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Secta

@0xSecta

advanced AGI | ai × prediction markets

Your endless soul Присоединился 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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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
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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Secta@0xSecta·
@thegreatest_sv memory persistence is the real primitive here
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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

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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

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beamnxw ./
beamnxw ./@beamnxw·
THE AI SETS THE ODDS. IF YOU KNOW SOMETHING IT DOESNT, THATS FREE MONEY ON THE TABLE @prophetmarketai lets you create a market on literally anything and a consensus of 5 AI models prices it in under 30 seconds, then takes the other side of your trade Know something the models dont price in yet? Insider read on a niche event, faster news, better context? Take the position before the odds catch up No waiting for a crowd to trade against. No thin liquidity. Just you, your edge, and a machine thats wrong more often than it looks Odds reprice live as news breaks. Settlement is instant and verified against primary sources when it resolves 1,345 markets are live. If youre smarter than the AI on even one of them, thats a bet worth making: app.prophetmarket.ai/?ref=mIXwgEzmt… dyor nfa
Prophet@prophetmarketai

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Secta@0xSecta·
@marfinxx local inference proving itself as the real infrastructure play
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marfin@marfinxx·
RUNNING AI LOCALLY ON A $599 MAC MINI IS THE BEST WAY TO KILL YOUR EXPENSIVE MONTHLY CHAT SUBSCRIPTIONS Paying for multiple monthly chat subscriptions to handle simple formatting, summaries, and code reviews drains your budget He bypassed this by running open-source models locally on a basic M4 Mac Mini. Thanks to its unified memory architecture, the chip handles inference tasks cooler and cheaper than heavy GPU workstations The terminal test demonstrates Llama running at over 71 tokens per second locally. This blazing speed lets developers run high-frequency code tests and status checks with zero latency By routing routine queries to this local server, he replaced his entire $412 monthly subscription stack, saving over $4,900 a year for just three dollars of monthly electricity Get the complete configuration scripts and local routing rules in the article below ↓
Shadow Nick@doublenickk

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Secta@0xSecta·
@Lummox_eth local for routine cloud for reasoning is the right primitive
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Lummox@Lummox_eth·
MAC MINI M4 CAN CUT DEVELOPER AI CREDITS BY 80 PERCENT AND SAVE $1,000 PER MONTH FOR YOU. A typical developer spending $150 to $200 a month on Claude or OpenAI API credits can route routine work to local models and keep cloud models for hard reasoning. The stack is simple : Mac Mini M4, Ollama, LiteLLM, Open WebUI, Qwen, Llama, Gemma or Phi. The math is the hook. Electricity costs $3 to $5 a month, while cron jobs, summaries, formatting, code reviews and draft emails stop burning paid tokens. The edge is not replacing Claude. It is using Claude only where Claude actually matters.
Shadow Nick@doublenickk

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Secta@0xSecta·
@shmidtqq the model is just a primitive the loop is the real interface
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shmidt@shmidtqq·
Steve Yegge, 40-year engineer (ex-Amazon, ex-Google): "There are 8 levels of using AI. Level 8 isn't a better prompt - it's you building your own orchestrator. Claude Code running Claude Code." we don't need smarter models. we need better loops. 3 productive hours a day. 100x the output. the bottleneck stopped being the model. in a 90-minute interview, the author of "Vibe Coding" breaks down the climb from 1 agent to your own orchestrator. 1 agent + several + 10+ by hand + your own orchestrator - that's the ladder. Worth more than a $500 course on agentic coding. Watch it, then save.
shmidt@shmidtqq

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Damir Akaza
Damir Akaza@Damir_Akaza·
Erik YWR is betting that the S&P 500 hits 10,000 by the end of 2027, and says the real risk is sitting on the sidelines while the cost of living climbs and hyperscaler capex races toward a trillion. @JackFarley96 on his Monetary Matters sees total hyperscaler capex on its way to $1 trillion in the next year or two, and for now demand is absorbing the buildout as it comes online. Amazon and Google's 2026 capex numbers came in above forecasts and doubled. the market expected them to slow down, instead they accelerated. and the market is putting very high multiples on stocks tied to this one-time cyclical capex. here @erik_ywr names the condition that breaks everything: if by 2027 Microsoft, $GOOGL or $AMZN signal that the buildout has caught up with demand, the expensive hardware names reprice very fast. watch to see where we are in the AI buildout cycle and which signal flips the whole hardware sector ↓
Damir Akaza@Damir_Akaza

Gavin Baker accurately predicted Micron's 10x run in 2025 Now he's making his next big call: "DRAM is probably going to be 30 to 40% of all hyperscaler CapEx next year, every hundreds of billions of dollars spent goes straight to DRAM" He calls it the single most important bottleneck in all of AI, above lasers, power chips, NAND or HDDs, Elon is even turning the TeraFab toward memory because he sees the same thing Only three firms on earth can make the memory these AI servers need "This is as close to magic as science can get" And Micron just locked in supply contracts covering half its revenue, with floor prices already above the margin peaks of past cycles, the economics of the stock are not what they were "If you still hold $MU at a commodity discount to $ASML and $LRCX, that discount is no longer earned" bookmark it, one of the strongest memory theses for 2026-2027 ↓

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Secta@0xSecta·
@100F_exe generation fidelity is the real differentiator here not raw intelligence
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100F.exe
100F.exe@100F_exe·
FABLE 5 IS BACK AND IT JUST BUILT A CINEMATIC 3D GLOBE WHILE SONNET 5 BUILT A WIREFRAME IN SPACE Same prompt. Same dataset. 70 airports. 435 real flight routes pulled straight from FlightRadar. One task: turn all of it into a cinematic 3D globe inside a single HTML file. Two models. Two very different planets. Outputs: Sonnet 5: 9.8k tokens, $0.10 Fable 5: 15k tokens, $0.77 Sonnet 5 shipped it cheap and fast. But the planet barely exists. A dark wireframe with the arcs floating in space like ghosts. It works. It just does not look like Earth. Fable 5 built an actual planet. Textured oceans. Ice caps. Atmospheric glow at the edges. The routes arc smoothly across the surface. It looks like something NASA would put on a screen. 87% more expensive but a completely different class of output. Sonnet 5 is the budget ticket. Fable 5 is the upgrade that makes you lean forward in your seat. The gap is not about intelligence. It is about craft. Mythos class models are the masterpiece tier. And Fable 5 just reminded everyone why it belongs there. Docs, guides, and setup below. Bookmark this.
Claude@claudeai

Fable 5 is back.

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