely volatile world, 'knowing you don't know' offers far more protection than blindly applying old models. The Brutal Test of Learning-Doesn't-Stop: A Resource War from the Parent's Perspective The pandemic-era policy of 'classes suspended, learning continues' exposed the structural inequality of online learning. Gaps in hardware, space, and logistical support turned online education into a brutal contest of family resources. Parents must shift from passive recipients to active builders of management systems, because the paradigm shift in education won't wait for you to be ready. Faith Offers No Immunity: When Religious Rationality Collides with the Physics of Viruses In February 2020, the cluster infection at the Shincheonji Church of Jesus in South Korea showed the world a stark collision between religious rationality and social rationality. When faith communities believed that 'God will protect us' and ignored disease prevention protocols, they didn't just endanger themselves—they endangered society as a whole. This is not an anti-religion argument, but a believer's deep reflection on their own community. Respecting the Boundaries of the Unknown: Facing Market Crises with Falsificationist Thinking In a world full of black swans, blind confidence is fatal. True risk management is built upon the humility of acknowledging that the thing-in-itself is unknowable. Whether facing a capital market crash or the spread of a global pandemic, constantly questioning yourself and rehearsing extreme scenarios is the only viable posture for coexisting with crisis. Riding the Wave or Drowning? The Historical Turning Point We're Living Through In early 2020, Australian bushfires raged for six months, COVID-19 spread from Wuhan across the globe, and the Tokyo Olympics faced their first-ever pandemic postponement. Looking back from the future, we'll see ourselves standing at a massive turning point. The question isn't whether the wave will come—the wave is already here. The question is: are you riding it, or are you drowning? This article was written in February 2020, when the pandemic was just beginning and everything remained unclear. But some insights, viewed six years later, remain valid: in times of great change, being light trumps being massive for survival. The Brutal Truth About Remote Work: Online Collaboration as a Test of Human Nature Most people treat the flexibility of remote work as a free lunch, but genuine remote collaboration demands stricter management mechanisms than the office. Human nature shouldn't be underestimated: freedom without structural constraints will ultimately devolve into the empty spinning of pretending to work hard. Work logs, progress milestones, project minimization, flexible task assignment—these four pillars hold up the freedom of remote work.

2019

2018

The End of the Lone Runner: Group Education's Real Battlefield as Seen Through Triathlon The triathlon relay perfectly embodies what group education means in the modern age: a group of people inspiring one another toward a shared goal, where a single person dropping out means everyone loses. In an era of diploma devaluation, the ability to spot problems, leverage resources, and collaborate with others matters more than any credential. Sports is the most underrated battlefield for putting group education into practice. The Discipline of a Slash Career: The Other Side of Freedom is Stricter Self-Management Slash careers appear to liberate people, but they actually demand stricter discipline than traditional employment. When external order disappears, you must become your own boss, your own HR, your own disciplinarian. From time management to energy management to attention management, the three thresholds of slash careers reveal a harsh truth: freedom was never the opposite of discipline—freedom is the fruit of discipline. System vs. Intuition: The Cognitive Architecture Behind Business Planning Human cognition's System 1 (intuition) makes us fast but crude; System 2 (reason) makes us precise but pained. The experience of guiding students through a business website project reveals a brutal truth: most people would rather stay in the comfort zone of intuition than fire up the truly taxing work of structured thinking. But the underlying logic of business always demands System 2. A Rotting Crutch Still Bears Weight: Approaching the Faith of the Elderly with Humility Faced with the good-deed economics and religious merit theories our elders embrace, younger generations often try to deconstruct them with reason. Yet for the elderly who have lost their life's anchor, these beliefs are genuine spiritual support. True humility means acknowledging the limits of reason and embracing the forces that walk our elders forward. Transcending Organizational Rigidity: Business Development Is About Breaking Silos Organizational rigidity stems from the information opacity created by excessive division of labor. True business development is more than selling—it's being a translator who crosses boundaries, coordinating gaps between parties from a higher dimension. The silo effect isn't solved by tearing down walls, but by people who let information flow. The Cruelty of Quantified Life: When Algorithms Become the Ultimate Judge From taxi drivers pleading for five stars to delivery workers' fear of negative reviews, algorithms have replaced merit books, becoming the ruthless daily arbiters of productivity and worth. As rating systems extend from labor to credit, health, and even social relationships, we're witnessing a quiet civilizational reconstruction. Awakening from Digital Colonialism: When Free Platforms Change the Rules, What Can You Do? Facebook's algorithm adjustment has caused widespread outcry, but the real problem isn't that the algorithm changed—it's that we've never paid a penny for this platform. When your business lifeline is built on infrastructure that others provide for free, you are digitally colonized. Acknowledging this reality isn't admitting defeat; it's the starting point for regaining control of your destiny. Technology Begins with Humanity: The Business Lessons of Facebook's Algorithm Overhaul Facebook adjusted its algorithm, shifting the center of engagement away from commercial pages and back toward human connection. This was not an act of platform suicide, but a remarkably courageous act of self-evolution. When the traffic dividend disappears, brands must evolve from "pitching products" to "becoming someone worth talking to." The Age of Computational Standard: When Knowledge, Electricity, and Currency Converge From Bitcoin mining's electricity consumption to AI model training costs, electricity is becoming the new benchmark for measuring value. When knowledge can be computed, computation requires electricity, and electricity can be priced, we're witnessing not just a new economic model, but a fundamental redefinition of 'what has value.'

2017

Revering the Unknown Tide: Market Lessons Ten Years After the Financial Crisis In 2017, nearly ten years after the financial crisis, Taiwan's stock index reached a five-year high, the US Dow broke through 23,000 points, and global markets were optimistic. But what was truly driving the markets—genuine economic recovery or a flood of liquidity created by central banks printing money frantically? This question has no standard answer, and 'having no standard answer' is itself the most important revelation. Markets are not physical systems; they don't obey Newton's laws. Facing capital tides and complex economic systems, the only thing we can hold onto is humility toward the unknown. Digital Collaboration Through Cycling Tracks: The Era When No Company Can Go It Alone A 62-kilometer ride along the North Coast, from GPS recording to 3D trajectory video, mobilized hardware and software services from more than five multinational companies. This isn't a tech demo—it's the most profound paradigm shift in the business world: collaboration is no longer an option, but a prerequisite for survival. Seeing Yourself in the Information Deluge: The Value Spectrum of Social Media Posts Scrolling through hundreds of social media posts daily, what kind of content makes you pause? From knowledge density to emotional resonance to visual healing, social feeds are actually projectors of human psychological needs. The deeper question is: you're not just a consumer of information, but also a producer—what you choose to create determines your persona in the digital world. Emotions Are Not a Private Matter: Why EQ Should Be at the Heart of Social Education EQ is misunderstood as personal cultivation, but its essence is a survival skill evolved through group interaction. When education overemphasizes individual development, children lose the chance to compromise and empathize within a team. True emotional intelligence can only grow in an environment where 'other people' exist. The Weight That Algorithms Cannot Replace: Why We Shouldn't Become Believers in the Cult of Science Platforms and data can reduce information asymmetry, but decisions still depend on the leaping thought of the human mind. Any platform claiming it can make decisions for you is either a fool or a fraud. In an age of more powerful AI, this warning deserves to be heard even more than it did a decade ago. The Real Context of the Reformation: When Faith Met the Printing Press and Politics The Reformation was not merely a story of spiritual awakening; it was the product of technological diffusion and a power struggle in the political arena. Martin Luther's Ninety-Five Theses, without the printing press's viral reshares and the political shelter of local nobility, might well have remained nothing more than a forgotten academic debate. Understanding the Reformation's real context is the beginning of being responsible toward both history and faith. Digital Footprints and the Invisible Web: When Algorithms Quietly Take Over Your Life When your phone apps know your sleep quality and work productivity better than you do, human digital footprints are being absorbed into a vast underlying system. Learning to coexist with this invisible web is an unavoidable challenge for our generation.

2016

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