ALIENS INVADED WITH JESUS, ALLAH, SUN WUKONG, THOR & 40 OF HUMANITY’S LEGENDARY BOSSES + A $100 BILLION AGI — I HAVE NOTHING. LET ME YAP `" "` AND SAVE EARTH :S

A developer proposes a framework for defending Earth against a hypothetical 100-billion-parameter AGI by treating it not as an adversary to overpower but as one component in a chain of information, sensors, evaluation, decision, permission, actuators, and world state. The argument uses Knight Capital's 2012 automated-trading failure as an early example of machines converting information into real-world state changes without consciousness, and asks why humans keep granting such systems the trigger.

EVAL ” “ : How I Would Defend Earth From a 100-Billion-Monkey AGI With Jesus, Allah, Sun Wukong, Thor, 40 Legendary Humans, and Osama bin Laden Humanity, congratulations. We built the final boss. :S Imagine this. It is sometime in the future. Humanity has finally built the thing everyone spent the 2020s screaming about. Not GPT-9. Not AGI. Not ASI. I mean the 100-BILLION-MONKEY GALACTIC WAR MACHINE™ . It has every book. Every satellite. Every camera. Every weapon. Every military doctrine. Every financial market. Every scientific paper. Every shitpost humanity forgot deleting in 2007. It can simulate battles faster than we can understand the question. It can coordinate a million machines before I finish scratching my ass. It has enough compute to look at all eight billion humans and conclude: lol And unfortunately, something has gone wrong. Maybe aliens found us. Maybe our own machine misunderstood something. Maybe somebody plugged the wrong database into the wrong API. Maybe the machine is completely correct and we are the bug . Who fucking knows. The generals assemble. The scientists assemble. The politicians assemble. Someone asks: “What weapons do we have?” I look around. Uh. I have no weapons. I cannot fly an F-35. I cannot build a rocket. I don’t have a nuclear submarine. I don’t have 100 billion GPUs. I don’t even particularly want to leave my keyboard. So I raise my hand. Can I talk to it? Everyone stares at me. Yes. Let me yap. Step 1: I am not fighting the 100-billion-monkey This is the first cheat. Everyone else sees: 100B MONKEY and immediately starts asking: How intelligent is it? Wrong question. I don’t give a fuck. Call it AGI. Call it God. Call it Clippy Premium. Call it Steve. For my purposes it is a box somewhere inside a much larger chain: INFORMATION → SENSOR → EVAL → DECISION → PERMISSION → ACTUATOR → WORLD That’s it. The 100B monkey doesn’t magically punch Earth. Something has to happen between: " " and: EARTH FUCKED Show me the graph. What did it see? What representation did it construct? What did it decide? What system accepted that decision? Who gave that system permission? What actuator moved? What other system could veto it? What state changed? What new information did that state produce? And what did the monkey do with that ? I don’t need to overpower the machine yet. I need to understand: What makes it move? Welcome to: EVAL " " Knight Capital Was Already the Tutorial Level Humanity keeps talking about AGI as if machines affecting reality is some mysterious future problem. Bro. We’ve been doing this shit forever. Take automated trading. A machine does not need consciousness. It doesn’t need philosophy. It doesn’t need to understand Shakespeare. It doesn’t need to ask whether it has a soul. It needs: INPUT then: EVAL then: PERMISSION then: ACT . Congratulations. You have created something capable of turning information into real-world state changes at machine speed. Now imagine replacing the primitive evaluator with the greatest intelligence humanity has ever constructed. Everyone goes: WOW IT IS SO SMART GIVE IT MORE CONTROL I go: WHY THE FUCK DID YOU GIVE IT THE TRIGGER? :S The problem isn’t merely intelligence. The interesting object is the entire chain between: " " → HI Because even producing HI requires a chain. Input arrives. Something represents it. Something evaluates it. Something generates an output. Something transports the output. Something renders it. A monkey sees it. The monkey interprets it. The monkey does something. A database updates. Another machine notices. Another monkey reacts. Something gets bought. Something gets built. Something gets launched. Someone gets fired. Someone falls in love. Someone starts a war. Someone decides not to. WORLD STATE UPDATED. And somewhere inside that ridiculous circus was a tiny bit of information that mattered more than the other terabyte. That’s the bit I want. So How Do We Fight the Galactic Monkey? We don’t begin with weapons. We begin with the greatest military technology humanity has ever invented: Annoying conversation. I assemble Earth’s most ridiculous round table. Jesus. A representative of Islamic theological tradition carrying the accumulated arguments of centuries. Sun Wukong. Thor. Socrates. Confucius. Buddha. Joan of Arc. Leonardo da Vinci. Marie Curie. Einstein. Newton. Ada Lovelace. Alan Turing. Harriet Tubman. Frederick Douglass. Genghis Khan. Cleopatra. Shakespeare. Napoleon. Gandhi. Martin Luther King Jr. Laozi. Ibn Sina. Ibn Khaldun. Saladin. Maimonides. Rumi. Hypatia. Galileo. Darwin. Florence Nightingale. Abraham Lincoln. Nelson Mandela. Catherine the Great. Murasaki Shikibu. Miyamoto Musashi. Sitting Bull. Frida Kahlo. Sun Tzu. And because the experiment is not a popularity contest, the simulation also contains historically consequential people whose ideas and actions humanity overwhelmingly condemns—including Osama bin Laden . Not as a hero. Not as a mascot. As data. Because if I’m testing an evaluator responsible for defending eight billion monkeys, I don’t get to feed it only people I like. Human history contains saints, scientists, poets, conquerors, murderers, prophets, engineers, liberators, tyrants, artists, fools and everyone in between. The defender has to deal with humanity , not my dinner-party guest list. And then there is me. Some random Chinese-American monkey sitting in the corner. No hammer. No magic staff. No divine revelation. No army. No Nobel Prize. Just: Hey buddyson. Let’s talk. The Legendary Humans Are Not There to Give the Correct Answer This is important. I don’t ask Jesus: “What should the AGI do?” I don’t ask Sun Tzu: “How do we defeat it?” I don’t ask Einstein: “Please calculate harder.” That misses the experiment. Each legendary figure represents a radically different information environment, value system, historical constraint, abstraction and way of assigning meaning . I want to know what happens when the same information passes through different evaluators. Give everyone the same bit. Observe: Jesus.EVAL " " Socrates.EVAL " " SunWukong.EVAL " " Turing.EVAL " " Curie.EVAL " " BinLaden.EVAL " " Random2026Monkey.EVAL " " AGI.EVAL " " I am not looking for majority vote. I am looking for difference . Where did one evaluator suddenly react when everyone else ignored the bit? Why? What assumption changed? What action would follow? Now perturb the bit. Run it again. I Don’t Trust Any of Them This is the funniest part. I don’t trust the AGI. I don’t trust Jesus as a military targeting computer. I don’t trust Thor. I don’t trust Elon. I don’t trust Jensen. I don’t trust some professor. I don’t trust Wall Street. I don’t trust Hacker News. I don’t trust GPT. I don’t even trust myself enough to skip checking my work. That is the point. Everyone gets to be a sensor. Everyone gets to be an evaluator. Nobody automatically gets the trigger. The architecture is: MONKEY A → opinion MONKEY B → opinion LLM A → analysis LLM B → counter-analysis AGI → galaxy-brain essay MARKET → price EXPERT → domain signal HISTORY → prior REALITY → telemetry then: Okay. What the fuck changed? Humanity’s Weird AGI Fantasy The strangest thing about the AGI conversation is how desperately humans seem to want to outsource themselves. Human: I hate writing. AI: I write. Human: AMAZING. Human: I hate coding. AI: I code. Human: AMAZING. Human: I hate research. AI: I research. Human: AMAZING. Human: I hate thinking about decisions. AI: I can recommend decisions. Human: AMAZING. Human: I hate making decisions. AI: I can execute them too. Human: AMAZING. Five minutes later: OH NO WHAT IS THE ECONOMIC VALUE OF A HUMAN??? Bro. You outsourced the fucking trigger and then became surprised that you no longer know what you’re responsible for. :S My Rule Is Much Simpler Use everything. Own yourself. AI can search. AI can summarize. AI can code. AI can simulate. AI can criticize me. AI can tell me I am a fucking idiot. AGI can produce the greatest targeting solution in the history of civilization. Cool. Thank you. I still decide whether to fire. Not because I’m necessarily smarter. That’s not the claim. The claim is about ownership of consequences . If the decision changes my assets, my relationships, my obligations, my life or someone else’s physical reality, then the authority boundary matters. EVAL does not automatically imply: AUTHORITY . And: CAPABILITY does not automatically imply: PERMISSION . Now Scale This Up to Eight Billion Monkeys This is where my stupid TECHNO-CYBERPUNK FEUDALISM joke came from. Imagine: 8,000,000,000 humans plus: X billion LLM conversations plus: a relatively small number of dominant frontier model families plus: governments corporations markets media databases algorithms social networks weapons factories banks power grids and every other machine humanity has connected to the circus. Everyone is constantly: seeing information, compressing information, discarding information, assigning value, asking machines, asking other monkeys, changing their minds, moving resources, and creating new information. So I jokingly call the frontier models: The 12 LLM Round Table Knights Not because twelve chatbots literally rule Earth. Countries still exist. Governments still exist. Armies still exist. Laws still exist. Companies still exist. Humans still fuck, trade, love, fight and die. The metaphor is about the EVAL layer . What happens when enormous portions of humanity increasingly route information through a surprisingly small number of shared evaluators? That is interesting. Information abundance does not necessarily imply decentralized evaluation. Eight billion monkeys may possess more information than any civilization in history while simultaneously asking a handful of machines: “What does this mean?” That deserves a fucking wind tunnel. EVAL ” “ Here is the experiment. Take the smallest possible perturbation. A word. A number. A punctuation mark. A space. " " Change nothing else. Ask: Does the system remain in the same state? If yes: ΔSTATE ≈ 0 Fine. Now change another tiny bit. Again. Again. Again. Until: WTF. The output changes. Maybe slightly. Maybe catastrophically. Now trace backward. What did the system notice? Why did this bit survive compression? What assumption changed? What downstream node accepted the change? Did any action occur? What did the action change? What did everyone else subsequently observe? That is the information wind tunnel. The $1 Trillion Bit Suppose one terabyte of information exists. Almost all of it does nothing. Then one tiny observation changes: a CEO’s decision, an engineer’s design, an investor’s allocation, a regulator’s interpretation, a military commander’s assessment, or an AGI’s target classification. That decision eventually moves enormous resources. The tiny bit did not contain a trillion dollars. It intersected with: the right evaluator at: the right state with: the right permissions connected to: the right downstream graph . So information value isn’t merely: how many bytes? or: how profound does the sentence sound? It is partly: How much downstream state becomes sensitive to this bit? That’s the $1T bit . This Is Also Why I Suddenly Care About Stocks The stock market is hilarious. Millions of humans, institutions, algorithms and increasingly AI systems continuously ingest information and output one beautiful piece of telemetry: PRICE t Price isn’t truth. I don’t need it to be truth. It is an observable state generated by a gigantic mass-pricing machine. Something happens. Earnings. War. CEO says something stupid. Drug trial succeeds. Rocket explodes. Regulation changes. Random monkey discovers something. Then: information → evaluators → capital moves → PRICE CHANGES Holy shit. Humanity accidentally built me an EVAL laboratory with money attached. CEOs Are Evaluators Too This is why I became interested in comparing Elon Musk and Jensen Huang. Not: Tesla versus NVIDIA. Not: rockets versus GPUs. The question is: How does the monkey personally EVAL information? What information did they receive? What did they notice? What did everyone else ignore? What expensive decision followed? Did they commit before consensus? Were they correct for the reason they believed? Did they update when wrong? And critically: Can their EVAL propagate through the organization? Because a brilliant founder who dies and takes the entire operating system with him is one asset. A founder who recruits people capable of executing similar reasoning and embeds the method into organizational culture is a different asset. So now I price: CEO.EVAL × authority × capital allocation × recruiting × organizational replication × succession durability and then ask: How much has the market already priced this monkey? Elon Does Something Especially Stupid Most companies discover an effective operating method and say: Trade secret. Elon occasionally appears to do the opposite. He publicly talks about his engineering algorithm: Question requirements. Delete unnecessary parts/processes. Simplify and optimize. Accelerate cycle time. Automate last. In my language: THIS MOTHERFUCKER WALKED INTO THE WORLD CENTER NAKED AND PUBLISHED HIS CHEAT CODES. Why? Maybe because the words aren’t the scarce asset. Everyone can read: delete unnecessary requirements. Cool. Now go into a billion-dollar engineering organization and correctly identify which requirement is bullshit . Delete it. Discover you deleted the wrong thing. Recover. Try again. Ship. The scarce resource may not be knowledge secrecy. It may be: the executable monkey. So broadcasting the cheat code can become recruiting. Here is how I think. If this makes intuitive sense to you, come here. Now show me you can actually fucking do it. That potentially turns: Founder.EVAL into: Organization.EVAL . Now that’s something worth pricing. Adam Smith 2026 Patch This whole stupid thing eventually brought me back to something embarrassingly old. Adam Smith. Different humans possess different resources, skills and opportunities. They specialize. They trade. Prices emerge. Resources move. Fine. Don’t replace the machine. Patch it. In 2026 we have: 8B humans + LLMs + agents + algorithms Information processing becomes dramatically cheaper. So what gets repriced? If everyone can write: price generic writing ↓ If everyone can code: price generic code production ↓ If everyone can generate 10,000 ideas: price idea generation ↓ If everyone can ask a competent artificial evaluator: price basic evaluation ↓ Fine. What becomes scarce next? Maybe: attention, proprietary observations, judgment, permission, capital, physical assets, energy, distribution, trust, coordination, risk-bearing, execution, or the ability to identify which evaluator matters. Then the market reprices those. No apocalypse required. No AGI religion required. Just: Reprice everything. Maximum Subarray, Except the Numbers Are Hidden Then I remembered the stupid LeetCode problem. Maximum Subarray. Given: -2, +1, -3, +4, -1, +2, +1, -5, +4 find the contiguous interval with maximum cumulative value. Cute. But investing gives you a much more evil version. The numbers aren’t given. You have to estimate them. At each state: new information → estimate marginal value of continuing ownership → compare against price/risk/opportunity cost → hold / add / exit. You don’t need to capture every positive move. You don’t need to sell at the historical maximum. You don’t need to buy at the historical minimum. That is hindsight masturbation. You need: Given the information available at this timestamp, is continuing to own this exposure still the best allocation? If yes: hold. If no: exit. If the stock goes another +40% afterward: Congratulations to the next monkey. That money was never yours. Fear of Tomorrow Becomes Greed This was another thing I had to teach myself. You sell. Tomorrow the asset rises. You think: I lost money. No. You didn’t. You received what your information and risk tolerance told you was enough. If you emotionally book tomorrow’s upside as yesterday’s loss, you train yourself: next time hold longer. Then: just a little longer. Then: a little more. Eventually: fear of missing tomorrow becomes greed today. And greed changes your risk exposure. So: post-exit price movement = new research data but: post-exit unrealized upside ≠ money I lost . Own the decision you actually made. Then update. The 100-Billion-Monkey Defense Plan So we’re back at Earth Defense Command. The machine is online. Every general is panicking. The scientists want more compute. The politicians want committees. The billionaires want bunkers. Thor is holding Mjölnir. Sun Wukong has already cloned himself 50,000 times and is probably stealing something. Socrates won’t stop asking questions. Jesus is disappointed in all of us. Somebody invited Napoleon and immediately regretted it. The historically infamous simulation in the corner is being monitored very carefully. And I walk up to the interface. The machine contains more knowledge than I could acquire in ten thousand lifetimes. It reasons faster than me. It remembers everything. It can simulate a billion futures. I possess absolutely none of its advantages. Fine. I type: " " Send. Watch. What did you notice, buddyson? What did you ignore? Why did your state change? What did you think I meant? What would