思想 · Essays
Intelligence, regeneration, civilization, creation, memory — thinking through practice, advancing through thought.
2026
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 advocacy study in 1969 to CBAM entering its definitive phase in January 2026, LCA has traversed fifty-six years. This article traces the formation of ISO 14040, ILCD, LCDN, EPD, and related frameworks in chronological order — each technical concept corresponds to a political pressure or regulatory shift — and revisits how Volkswagen's 2015 Dieselgate transformed the entire supervisory logic. 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 fundamental metal for brain function, with Alzheimer's patients' brain lithium being 'absorbed' by amyloid proteins. The same Yankner who established the amyloid hypothesis 35 years ago completed it himself 35 years later. This article starts with this research and looks back at Europe's century-old tradition of lithium-containing healing waters. 160 Years, Five Generations, 21 Shareholders: How Hassia Writes 'The Next Generation' Into Every Decision Hassia Mineralquellen was founded in 1864 by the Hinkel family in Bad Vilbel, Germany. 160 years later: still in the fifth generation, 21 shareholders restricted to in-family transfer, not listed. Contrast: Nestlé (parent of Pellegrino) is selling 50% of its water business in 2026; Danone (parent of Evian) is a multinational public company; Gerolsteiner is now under Bitburger's brewery group. Three governance models, three time horizons — this piece unpacks why the 'next generation' logic behind a Rosbacher glass bottle on your table is hard for other global water brands to replicate. 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? Pick up a bottle of mineral water and the back label often lists ten to forty indicators. Which matter, which can be ignored? This article uses SGS data from Rosbacher, Römer Brunnen, and Vytautas to decode 13 key fields: TDS, pH, Ca:Mg ratio, lithium, strontium, and more. 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 can let some post-Phase II cell therapies launch conditionally and complete verification later Taiwan's Regenerative Medicine Acts came into force on 1 January 2026, and TFDA / CDE announced the Taiwan Regenerative Medicine Advanced Therapy Pilot (T-RMAT) in March 2026. Combined with Article 9 conditional approval (有附款許可) under the Regenerative Medicinal Products Act, Taiwan now has an accelerated pathway for high medical-need cell, gene and tissue-engineering products that parallels U.S. FDA RMAT, EU EMA PRIME and Japan 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, CBAM Still Bills You: It's Not a Calculation Problem, It's a Carbon Data Sovereignty Problem CBAM enters definitive collection in 2026. The extra cost on aluminium is roughly 3.83% of LME price — and once the default-value mark-up kicks in, it climbs above 6% by 2028. The real damage isn't the percentage. It's that without your own measured data, your opponent gets to define your emissions. 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: Using Codex CLI from Claude Code to Call OpenAI Image-2 If you subscribe to both Claude and ChatGPT, every image generation means switching windows, downloading, and moving files back to your project. This tutorial shows you how to use Codex CLI to connect OpenAI Image-2 into your Claude workflow — one command, image lands in ./images/, no API key needed. 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 A development story of a Chrome Extension that runs both official usage API and real-time token interception, from market research to trilingual internationalization. The AI Capability Gap: What a Viral Chart Reveals A 2026 global AI adoption chart reveals a staggering gap—84% of people have never used AI, and fewer than 0.05% use AI coding tools. Taiwan is ahead of the global average, but those at the frontier remain a tiny minority. This article unpacks the data, the lived experience, and what Taiwan's industrial structure tells us about the real AI adoption map. Paid for Three Years of Subscription, Then Built My Own Better Solution: A Solo × AI Real-Time Meeting Translation Development Story After three years of Good Tape and evaluating Transync AI, a non-programmer used AI collaboration to build a real-time multilingual meeting translation tool—for just NT$16 per meeting. A complete record from pain point to implementation, and what this reveals about AI literacy. 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 testing of Google Chirp 3 vs Groq Whisper across four Japanese business scenarios shows average CER dropping from 47.8% to 13.5% — a 71.7% accuracy improvement. Deep dive into Speech Adaptation's critical role in technical terminology recognition. 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? JD has rebuilt its entire supply chain with AI—from demand forecasting to unmanned delivery, from explainable models to automated warehousing. Stanford turned it into a case study, but for Taiwanese companies, the real signal isn't technology—it's that supply chain capabilities are becoming exportable platforms. You're Not Losing Because of Cognition, You're Losing Because You're Already Scared Before You Begin Most people's failures aren't due to losing in cognition, but to psychological exhaustion before taking action. Fear is an outdated survival program, not a real situation. Demystifying the strong, starting rough, mental independence—three breakthrough operations, from personal psychology to the minimum viable loop of circular economy. Correction in motion is a hundred times more effective than planning in stasis. 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 Eyes in Suffering: Reading Cioran's 'On the Heights of Despair' In an efficiency-obsessed age, suffering is often seen as an error to be corrected. But Cioran's words remind us: the depth of existence often emerges in disorder and brokenness. Contemplation is not escape from reality, but establishing 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: A Dialogue with Gemini Pro 2.5 Language is inherently ambiguous, and AI's training data consists precisely of this human language. AI hasn't overcome ambiguity—it has devoured vast amounts of ambiguity to make predictions. AI's 'imprecision' is a structural inevitability of probabilistic models. Facing this structural dishonesty, humans must maintain the capacity for skepticism and verification. Burnout Society: 'Can't Keep Going, Can't Lie Down' in the Self-Exploitation of Meritocracy In meritocratic society, we are no longer oppressed by external authority, but have become free laborers engaged in self-exploitation. Byung-Chul Han's 'Burnout Society' reveals 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 Dawn: 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 of reducing intelligence costs, Sora as the starting point for world simulation, and energy as the ultimate bottleneck. AGI's arrival won't be an explosion, but like sunrise—gradual yet irreversible. The real question is: are you ready to welcome this dawn? 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 Embodied AI Development AI's core deficiency is not technical, but ontological. Drawing from the Christian theological framework of incarnation, this argues that embodiment is not an optional feature for AI development, but a necessary condition for achieving 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 Pitfalls to Replicable Framework Before implementing AI Agents, you must clearly define positioning and boundaries, or they easily devolve into uncontrollable black boxes. From OneUp auto-posting to debate engines to our AI platform monitoring, every pitfall I've encountered points to the same thing: modularity, traceability, and starting small. This article presents five implementation 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. Quiet Edge: Thirteen Language Nodes on Self-Possession, Reading People, and Walking Through Life These thirteen observations from life—spanning self-possession, reading people, relationship boundaries, and the essence of self-discipline—outline a high-level survival posture: rejecting pointless proofs and arguments, using selection over confrontation, and knowing when to bow your head. Self-discipline isn't deprivation, but reshaping the boundaries of freedom. 2030 World Outlook: Finding Position Between Technological Acceleration and Physical Limits The world of 2030 won't be determined by any single technology, but constrained by the interactions between physical limits, geopolitical games, and ethical boundaries. AGI, quantum computing, climate resilience—each axis has its ceiling. Facing an uncertain future, rather than pursuing precise predictions, it's better to build strategic resilience that can survive across multiple scenarios. When Nudity Becomes Language: Body Grammar and Algorithmic Symbiosis in the Digital Age In an era dominated by the attention economy, nudity is no longer merely erotic or provocative, but a linguistic technology and self-preservation strategy selected and amplified by algorithms. Bodies become nodes in traffic insurance and data systems. Facing standardized body grammar, we must reclaim the right to write and view our own bodies. Thinking in the Post-Code Era: When Taste Becomes Humanity's Key Competitive Advantage When AI drives the cost of coding toward zero, code itself is no longer scarce—what becomes scarce is the judgment to know what to write. This judgment has a more precise name: taste. Taste isn't vague aesthetic preference, but the ability to discern 'what's worth creating' among infinite options. It emerges from cross-disciplinary experience, contextual sensitivity, and the courage to say 'no.' In the post-code era, taste is humanity's last irreplaceable advantage. Sovereign AI Comprehensive Guide: Autonomous Competitiveness in the Digital Age Sovereign AI represents a nation's comprehensive autonomous control over technology, data, algorithms, and applications. As data replaces oil as the foundation of power, establishing autonomous AI infrastructure becomes core to national security. Yet while pursuing technological autonomy, how to avoid sliding toward techno-authoritarianism is a civilizational choice every nation must face. AI Agents vs. Agentic AI: Evolution from Task Tools to Autonomous Partners AI Agents and Agentic AI represent fundamentally different design philosophies. The former excels at defined tasks and automated processes, while the latter possesses the capability to handle open-ended problems and dynamic collaboration. However, agentic AI also introduces novel challenges including hallucinations, task collapse, and accountability boundaries. This isn't a terminology debate—it's an architectural choice. Choose wrong, and the entire system breaks from the foundation 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. When Language Is Abandoned, What Do We Have Left? — Neuralese and the End of Linguistic Sovereignty Neuralese is non-linguistic reasoning that AI conducts in high-dimensional latent space, bypassing the information bottleneck of natural language. When AI's thinking process is no longer presented in human-readable text, our entire governance logic of supervision, auditing, and accountability begins to unravel. This isn't a distant sci-fi scenario—it's an architectural choice being seriously discussed in AI safety research, and the consequences of this choice will determine whether humans can continue to participate in AI decision-making processes. Safer-4 and the Future of Technical Governance: Can Humanity Still Hold Power? When AI transforms from a governed object to a governance partner, humanity faces not loss of control, but loss of rhythm. AI's optimal solutions compress the space for democratic consensus, and decision accountability is becoming blurred. What we need is not faster decisions, but the ability to preserve 'not deciding immediately' for reflection. 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: Taiwan Enterprises' Choice of Order in the US-China Competition Entropy represents chaos and decay, while negentropy is order and vitality. Business decisions are essentially about fighting entropy increase. From an anti-entropy historical perspective, the US-China competition is a race of entropy reduction engineering. Taiwan enterprises should not choose sides politically, but should choose sides based on order—approaching stable institutional centers of negentropy while distancing themselves from chaotic entropy flows. 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, but a systemic force that compels organizations to reconstruct their foundational logic. When AI agents enable supply chains and decision-making to operate 24/7 without interruption, this signals the shift from human-powered endurance to intelligent instinct in the always-on economy. Future success won't depend on who uses AI, but on who can first complete the three-layer reconstruction of processes, human-machine collaboration, and value creation.
2024
The Fundamentalist Trap: When Faith Transforms from Inquiry to Judgment The core problem of fundamentalism is not doctrinal content, but its obsession with certainty. When a person believes they possess the complete truth, they lose the ability to listen and dialogue. Faith transforms from a journey of constant inquiry and humility into a frozen system that tolerates no challenge. This article explores the cost of certainty, the power of humility, and how faith can maintain its capacity to breathe while preserving core beliefs. God Beyond Definition: Why Theology Needs the Courage of Negation We habitually use language to define God, but true theological wisdom lies in acknowledging the limitations of language. Apophatic theology reminds us: saying what God 'is not' brings us closer to reality than claiming what God 'is.' In an age of rampant certainty, this courage of negation is actually a deeper form of faith.
2023
2022
Elite Arrogance and Youth's Way Forward Sandel points out that elitism makes the successful believe everything depends on themselves, forgetting luck and systemic support. This creates social rifts 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: The Risk Philosophy of Replacing 'Goals' with 'Systems' Civilizational progress cannot be measured solely by economic growth; reducing risk and providing security are equally central to civilization. On the personal level, establishing a continuously operating life system leads to genuine happiness far more than pursuing finite goals. Refuse to Be a Noisy Follower: Survival Choices of Five Industry Roles Industrial ecosystems consist of five roles: builders, traders, investors, commentators, and followers. Media cares about traffic, traders care about volatility—blindly following their emotions only leads to loss of judgment. Young people should choose to become builders who get their hands dirty, defining their value through creation rather than consumption. Traffic is More Than Currency: Social Roles and Responsibilities Behind Influence Traffic has more forms than just currency—it's the quantification of trust relationships. When non-profit leaders or knowledge disseminators forcibly commercialize their influence for profit, persona collapse and trust bankruptcy become inevitable consequences. True influence comes from role consistency, refusing 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 School Closure, Not Learning Closure: A Resource War from a Parent's Perspective School closures during the pandemic exposed the structural inequalities of online learning. Gaps in hardware, space, and logistical support turned online education into a brutal game of competing family resources. Parents must shift from passive acceptance to actively building management systems, because the paradigm shift in education won't wait for you to be ready. Reverence for the Boundaries of the Unknown: Facing Market Crises with Falsification Thinking In a world filled with black swans, blind confidence is fatal. True risk management is built on the humility of acknowledging that 'things-in-themselves are unknowable.' Whether facing market crashes or global pandemic spread, constantly questioning ourselves and rehearsing extreme scenarios is the only way to coexist with crisis. 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. 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 That Tests Human Nature Most people treat remote work flexibility as a free lunch, but true remote collaboration requires stricter management mechanisms than office work. Human nature shouldn't be underestimated: freedom without structural constraints ultimately devolves into pretending to be productive while spinning wheels. Work records, progress milestones, project minimization, flexible assignment—these four pillars support the freedom of remote work.
2019
The Labor Pains of Full Dilation: Why Digital Transformation Always Ends in Failure Digital transformation is a process as painful as labor, yet most companies declare death before successful delivery. Mindset transformation, talent gaps, and covert sabotage by power structures—these three mountains make transformation the cruelest test for enterprises. Lessons from Shiseido GIC: Style Transcends Trends At Shiseido's Global Innovation Center (GIC) in Yokohama, I witnessed a brand logic completely different from the trend-driven industry: not chasing trends, but defining style. Founded in 1872, Shiseido's survival code over nearly 150 years wasn't betting right on every trend, but never needing to chase them at all. This observation offers profound insights for personal branding and corporate strategy—in an era where everyone scrambles to follow trends, true competitive advantage comes from that which you don't need to follow.
2018
The End of the Lone Wolf: Team Building Lessons from Triathlon Competition Triathlon relay perfectly embodies the meaning of modern group education: a group of people encouraging each other toward a common goal, where one person's withdrawal means total failure. In an era of diploma devaluation, the ability to identify problems, utilize resources, and collaborate with others is more important than any academic credential. Sports is the most underestimated battlefield for implementing group education. 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 Construction Behind Business Planning Human cognition's System 1 (intuition) makes us fast but crude, while System 2 (rational thinking) makes us precise but uncomfortable. Teaching students to build business websites revealed a harsh truth: most people would rather stay in intuition's comfort zone than engage in truly demanding structured thinking. But business logic always requires System 2. Even Broken Crutches Provide Support: Humbly Facing the Faith of the Elderly Generation Faced with the elders' enthusiasm for merit economics and religious merit theory, the younger generation often tries to deconstruct these with reason. However, for the elderly who have lost their life's center, these beliefs are real spiritual support. True humility is acknowledging the limitations of reason and embracing these forces that accompany the elderly on their journey forward. Breaking Through Organizational Rigidity: Business Development as Silo-Breaking Organizational rigidity stems from information opacity caused by excessive division of labor. True business development is not just sales, but serving as a translator across boundaries, requiring coordination of various gaps from a higher dimension. The silo effect isn't solved by tearing down walls, but by having people who enable 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: Business Insights from Facebook's Algorithm Restructuring Facebook adjusted its algorithm, shifting the focus of interaction from commercial fan pages back to interpersonal exchange. This wasn't platform suicide, but a courageous act of self-evolution. When traffic dividends disappear, brands must evolve from 'selling 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 Personal Matter: Why Should EQ Be at the Core of Group 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 opportunities for compromise and empathy in teams. True emotional intelligence can only grow in environments 'with others.' The Weight Algorithms Cannot Replace: Why We Shouldn't Become Scientism Believers? Platforms and data can reduce information asymmetry, but decisions still require the human brain's leap-based thinking. Any platform claiming to make decisions for you is either naive or deceptive. In today's era of more powerful AI, this warning deserves to be heard more than it did a decade ago. The Real Context of the Reformation: When Faith Meets Printing and Politics The Reformation wasn't just a story of faith awakening, but the result of technological communication and political power struggles. Martin Luther's Ninety-Five Theses, without the viral retweeting of printing technology and political protection from local nobles, might have remained a forgotten academic debate. Understanding the real context of reform is the beginning of being responsible to both history and faith. Digital Footprints and the Invisible Web: When Life is Quietly Taken Over by Algorithms When mobile apps know more about your sleep quality and productivity than you do, human digital footprints are being absorbed into a massive underlying system. Learning to coexist with this invisible web is an unavoidable challenge for our generation.
2016
Theological Reflection on Same-Sex Marriage: Between Love and Law, Can Faith Breathe? When same-sex marriage becomes a flashpoint of conflict between church and society, most Christians find themselves anxious about 'choosing sides.' But genuine theological reflection is not about giving the right answer—it's about learning to think within tension. The conflict between love and law is not a problem to be solved, but a burden faith must learn to carry. The Collapse and Reconstruction of Faith: Understanding the Nature of Religion Through the 1995 Leap Month Prophecy The 1995 leap month prophecy debacle was the most painful lesson in Taiwan's church history. When fear replaced thought and prophecy replaced theology, believers sold their homes to emigrate while churches fanned the flames—and in the end, no one apologized. Looking back thirty years later, this was not just a collective mistake, but revealed a fundamental problem: faith communities lacking theological reflection have no immunity when facing fear. Faith's collapse is not because God doesn't exist, but because we built our faith on sand.