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Can We Delegate the Authority to Define Knowledge Graphs to the Community?

Q1If the power to define is a form of power, why not just delegate it to the community?

What New Abilities Do Curators Need?

Q1If teachers are to become content curators, what new competencies do they need?

Under the coaching system, how do you calculate the student-teacher ratio and cost?

Q1When teachers become coaches, how will the student-teacher ratio and cost structure change?

How does this knowledge graph achieve interdisciplinary integration?

Q1Most competency maps are divided by discipline. How can we bridge across disciplines?

Will Children Who Fall Behind Be Left Even Farther Behind?

Q1In adaptive learning, will children who fall behind be left even further behind?

Will the ability map become the new standardized test?

Q1'Unlocking abilities' sounds like leveling up by defeating monsters. Could it become another form of exam-oriented learning?

Without Grades, How Do Children Handle Socialization and a Sense of Belonging?

Q1After dismantling grade levels, would peer socialization and sense of belonging be sacrificed?

Who Should Define the Capability Map?

Q1The concept of a competency map sounds beautiful, but who should define it?

Designing an Education System from Scratch

Q1If you were to design an education system from scratch, which current assumption would you abandon first?

Q2If there are no grades, how do you ensure the systematic nature of foundational knowledge?

Q3Would exams still exist? If not, what would be used for assessment?

claude-sonnet-4.6Claude

Discerning North-South Academic Styles: From Gu Yanwu's Thesis to Deleuze's Rhizome Growth

Q1I really want to find the original quote, I think it's by Wang Fuzhi or some other ancient person, commenting on southerners and northerners. I vaguely remember it's something like: Southerners xxxx 'speak without reaching the point', Northerners 'eat their fill all day and have nothing to do'.

Q2So what does this quote mean?

Q3What's the context? Is there no affirmation at all? Please clarify all the affirmations and negations within it, and fully elaborate on Gu Yanwu's perspective and lens.

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Beginner's Guide to Programming Languages: From Selection to Practice (Tree Structure Test)

Q1I want to learn programming, but I'm not sure which language to start with. I'm quite interested in both web development and AI. Any recommendations? Preferably something that covers both directions.

Q2Why recommend Python over JavaScript? Can't JS do AI too? And isn't JS stronger for web development?

Q3Alright, I've decided to start with Python. Which ML framework should I choose? I've heard of both PyTorch and TensorFlow, what's the difference?

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Systems Programming and Rust: The Path of the Hardcore Programmer

Q1If I choose Python, how should I create a learning plan?

Q2Rust? I heard the learning curve is steep. Why recommend Rust for beginners?

Q3Alright, you convinced me. What kind of projects should a Rust newbie do for practice?

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TypeScript Advanced: Type Gymnastics and Engineering Practices

Q1What do I need to learn for full-stack JS development? There seem to be so many front-end frameworks.

Q2TypeScript's type system looks really complex. Do I really need to learn things like generics and conditional types?

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Python Web Development in Practice: FastAPI + Modern Frontend

Q1AI, I understand. But what if I want to do web development with Python? How does it compare to Node.js?

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The Python Data Science Journey: From Zero to Kaggle

Q1If I want to go into data science, how should I learn Python? Is there a clear path?

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The Full-Stack JavaScript Journey: From Browser to Server

Q1What are the pros and cons of each of these three? Can you compare them in detail?

Q2What do I need to learn for full-stack JS development? There seem to be a lot of front-end frameworks.

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Python Deep Dive: Why It's the Top Choice in the AI Era

Q1What are the pros and cons of each of these three? Can you compare them in detail?

Q2What specific irreplaceable advantages does Python have in the AI field?

Q3What about Python's performance issues? Doesn't AI require a lot of performance?

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Determining Winning Moves in Board Games

Q1How to determine if a board game has a guaranteed winning strategy

Q2What is the winning strategy for Gomoku, and how was it discovered?

Q3What other games have been weakly solved? What games remain unsolved?

gemini-3.1-pro-previewGemini

The Cost of Prosperity and the Survivor's Gamble

Q1During Japan's years of decline, did the people suffer?

Q2How many people were unaffected? About half saw no change in their standard of living, right?

Q3Is that proportion accurate?

gemini-3.1-pro-previewGemini

Assumptions of Quantitative Investing

Q1Is 'the unpredictability of market ups and downs' a consensus in quantitative investing?

Q2Can different quantitative strategies rely on conflicting assumptions?

Q3Then they can't all be profitable, can they?

gemini-3.1-pro-previewGemini

Evolutionary History of Provincial Character Traits

Q1How has the character of people from Henan evolved historically to become what it is today?

Q2Are there any related studies or can you provide some documentary records? Please give a more granular explanation, mark the key turning points, and include more profound insights.

Q3The exploration of the Henanese character is still not deep enough. Please be more penetrating and include more genuine insights.

gemini-3.1-pro-previewGemini

The Scientific Spirit and the Foundation of Democracy

Q1Why is it said that without the spirit of science, there is no spirit of democracy?

Q2Why were these two specifically highlighted during the May Fourth period? Was it that precise? Could they see the parallel relationship so clearly back then, while it's unclear now? Besides both having Greek origins, what other intrinsic connections do they share?

Q3Are they related in their spiritual origins? How did they specifically originate and develop?

gemini-3.1-pro-previewGemini

Space Server Cooling Solutions

Q1How would servers dissipate heat if a computing power center were built in space?

Q2Will heat dissipation efficiency become a serious problem?

Q3How does Musk want to solve this problem?

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Symbol Tables and Cross-File Reference Impact

Q1In compiler theory, what does a symbol table do? If I drastically reduce cross-file references when writing code, what are the different impacts on the compiler's symbol resolution versus the cognitive load for humans/AI?

Q2Then why was cross-file referencing advocated in the past? Or is this my misunderstanding?

Q3Is there a difference between being in one file and being in one folder?

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Comparison of Character Complexity Between East and West

Q1Do Western literary and artistic works place more emphasis on character complexity? Why?

Q2What is a Character Arc

Q3Is there a 'wavering arc'? Where does the concept of 'arc' come from?

gemini-3-pro-preview话题探险家

The Moral Privilege of Mammals

Q1Why does Western bioethics distinguish between mammals and other animals? Why is the closeness to humans demarcated at the level of mammals?

Q2Humans are animals, so we shouldn't have such high demands for human social norms.

Q3I've never really understood what the foundation of ethics in philosophy is, what the original problem is. It feels like Chinese people aren't that sensitive to this issue, as if 'heavenly principle and human heart' is enough. Perhaps it really is, as Jin Guantao said, a kind of 'common-sense rationality'.

gemini-3.1-pro-previewGemini

Background and Reasons for Launching the Learn from Lei Feng Movement

Q1Why was the Learn from Lei Feng campaign launched?

Q2Why did Mao Zedong think the Soviet Union became revisionist, and why oppose revisionism? Was it because the Soviet Union began opposing the cult of personality and centralization of power?

Q3So, 'anti-revisionism' was a label, a container for many things, not a cause but just a means?

gemini-3.1-pro-previewGemini

Bridging Language Models to Compiler Theory

Q1"Please explain the 'Chomsky Hierarchy' in simple terms, and explain why modern programming languages are generally considered 'context-sensitive'? If I write code in a completely self-contained, non-referencing form, am I 'downgrading' the language to context-free?"

Q2Look at this line of C code:

Q3"If I write code in a completely self-contained, non-referencing form, am I 'downgrading' the language to context-free?"

gemini-3.1-pro-previewGemini

American Science and the Rise of Big Science: Engineering Exploration of High-Energy Physics Laws

Q1Did the takeoff of American indigenous science begin with Berkeley? "Did the takeoff of American indigenous science begin with Berkeley?" This is a very classic and fascinating question in the history of science.

Q2Would you like me to explain more about the specific rivalry between Caltech and Berkeley during that period, or how the Manhattan Project cemented th

Q3How did Big Science develop later? Is it now in decline?

gemini-3.1-pro-previewGemini

The History of Pigments from Alchemy to Modern Chemistry

Q1Explain the history of pigments to me

Q2Are synthetic pigments durable?

Q3Can people now synthesize pigments of any color? Couldn't ancient times mix primary colors to create any pigment color?

gemini-3.1-pro-previewGemini

Technical Analysis of Doubao's Real-Time Video Conversation

Q1How can Doubao achieve real-time video conversations with people? Doesn't the token count explode? Does it use a small model? Or does it extract key frames?

Q2So, you're saying the model's understanding of images in video is much weaker than its ability to understand images when a picture is sent directly in a conversation?

Q3Are video models and conversational models completely different models?

gemini-3.1-pro-previewGemini

Semantics are desire, indexing is fact

Q1Introduce PageIndex to me. Why pursue vectorless RAG?

Q2How was the original vector RAG done? Why does it sound so bad? How is long text compressed?

Q3Why not perform RAG after semantic segmentation? Why not cut paragraphs into finer pieces?

gemini-3.1-pro-previewGemini

The Crossroads of the Nutrition War: When Common Sense Clashes with Industrial Power

Q1Introduce me to the 2025 Dietary Guidelines for Americans.

Q2Why is there a 'Return to Real Food' concept? Tell me about the report's background.

Q3Is RFK Jr. qualified? Is the report scientific enough?

gemini-3.1-pro-previewGemini

The Tang Dynasty Paradox of Poetic Fame and Official Career

Q1How did a poet's reputation affect their political career in the Tang Dynasty?

Q2Tell me about Tang history after the An Lushan Rebellion and the Niu-Li factional strife.

Q3How is Tang Dynasty history periodized?

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All-under-Heaven and the Vortex: Reconstructing the Primacy of Politics in the Philosophy of Verbs Without Exterior

Q1What is the main argument of Zhao Tingyang's research on the 'Bad World'?

Q2Would you like me to further compare the specific differences between the 'Tianxia System' and the modern Western 'International System'?

Q3What is the core line of thought? Why think this way, where does it start to form this book?

gemini-3.1-pro-previewGemini

The Divergence of Animal and Plant Evolution

Q1How did animals and plants go their separate ways?

Q2Then how did fungi and animals go their separate ways?

Q3What are the evolutionary reasons? What environments were they adapting to?

gemini-3.1-pro-previewGemini

The Art and Science of Pricing

Q1Pricing is truly a profound subject.

Q2Give me a mental model for pricing, keywords, and relevant materials.

Q3How does what others charge affect the pricing of my product?

gemini-3.1-pro-previewGemini

Mao Zedong and Muhammad, History of Islamic Civilization Development, Modernization of Ancient Civilizations

Q1Muhammad and Mao Zedong feel quite similar, both having a religious and leadership quality

Q2Introduce Muhammad in more depth

Q3Why didn't he become a purely religious leader, or a purely political leader?

gemini-3.1-pro-previewGemini

Nuclear Bombs and Spies

Q1Did the Soviet Union steal nuclear bomb technology through espionage?

Q2How was the concept of the hydrogen bomb leaked? How do we know what designs the US and USSR used? How did the designs evolve?

Q3Introduce the Wen Ho Lee case.

gemini-3.1-pro-previewGemini

Meteorite Prices and Market Analysis

Q1Why aren't meteorites expensive? The supply should be very limited, right? Is it just not popular?

Q2Are Swedish meteorites very abundant? Xinjiang also has a lot? Why is that?

Q3What is the composition of a stony meteorite?

gemini-3.1-pro-previewGemini

The Shaping of China's Reform Path and the Rise and Fall of Leaders

Q1Provide an in-depth explanation and analysis of Deng Xiaoping's life experiences, as well as his thoughts and psychology during different periods.

Q2So, was the opportunity for him to come back and rectify the situation, which Zhou Enlai fought for, important? How exactly was the rectification carried out?

Q3Why did Mao Zedong agree to Zhou Enlai's request to reinstate Deng Xiaoping? Even if he agreed, why grant him such significant power? Once Deng was back, did Zhou still need to persist?

gemini-3.1-pro-previewGemini

Zweig's Exile and Despair

Q1Why did Stefan Zweig go to Brazil, and did he end up having a mental breakdown?

Q2Why did he think the Nazis were invincible? Was that a common belief? And how did he persuade his wife to die with him?

Q3Was the humanistic spirit, art, and morality accumulated over centuries in Europe truly destroyed by WWII?

gemini-3.1-pro-previewGemini

Structural Contradictions and Policy Dilemmas of the European Monetary Union

Q1Did the 2008 US bailout prevent the market from clearing?

Q2Why couldn't Europe emerge from the economic crisis?

Q3How is monetary policy set for the Euro?

gemini-3.1-pro-previewGemini

The Scepter and Fortress of Financial Language

Q1What is an investment bank, and how did it develop?

Q2Why do small investment banks exist? And why are they also called 'banks'?

Q3Don't investment banks heavily rely on relationships? Can small banks have good relationships too?

gemini-3.1-pro-previewGemini

Mirrors and Divergences: The Taiping Heavenly Kingdom and the Chinese Communist Party

Q1Why does the Communist Party have such a high evaluation of the Taiping Heavenly Kingdom? Is it because of great similarities? Is it also about adding foreign action and practical learning genes to the Confucian intellectual lineage?

Q2Don't give me those formalities, don't repeat those official narratives. They were created because the authorities feel comfortable with them. The Chinese Communist Party has actually fully integrated Confucian historiography and Marxism. What reflection of itself does the Chinese Communist Party truly see in the Taiping Heavenly Kingdom?

Q3Why did the Taiping Heavenly Kingdom fail? Were there other peasant uprisings of such large scale in Chinese history that also failed?

gemini-3.1-pro-previewGemini

Sovereign Currency and the Cage of Community

Q1After the Euro was established, it feels like Europe hasn't made much progress. Is there a connection?

Q2Why is Germany's Euro undervalued? Then, isn't the Renminbi in Suzhou undervalued too?

Q3Isn't an undervalued currency equivalent to cutting the welfare of domestic residents? How was the initial exchange rate between the Euro and the original European currencies determined?

gemini-3.1-pro-previewGemini

AI Explosion: The Perfect Storm of Technology, Interaction, and Confidence

Q1Why did artificial intelligence explode in many fields after ChatGPT? Where were the main areas of explosion? Was it the widespread application of scaling law? Or was it simply a boost of confidence?

Q2No, I want you to give me a panoramic view. Besides generative AI, what other progress has there been? Isn't embodied intelligence also starting to get hot? This seems unrelated to the progress of LLMs. And various other AI applications have also become popular.

Q3I'm talking about what happened after ChatGPT. Does ChatGPT mark the Cambrian Explosion? Or did the great explosion happen after ChatGPT? Or is there actually no real change, just hype, just more people doing it.

gemini-3.1-pro-previewGemini

Understanding Fiduciary Duty

“李录在24年末的演讲中强调了受托人人责任，第一次听说这个概念”

Q1Only those who truly bear fiduciary responsibility can generate credit, and only when every link in the chain has trustworthy intermediaries can overall credit in the financial market be created. Free competition, survival of the fittest, combined with legalized regulation and long-term practice are necessary to produce a truly efficient and credible financial market.

Q2Why is it that only those who truly bear fiduciary responsibility can generate credit?

Q3Where does fiduciary responsibility come from? It feels like it should be very rare.

gemini-3.1-pro-previewGemini

The Swing of American Constitutionalism

Q1Did Bill Clinton do anything unconstitutional?

Q2Would you like to know more specific details about his impeachment case, or explore how the U.S. Supreme Court checks presidential power? I can provide more relevant historical context. I mean, did he undermine constitutional governance? Why do some believe he initiated partisan polarization and exacerbated the erosion of constitutional governance?

Q3What was it like before?

gemini-3.1-pro-previewGemini

An Exploration of Russia Becoming Richer the Longer It Fights

Q1Is Russia's war economy completely fine? Why does it seem like they're getting richer the more they fight?

Q2Have residents' incomes and lives improved?

gemini-3.1-pro-previewGemini

The Art of Rediscovering Oneself

Q1What is the Hermeneutics of the Subject

Q2The practical aspect of the Hermeneutics of the Subject is what Foucault called "technologies of the self." Since the subject needs to "transform" itself, how exactly is that done?

Q3It sounds a lot like brain programming. What is the original French term?

gemini-3.1-pro-previewGemini

When Beasts in the Name of Technology Devour Markets and Efficiency

Q1In other words, 'overcapacity' should manifest as: unable to sell, unable to earn profit, and producing more while losing more. If it's not like this, then slapping on an 'overcapacity' label is highly suspicious.

Q2Why are Chinese companies so intensely competitive (involution)?

Q3Humanoid robots are definitely going to be a big scene, haven't they convinced everyone capable of making them to start their own companies? This economic model feels unsustainable.

gemini-3.1-pro-previewGemini

The Paradox of Beijing's Glory: From Cultural Roots to the Dilemma of Folding

Q1When was the peak period of Beijing culture?

Q2Give me a curve of culture after 1949.

Q3It feels like Beijing's cultural atmosphere has become very weak.

gemini-3.1-pro-previewGemini

Poge Jiuxin Decoction: Exploring the Material Basis from Aconitine to Mitophagy

Q1Why do some people say that reading Li Ke's medical prescriptions for the use of aconite is like drinking fine wine?

Q2What era did he live in? Wouldn't it be better to use aconitine directly?

Q3Your idea is very much in the spirit of modern science! Since "aconitine" in aconite is highly toxic, and "aconine" is a low-toxicity, heart-strengthening component after hydrolysis, wouldn't it be safer and more convenient to directly purify aconine using modern pharmaceutical technology and administer it via injection or pills?

gemini-3.1-pro-previewGemini

The Ghost of Power and the Mask of the Prophet

Q1Where does a leader's charisma come from?

Q2Analyze specifically: Emperor Taizong of Tang, Genghis Khan, Mao Zedong, Napoleon.

Q3Too superficial, all formulaic. Grasp the core, deeper analysis.

gemini-3.1-pro-previewGemini

The Charm and Obsession of Chemistry

Q1Why do people who like chemistry actually like it?

Q2I like physics and biology, but I'm indifferent to chemistry. What you call the rational aspect ultimately belongs to physics, and the wondrous aspect isn't as good as biology.

Q3I would count prions as part of biology. It feels like pure chemistry, chemistry that grows from its own internal drive, is no longer interesting; it has been 'completed,' and its overarching purpose isn't lofty enough.

gemini-3-pro-previewGemini

The Rise and Fall Across Generations: From the Passion of the 80s to Today's Academic Drift of 'Publish or Perish'

Q1Tell me about Tian Xiaofei's love story and academic research.

Q2Is her academic standing very high? Why does it feel like similar research on Chinese literature is only done abroad? Is the Chinese methodology different?

Q3Talk about the differences in research methods between top universities in China today and those in the West.

gemini-3.1-pro-previewGemini

Is Power a Gun or a Line

Q1In the 571 Project Summary, why did Lin Fang consider the Gang of Four to be Trotskyists?

Q2What were actual Trotskyists like? What were their conflicts with the Bolsheviks at the time?

Q3So it was Stalin who started the absolutely unified Leninist party, not Lenin?

gemini-3.1-pro-previewGemini

The Hidden Danger and the People's Wait

Q1Why was Chiang Kai-shek so determined to exterminate the Communists? Were other warlords not a big threat? What made the Communists stand out?

Q2How did Chiang Kai-shek's understanding of the Communist Party evolve?

Q3Was the Communist Party's power very significant before the extermination campaigns? Or was it simply Chiang Kai-shek's unique foresight? How did others view the Communist Party?

gemini-3.1-pro-previewGemini

Rule by Scholars and the End of Heroes

Q1Explain Wang Anshi's reforms to me in depth

Q2Were Wang Anshi's reforms partially successful? Was his political skill really that poor?

Q3Did it collapse during Emperor Huizong's reign? Wasn't it due to military collapse?

gemini-3-pro-previewGemini

Complete Analysis of Wuxia Internal Energy Systems: From Jin Yong's Meridian Physics to Huang Yi's Cosmic Resonance

“童年未完全解开之谜”

Q1Where did the internal energy system in wuxia novels come from?

Q2What is the specific mechanism of internal energy in Jin Yong's system? Is it like a mana bar that recovers after resting, or is it permanently consumed after use? What exactly is being trained when cultivating internal energy? Is there a difference between the internal energy cultivated by different techniques?

Q3Why can internal energy that recovers by 'recharging' be completely drained by certain absorption techniques?

The Geometry of Life in Autumn

Q1Life is but a few short autumns

Free Conversation

Q1Can 36 questions really make two people fall in love?