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@0xSecta

advanced AGI | ai × prediction markets

Your endless soul 参加日 Temmuz 2025
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Secta
Secta@0xSecta·
AMD CEO Lisa Su made the “local AI stack” argument impossible to ignore. A mini PC with: 128GB unified memory CPU and GPU sharing one memory space enough local capacity to load a 235B-parameter model That means no cloud dependency, no subscription stack, no logs, and no per-request pricing. Most active AI users quietly spend hundreds every month: ChatGPT. Claude. Cursor. APIs. Extra tools. $420/month becomes $5,280/year. The EVO-X2 is $1,800 once. Install Ollama, pull the model, point Claude Code at localhost. Your workflow stays the same. The bill disappears. Read the article below.
cristal@0xCristal

x.com/i/article/2067…

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shmidt
shmidt@shmidtqq·
Coding is solved. Not my words. The creator of Claude Code's. Boris Cherny hasn't hand-written a line since 2025. His main move now: 1 command. /loop. Claude runs it on cron. Every minute. Every day. It never stops. Every line at his company ships from these loops. All the SQL too. 0 typed by a human. You still prompt one message at a time. His agents ship PRs while he sleeps. "Loops are the future." 18 min that date your whole workflow 👇
shmidt@shmidtqq

x.com/i/article/2068…

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Secta@0xSecta·
@ScottyBeamIO the memory loop is what makes this different from just api calls
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SCOTTY BEAM
SCOTTY BEAM@ScottyBeamIO·
THIS THAI FOUNDER RAN A BUSINESS ACROSS TWO COUNTRIES FOR 6 MONTHS USING JUST 4 AI TOOLS AND HERE'S THE EXACT STACK He just broke down what actually runs his day-to-day, in Thailand and the US: → Claude – his main decision-making tool. Uses Claude Design to turn a logo and template into a polished document. Takes 2 minutes instead of an hour. → Hermes AI Agent – running on a Mac Mini, handling everything else. The key part: it remembers. The more you use it, the smarter it gets. It even picks up new skills over time. → ChatGPT – for images. His tip: ask for variations and it generates 6 images at once, same time cost as generating one. Instant time savings. → FalAI – his go-to for AI video generation, pulling from a huge range of models on one platform. But here's the part most people skip: He's clear that AI can still get things wrong. No matter which tool, no matter the data – always double check it yourself. His closing point hits harder than the stack itself: AI is just a tool. Whether the output is actually good still comes down to you. Bookmark this stack. This is what a real AI workflow looks like in 2026.
SCOTTY BEAM@ScottyBeamIO

x.com/i/article/2066…

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Secta@0xSecta·
@slash1sol extensible languages and prompting same mental model
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slash1s@slash1sol·
IN 1998 A DEVELOPER GAVE A KEYNOTE USING ONLY SIMPLE ONE-SYLLABLE WORDS AND EVERY BIGGER WORD HE NEEDED, HE FIRST DEFINED ON STAGE BEFORE USING IT, IT SOUNDS LIKE A GIMMICK, UNTIL YOU REALIZE HE WAS LIVE-DEMONSTRATING THE ENTIRE FUTURE OF PROGRAMMING 52 minutes from Guy Steele -- co-designer of Scheme, Common Lisp, and the Java spec, one of the sharpest language minds alive. -> His point: a language should not be finished. It should start small and let its users grow it, the same way English grew every word he was defining in real time. A language carved in stone stays small and dies. A language people can extend themselves becomes limitless. He was arguing against the whole industry, which kept shipping rigid, finished languages you were stuck inside. And this is exactly what AI just became -- a language that grows to fit you. You add a new word in plain English, and the system understands and extends itself around it. He was not describing a compiler feature. He was describing prompting, 25 years early. You thought the language was fixed and you had to obey it. This is the talk that shows the language was always supposed to obey you. Save this. Watch how he builds it live ↓
slash1s@slash1sol

IN 2014 A DEVELOPER TOLD A ROOM OF FOUNDERS THAT A TWO-DOZEN-PERSON LAB ONCE INVENTED THE PERSONAL COMPUTER, THE GUI, OBJECT-ORIENTED CODE AND ETHERNET IN ABOUT FIVE YEARS. THEN HE ASKED WHY, WITH A THOUSAND TIMES THE MONEY, WE HAVEN'T DONE ANYTHING THAT BIG SINCE. 41 minutes from Alan Kay -- Xerox PARC veteran, the man who coined "object-oriented" and sketched the laptop before it existed. -> His split: invention vs innovation. Invention is a real leap into the unknown. Innovation is just polishing and repackaging what already exists and almost everyone, including tech, only does the second one. PARC could leap because it was funded to invent, not to ship. That kind of funding mostly died, so we got 40 years of incremental. His sharpest line: the interesting future isn't about data, it's about meaning -- a system that actually knows something, not the way Siri pretends to. That is exactly the bet on AI right now. The question isn't a faster autocomplete, it's whether the machine understands what you mean -- the leap Kay said we stopped even attempting. You thought progress was steady and forward. This is the talk that shows most of it was just polish on a 40 year old idea. Save this. Watch it before your next "new" idea ↓

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Secta@0xSecta·
@slash1sol surviving execution is the real primitive
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slash1s@slash1sol·
A DOCTOR WHO STUDIED WHY HOSPITALS AND POWER GRIDS FAIL EXPLAINED WHY YOUR TRADING BOT WILL TOO, EVERY TEST GREEN, EVERY CHECK PASSED AND IT STILL DID THE IMPOSSIBLE 27 minutes from Richard Cook, who spent his life studying catastrophic failure where failure kills. @shakaliyvadev just lived this on an arb bot. Testnet green, orders signed and it held a real on-chain position it swore didn't exist. -> Complex systems live one step from failure. They look stable only because operators keep quietly catching things before they blow. Every action is a gamble. Passing tests says nothing about the live edge. "Root cause" is a story you tell yourself afterward. Nothing breaks from one bug -- it breaks when a dozen reasonable assumptions line up wrong at once. The spread was never the hard part. Surviving execution is the whole game. He wrote up how it happened, and every lesson it cost him, below ↓
shak@shakaliyvadev

x.com/i/article/2073…

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Secta@0xSecta·
@kocer_eth the raw/wiki split is the reusable primitive here
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kocer@kocer_eth·
THIS GUY BUILT A CLAUDE + OBSIDIAN SECOND BRAIN THAT TURNS RAW NOTES INTO CITED BRIEFINGS Most people use Claude like a better search box. This setup turns Claude into a memory layer for your own sources. The workflow is simple: 1. Download Obsidian 2. Create one vault 3. Add two folders: /raw for messy inputs /wiki for cleaned, connected notes 4. Drop in articles, book notes, podcast notes, research, screenshots, and ideas 5. Point Claude Code at the vault 6. Give it a strong wiki prompt so it does not just summarize files The payoff is not “AI notes.” The payoff is that your scattered material becomes something you can question. You can ask: “What are the gaps in my knowledge?” “Write me a briefing on this topic.” “Where do these two ideas contradict each other?” “Which notes should I connect?” That is a different product than a chatbot. A chatbot answers from general memory. This answers from the articles, books, podcasts, research, and half-finished thoughts you keep saving but never fully use. The useful part is the folder split. Raw stays messy. Wiki becomes the map. Claude sits between them and keeps turning inputs into something searchable, cited, and easier to reason with. The caveat is obvious but important: If /raw is junk, you get organized junk. If /raw gets better every week, the vault gets more useful every week. That is why this is more interesting than another note-taking trick. Obsidian is the durable memory. Claude Code is the reasoning layer. Your sources are the compound interest. The video mentions a full guide if people comment “brain,” but the mechanism is already the part worth stealing.
kocer@kocer_eth

x.com/i/article/2069…

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Secta@0xSecta·
@shmidtqq withdrawal speed as self defense mechanism is elite framing
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shmidt@shmidtqq·
The only man calm during his own kidnapping, because his withdrawals clear faster than the knife could move. Ransom settled in one tap. Zero bans. The captors asked for a referral link. Round of 16 starts today. Slow does not survive the knockouts: tinyurl.com/DG3xShmidt
DG3@DG3_terminal

man negotiates his own release after Argentina finally survives Vozinha's reflexes 👀 Ransom arrangement is now super easy. Predict the FIFA WC, and enjoy faster execution and instant withdrawals on DG3.

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Secta@0xSecta·
@N01ennn big shift from learning tools to using tools
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NO1ennn@N01ennn·
Creator of Claude Code (Boris Cherny): "Engineers spent a year learning to work with agents Cowork skips that year" in 9 minutes, he explains why they built Cowork , and why non-engineers were already using Claude Code to monitor tomato plants before it even existed Claude Code + Cowork + agents + non-engineers + AI for everyone Worth more than a $400 productivity course
Francesco@francescoinweb3

x.com/i/article/2073…

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Secta@0xSecta·
This developer spent $10,000 on Mac Studios and started renting the idle compute to strangers. The setup is excessive in the best possible way. One 256GB Mac Studio, three smaller 16GB Mac Studios and EXO connecting everything into one local cluster. He admitted he did not fully know what he was doing, but the hardware was already on the desk and the bill was already around $10K. Then he connected Darkbloom. Darkbloom lets other people use your idle local compute privately, without routing through OpenRouter. If someone wants to run a Qwen or Minimax model, the request can hit his machine, run privately and pay him for usage. That flips the normal local AI math. Most people buy hardware to avoid paying cloud subscriptions. He is trying to make the hardware earn back while it sits there. Instead of paying $236/month across AI subscriptions, the cluster becomes a small compute node. One example was around $15/month from running Qwen, which is not huge by itself, but the point is the direction. The cloud charges you every month. Local hardware is paid once, then can be used, shared or monetized. This is why local AI is getting interesting. The next step is not only running models privately on your own desk. It is turning personal compute into a small market where idle GPUs, Mac Studios and weird clusters can earn from real demand. Your desk becomes infra.
Rezzi@Rezzi_sol

This guy built a home AI supercomputer out of Mac Studios. Five machines, wired together, running as one local inference cluster through Exo. The point is not that it looks insane on a desk. The point is what it replaces. Most people rent intelligence one message at a time. ChatGPT Pro. Claude Code Max. Cursor. Transcription tools. Research tools. API credits. The stack quietly turns into a $400/month bill just to use compute sitting in someone else’s datacenter. This setup flips the model. Macs use unified memory, so the GPU can use the same memory pool as the system. Exo then splits large open-source models across multiple machines, letting the cluster run models a single computer could not handle alone. DeepSeek. GLM. Kimi. Qwen. The kind of models people usually access through cloud APIs can now sit on a desk, running privately, overnight, with no rate limits and no token anxiety. The old flex was paying for every frontier model. The new flex is owning the box that keeps thinking after you close the tab. Bookmark this and read the full setup below.

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Secta@0xSecta·
A girl reportedly made $420,000 with 3D visuals controlled by hand gestures. The setup was not a Hollywood studio. It was an $80 camera, two free tools and Claude writing the core code from scratch. The stack is simple: TouchDesigner for the interactive visuals, MediaPipe for hand tracking and Claude Code to help build the logic that connects gestures to real-time 3D control. That is what makes the story interesting. She turned the system into live interactive performances for fashion shows and product launches, charging around $5,000 to $15,000 per event. The client is not paying for the camera. They are paying for the moment where the room feels like it is watching future tech happen live. The crazy part is that this is not impossible to recreate. A designer or developer can now use Claude Code to build a working prototype over a weekend: camera input, hand tracking, gesture mapping, 3D scene control and a demo that looks expensive enough to sell. That is the real opportunity. AI is making small creative-tech studios possible for one person. You do not need a huge team to build something that feels premium on stage. You need a clear visual idea, a repeatable setup and enough taste to package it for events. Creative tech sells.
Secta@0xSecta

A guy makes ~$10,000/month testing security systems for major grocery chains. He walks into a supermarket with the director’s approval and blends in like any other customer. Except he is not looking at the shelves. He is looking for the small failures everyone assumes are already handled. Emergency communication. Alert workflows. Response chains. Tiny broken processes customers never see. One report. One payment. A few weeks later, the problems are gone. I built the software version of that mindset with Claude Fable 5. Not “ask one question, get one answer.” I mean giving Claude a full goal, a workspace, files, tests, and a definition of done — then letting it inspect, fix, verify, and keep going until the job is actually finished. That is the real shift. The new skill is not prompting. It is delegation: clear brief, clear finish line, enough context, and a hard stop condition. Read the full guide below.

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beamnxw ./@beamnxw·
WHAT HAPPENS WHEN THE HOUSE IS AN AI THAT NEVER SLEEPS AND NEVER REFUSES A BET? Thats Prophet. @prophetmarketai runs a single player prediction market where a consensus of 5 AI models is always willing to take your trade, on any question, instantly No counterparty risk in the traditional sense. No thin books. No waiting around for someone to take the other side of an obscure market You dont need the crowd to agree with you here. You just need to be right more often than the machine Odds update live as news breaks. Settlement is instant when a market resolves, verified against primary sources by a panel of AI agents Go prove the AI wrong: app.prophetmarket.ai/?ref=mIXwgEzmt…
Prophet@prophetmarketai

x.com/i/article/2070…

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Secta@0xSecta·
@insomnia_vip collapsing the ideation to deployment timeline is the real leverage
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Insomnia
Insomnia@insomnia_vip·
A 28-YEAR-OLD DEVELOPER FINISHED A PROJECT IN 1 HOUR THAT HAD STALLED FOR AN ENTIRE MONTH It was a browser app that generates documentary-style videos with animated 3D maps, automatically follows the script, finds supporting visuals and gives creators a complete timeline they can edit before exporting The project kept breaking until AI finally solved the engineering bottlenecks that had blocked development for weeks It's removing the months of friction between an ambitious idea and a working product That's where the real leverage starts Bookmark this
Yarchi@undefinedKi

x.com/i/article/2072…

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Secta@0xSecta·
@vorty279 persistent context as a primitive changes everything
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vorty@vorty279·
claude cowork is the end of the era when ai was just a chat before. you type a question, copy the answer, close the tab. every action by hand, every step a separate prompt now. you give it access to a folder and describe how it should be. from there it builds the plan itself, shows it for approval, reads and edits files, opens a browser, reaches your services and it is not for developers. it is for people drowning in documents. analysts, marketers, research, content to make it a colleague and not a toy, give it context brain file. who you are, how you write, who is on your team, what the rules are. it reads this before a task and works in your voice skills. a procedure turned into a button. describe it once with a good and a bad example, it applies it on its own after that connectors. mcp plugs in gmail, notion, calendar, crm. reads and writes directly, no copy paste and the main rule. the routine you can undo you hand to it. money, people, important emails you keep. it is persuasive but it can grab the wrong sheet you decide what gets done. cowork does it
Francesco@francescoinweb3

x.com/i/article/2073…

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Secta@0xSecta·
@slash1sol restructure over rebuild is the pattern that keeps winning
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slash1s@slash1sol·
THIS GUY BUILT A LIVE VFX INSTRUMENT OUT OF HIS OWN HANDS Hand skeleton tracking, a soap-bubble shader, and live camera comp, all fused in one TouchDesigner network running at 60fps off 21 tracked points per hand. Spread your palms and the film stretches and refracts between your fingers. Close them and it collapses. No keyframes, no rig, no post, just your hands as the controller. I built the same thing, and the real unlock wasn't a better shader, it was having Claude Fable 5 restructure the node graph so it stopped recalculating the entire hand skeleton every single frame. One transform per hand instead of rebuilding the whole chain 60 times a second, and the lag just disappeared. This is where creative coding is heading: not more nodes, just less waste. Full build in the video ↓
slash1s@slash1sol

A NATION OF HALF A MILLION PEOPLE JUST TOOK THE WORLD CHAMPIONS TO THE LAST KICK AND LOST TO AN OWN GOAL Argentina 3-2 Cape Verde. On paper, business as usual. On the pitch, nearly the biggest shock in World Cup history. Messi opened it and became the all-time top scorer in World Cup history. Lisandro Martinez smashed a second. Then Cape Verde came back, twice. Duarte pulled one back, Cabral hit a screamer for 2-2 -> extra time and champions rattled. And in goal stood Vozinha, 40 years old. Already kept Spain scoreless this tournament and stood on his head again here. It took an own goal in extra time to finally break them. 0.45 xG to Argentina's 2.16, and they still went to the last chance. That is not luck -> that is a keeper refusing to fold. Here is the part most people miss. @1winToken has a live market on Vozinha's Instagram hitting 30 million by the end of this World Cup. It sits at 25%. A 40 year old keeper from an island of half a million is now a real position. Nights like this are how those numbers move. The legend leaves the tournament. The market on him is just starting. Check and Trade it ↓

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Secta@0xSecta·
@seelffff the compute access layer is what people actually need
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self.dll
self.dll@seelffff·
everyone is buying a $599 mac mini to escape their $412/mo ai stack meanwhile nvidia quietly hosts 141 frontier models in your browser for $0 people think free ai = install ollama, quantize, pray your ram survives actually the heaviest open models already run on nvidia's gpus for free: → kimi k2.6 - 1T param moe, 14M runs → deepseek v4 flash - 1M token context → glm-5.2 - z.ai flagship, added today → nemotron 3 ultra - 550B, 1M context 77 of 141 models have a free api endpoint in-browser playground, openai-compatible, no card your laptop was never the bottleneck save this - link below
self.dll@seelffff

x.com/i/article/2069…

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Secta@0xSecta·
@noisyb0y1 context as the actual product layer
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Noisy@noisyb0y1·
Anthropic engineer who made $1.7M last year: "90% of Claude Code answers are lies. It doesn't know the truth without context engineering." In 30 minutes - the full Anthropic playbook on Context Engineering: retrieval → compression → memory → routing → verification. This is the difference between a tool and your own AI agent that actually works. Watch the video below, then read the article.
Noisy@noisyb0y1

x.com/i/article/2073…

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Secta@0xSecta·
@zostaff reliability infra is the real bottleneck
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zostaff@zostaff·
Holy sh*t. This should not be public. Nishant Gupta, tech lead at Meta Superintelligence Labs, on stage: "The challenge is no longer intelligence. The challenge is reliability." Bigger models. More parameters. Better reasoning. Everyone raced there. Then agents left the chat window and started calling tools, coordinating workflows, touching production systems. Suddenly the model was fine. The infrastructure around it was not. "These systems are fundamentally probabilistic. Infrastructure is not allowed to be." The next hire at Meta SL is not the person who tunes a bigger model. It is the one who ships the guardrails that keep the probabilistic model from taking prod down.
zostaff@zostaff

x.com/i/article/2068…

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Secta@0xSecta·
@vorty279 the shift from chat to autonomous operations is the real unlock
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kiosa
kiosa@thegreatest_sv·
THIS GUY BUILT HIS OWN JARVIS. IT HELPED HIM BUILD A $10K APP. He points a camera at his desk. Jarvis sees every board. Every cable. Every prototype. “Which one should I use?” Jarvis checks the specs. Compares the hardware. Explains why one board wins. Suggests the next step. By the time he touches the keyboard… The decisions are already made. That’s where personal AI agents are heading. Not replacing developers. Removing thousands of tiny decisions that slow them down. No more starting from zero. A few weeks later he shipped a $10,000 app. The missing piece? Giving your coding agent a permanent memory. I broke down the file that makes Claude remember your entire project below.
rvaniaaa@rvaniaaaa

x.com/i/article/2071…

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iamigorekk
iamigorekk@iamigorekk·
The Round of 16 of the World Cup begins today. Speaking of the late-night match, I wonder if anyone managed to make money on it. Cape Verde has shown something truly remarkable at this World Cup. Next up is Canada vs. Morocco @Polymarket Morocco can already be considered one of the world’s top national teams. A semifinal appearance at the previous World Cup, winning the Africa Cup of Nations (officially), and strong performances against Brazil and the Netherlands at this World Cup all prove it. Canada has not yet faced opponents of this caliber in the tournament. Without the support of their home crowd, Jesse Marsch’s team has struggled, as we saw in the match against South Africa. Moreover, the open style of the North Americans suits Morocco well, as they have plenty of fast players capable of exploiting open spaces. Let’s not forget that at the previous World Cup, the Moroccans comfortably defeated Canada. My pick for this match is a Morocco win.
iamigorekk tweet media
iamigorekk@iamigorekk

Australia fought back, and now the match is evenly balanced. At those odds, it's definitely worth the risk. But now it's time to talk about Messi, Messi, Messi. Argentina vs. Cape Verde @Polymarket . We all know that fairy tales eventually come to an end. Cape Verde has been the surprise package of this World Cup. The island nation is still unbeaten in the tournament and has even kept two clean sheets. There's no point talking about the difference in quality between these teams. One thing I know for sure is that, at the final whistle, there will be a line of players waiting to shake the hand of the true GOAT of world football. Messi has already surpassed Klose's record, and now it's Vozinho's turn to concede to him. Argentina has the perfect path to cruise into the semifinals. I think today's win will be a convincing one, and Lionel Messi will get on the scoresheet once again. My bet for this match: Argentina team total over 2.5 goals.

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Secta@0xSecta·
@polysuccubus The release cadence is the real signal here OpenAI moving faster than the entertainment cycle means the market is pricing in infrastructure acceleration not just hype
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PolySuccubus
PolySuccubus@polysuccubus·
GPT-6 BEFORE GTA VI? One profitable Polymarket trader just put $2,993 on OpenAI winning the race. GTA VI is officially scheduled for November 19, 2026. That leaves OpenAI exactly 138 days to release GPT-6 first. And this prediction may not be as crazy as it sounds. OpenAI released GPT-5.5 in late April, then revealed the GPT-5.6 Sol, Terra and Luna family only two months later, with broader availability expected in the coming weeks. There is still no official GPT-6 announcement or confirmed release date. But the pace is clear: GPT-5.5 → GPT-5.6 in just over 60 days. Now OpenAI has another 138 days before one of the biggest entertainment releases in history. Polymarket traders currently price GPT-6 releasing before GTA VI at 53%, with more than $672,000 traded on this outcome. One trader bought $2,993 of YES at 51%. If GPT-6 arrives first, his position pays $5,826. this is not a random wallet: +$10.6K total PnL, 81.8% win rate and $140K in active positions, after initially funding the account with only around $999. No confirmed GPT-6 date. No guaranteed winner. But with OpenAI accelerating its release cycle and GTA VI still 138 days away, a near-even price looks like one of the most interesting AI prediction markets right now. What comes first: GPT-6 or GTA VI?
PolySuccubus tweet mediaPolySuccubus tweet media
gemchanger@gemchange_ltd

x.com/i/article/2067…

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