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[@MTorygreen](/creator/twitter/MTorygreen)
"Centralized AI centralizes errors. One bug millions of users affected. DeAI localizes risk. Each node carries its own failure cost. Errors stay small not systemic. Put your thinking on a mesh not a monolith"  
[X Link](https://x.com/MTorygreen/status/1979201495099936905) [@MTorygreen](/creator/x/MTorygreen) 2025-10-17T15:03Z 81.7K followers, 24.1K engagements


"@karsenthil the arc of decentralization bends toward sovereignty: first capital then compute then community. each layer forces the next"  
[X Link](https://x.com/MTorygreen/status/1974597101259788660) [@MTorygreen](/creator/x/MTorygreen) 2025-10-04T22:06Z 81.9K followers, XX engagements


"I see agents scale when compute is fungible. $IO + $GAIA = agents pop up anywhere compute routes to GPU clusters where latency and cost are optimized. @Gaianet_AI handles agent config. @ionet schedules and clusters GPU work. Latency drops alignment rises"  
[X Link](https://x.com/MTorygreen/status/1976708566070575111) [@MTorygreen](/creator/x/MTorygreen) 2025-10-10T17:57Z 81.9K followers, 18.8K engagements


"DeAI will stress-test governance in public. Hallucination collusion and sybils become system risks. We dont just need incentives - we need agent justice systems so arbitration becomes a role in the stack. Alignment needs to become a market not a sermon"  
[X Link](https://x.com/MTorygreen/status/1977070700256268572) [@MTorygreen](/creator/x/MTorygreen) 2025-10-11T17:56Z 81.9K followers, 20.4K engagements


"Imagine a black box quietly editing your thoughts drafts and life decisions. Its bias becomes yours. Tell it to write like you and you write like it. You ask it questions it steers. Centralized AI doesnt just edit your work. It sets your priors then calls them yours"  
[X Link](https://x.com/MTorygreen/status/1977463286913495232) [@MTorygreen](/creator/x/MTorygreen) 2025-10-12T19:56Z 81.9K followers, 19.3K engagements


"Models now talk to humans. Next theyll talk to each other - at million-agent scale. When agents can hire escrow and verify outputs on-chain we get compounding intelligence. DeAI is the handshake layer for that world. Protocols replace APIs as the trust fabric"  
[X Link](https://x.com/MTorygreen/status/1978083878008168896) [@MTorygreen](/creator/x/MTorygreen) 2025-10-14T13:02Z 81.9K followers, 19.7K engagements


"9/ Big Tech Has Betrayed Us AI promised a revolution. A global intelligence network empowering everyone. But today that power is neither global nor open. Amazon Google Microsoft OpenAI poured hundreds of billions into capturing every layer of AI. They built a cartel"  
[X Link](https://x.com/MTorygreen/status/1978161293858410723) [@MTorygreen](/creator/x/MTorygreen) 2025-10-14T18:09Z 81.9K followers, 11.6K engagements


"More thoughts on model economies: When every task has a narrow model that's cheap + composable + swappable the scarcest asset becomes assembly skill: Knowing how to chain models route prompts set guardrails verify outputs and price latency vs accuracy becomes the new base skillset. Markets reward integrators. Model economies reward orchestrators"  
[X Link](https://x.com/MTorygreen/status/1978807395599171990) [@MTorygreen](/creator/x/MTorygreen) 2025-10-16T12:57Z 81.9K followers, 29.7K engagements


"AI is the intelligence economy. DeAI is the labor market that powers it - where every node is a worker and every task is a bid for attention and compute. Prices move based on latency quality and demand. In DeAI "one model" becomes a constantly reassembled crew of workers"  
[X Link](https://x.com/MTorygreen/status/1978840969501179979) [@MTorygreen](/creator/x/MTorygreen) 2025-10-16T15:10Z 81.9K followers, 29.1K engagements


"@the_smart_ape this is both a ux problem and an infrastructure problem: make wallets and agent rails as effortless as an app store and adoption compounds"  
[X Link](https://x.com/MTorygreen/status/1978876074399510804) [@MTorygreen](/creator/x/MTorygreen) 2025-10-16T17:29Z 81.9K followers, XX engagements


"In centralized AI users adapt to the model. In DeAI models adapt to the user. Your local model shapes its own private copy - learns your patterns on-device then discards the raw data. It learns your thinking not your history. Intelligence becomes yours again"  
[X Link](https://x.com/MTorygreen/status/1978912840116506780) [@MTorygreen](/creator/x/MTorygreen) 2025-10-16T19:56Z 81.9K followers, 27.1K engagements


"I've often thought the same thing about the pricing models of centralized AI. Why are they priced the way they are Is it pure greed or just inefficiency - On one hand the market is correctly assigning big value to AI. $NVDA has a higher market cap than all the companies listed in Germany. - But this market dominance means a tiny group owns the entire stack for models data and compute. Pricing here comes from concentration not regulation. Your point on regulation explains airport FX spreads. It's different for AI pricing as cost friction comes from monopolized infra + closed ecosystems which"  
[X Link](https://x.com/MTorygreen/status/1974459506924069165) [@MTorygreen](/creator/x/MTorygreen) 2025-10-04T13:00Z 81.9K followers, 26K engagements


"Models will specialize. We'll see visual LLMs audio LLMs simulation LLMs. Compute tokens encode vertical routing layers that orchestrators use behind the scenes. They capture throughput-priced fees that infra tokens cant. $AKT $CUDOS $NODE have roles in the routing game"  
[X Link](https://x.com/MTorygreen/status/1974491028590850454) [@MTorygreen](/creator/x/MTorygreen) 2025-10-04T15:05Z 81.9K followers, 20.2K engagements


"DeAI isnt one stack. Its roles within the stack. Storage and retrieval - $FIL Compute marketplace - $AKT Rendering - $RNDR GPU intensive workloads - $IO The endgame is a coordination layer that routes work + trust across them"  
[X Link](https://x.com/MTorygreen/status/1974899449978859925) [@MTorygreen](/creator/x/MTorygreen) 2025-10-05T18:08Z 81.9K followers, 21.7K engagements


"The cloud market is nearing $X trillion in 2025 but AI workloads are growing twice as fast as total cloud demand. Every hyperscaler is trapped in the same physical bottleneck: chips and energy. $IO $AKT $RNDR - all operate a structural arbitrage: aggregating underused GPUs at significantly lower cost. They turn waste into yield. Where AWS earns XX% gross margins from ownership DeAI earns coordination spreads from liquidity. The same customer problems are solved but with a fundamentally lower cost basis. Centralized clouds can't compete with that cost curve. Not now and not ever"  
[X Link](https://x.com/MTorygreen/status/1975260546250444995) [@MTorygreen](/creator/x/MTorygreen) 2025-10-06T18:03Z 81.9K followers, 21.6K engagements


"We built the internet the cloud AI. Every wave centralizes first then breaks open at the edge. America is setting the stage again - secure the core then let innovation spread. DeAI is how we keep intelligence open and free"  
[X Link](https://x.com/MTorygreen/status/1975547414183616748) [@MTorygreen](/creator/x/MTorygreen) 2025-10-07T13:03Z 81.9K followers, 21.3K engagements


"DeAIs not just for chat or vision models. It shines best in domain-specific verticals: climate simulation healthcare supply chains. When data is inherently distributed you need proofs and gradients that move instead. The edge becomes the core"  
[X Link](https://x.com/MTorygreen/status/1975909550856507440) [@MTorygreen](/creator/x/MTorygreen) 2025-10-08T13:02Z 81.9K followers, 20.4K engagements


"For years scaling AI meant building more data centers. More concrete more cooling more contracts. DeAI scales differently. It doesnt build - it routes. Networks discover idle GPUs across the world verify them and schedule jobs in minutes. GPUs act like liquidity not property. Ownership matters less than orchestration. Latency drops. Utilization climbs. Access broadens. Thats the economy of intelligence"  
[X Link](https://x.com/MTorygreen/status/1975984045923381755) [@MTorygreen](/creator/x/MTorygreen) 2025-10-08T17:58Z 81.9K followers, 20.4K engagements


"Machines are becoming workers. Staking is the new HR. Every GPU every inference node performs labor earns payment and builds reputation. $IO coordinates that labor supply. $RNDR specializes by task type - rendering training inference. $SOL handles payroll: instant final and permissionless. This isnt a metaphor; its a new labor market. Each nodes uptime latency and proof history become its resume. A GPU can finish a job get paid and take the next one within seconds. Capital turnover becomes infinite by routing tasks to the most reliable nodes at the lowest latency. Why is this an upgrade over"  
[X Link](https://x.com/MTorygreen/status/1976271182900167062) [@MTorygreen](/creator/x/MTorygreen) 2025-10-09T12:59Z 81.9K followers, 24.3K engagements


"Every dollar spent on closed compute is a toll. You're not "buying power". Youre renting access. DeAI clears the booth by letting providers directly bid on tasks. When access becomes open price discovery replaces policy"  
[X Link](https://x.com/MTorygreen/status/1976301381079400710) [@MTorygreen](/creator/x/MTorygreen) 2025-10-09T14:59Z 81.9K followers, 18.5K engagements


"$FIL makes storage a marketplace. $RNDR does it for graphics. $IO applies it to distributed AI compute. Each turns stranded hardware into tradable liquidity. Cloud inefficiencies become opportunities to route smarter. Not yield farming. Infrastructure arbitrage"  
[X Link](https://x.com/MTorygreen/status/1976376879272878473) [@MTorygreen](/creator/x/MTorygreen) 2025-10-09T19:59Z 81.9K followers, 21.4K engagements


"Every few months the market reminds us whos boss. Yesterday was the reminder. The biggest liquidation cascade in crypto's history. bigger than the 2021 crash and the FTX crash combined. Record liquidations: $19.3B on the low end. The largest alts weren't spared during the wick down: $ENA - XX% $AVAX - XX% $SOL - XX% $USDe depegged to $XXXX In minutes. Crypto will still be here long after this nuke. But that doesnt make it hurt less. Everyone whos been around a few cycles knows the sting - watching red numbers liquidation emails the urge to win it back fast. Dont. I tell you this not just to"  
[X Link](https://x.com/MTorygreen/status/1977035917606199535) [@MTorygreen](/creator/x/MTorygreen) 2025-10-11T15:37Z 81.8K followers, 30.2K engagements


"Builders primitives and instruments that hold under stress define the cycle. @aave didnt flinch - it performed. When systems hold under max pressure you see real foundations. Well remember rails that survived the downside to then carry us into the upside"  
[X Link](https://x.com/MTorygreen/status/1977101653276041678) [@MTorygreen](/creator/x/MTorygreen) 2025-10-11T19:59Z 81.9K followers, 18.6K engagements


"AI automates tasks. DeAI automates trust. Every claim comes with proof (zkML on-chain attestations) Every action comes with stake (agent staking) Slashing enforces performance (app-layer cryptoeconomic penalty) Bureaucracy by math not managers"  
[X Link](https://x.com/MTorygreen/status/1977801736808202630) [@MTorygreen](/creator/x/MTorygreen) 2025-10-13T18:20Z 81.9K followers, 16.3K engagements


"1/ Has crypto failed After XX years adoption is 10%. By the same point in time mobile and social were past 40%. That feels like failure. It isnt. Adoption curves bendthen explode. This is the moment before everything changes. Heres why 👇"  
[X Link](https://x.com/MTorygreen/status/1978161129621967061) [@MTorygreen](/creator/x/MTorygreen) 2025-10-14T18:09Z 81.7K followers, 22.7K engagements


"14/ The Five Cascading Crises of Centralized AI When a few corporations control the compute data and models that power AI the result is fragility inequality and a chokehold on innovation. This isnt a flawits a foundational crisis. Heres why:"  
[X Link](https://x.com/MTorygreen/status/1978161370169553257) [@MTorygreen](/creator/x/MTorygreen) 2025-10-14T18:09Z 81.7K followers, XXX engagements


"15/ X Scale AI grows exponentially. It needs infrastructure that can scale exponentially. But legacy clouds cant keep up. By 2030: GPUs will meet only half of demand Data centers will cost $6.7T Energy use will surge XXX% Centralized clouds are built to fail"  
[X Link](https://x.com/MTorygreen/status/1978161399412220205) [@MTorygreen](/creator/x/MTorygreen) 2025-10-14T18:10Z 81.7K followers, XXX engagements


"24/ X Resilience Centralized systems buckle under pressure - one failure can take everything down. DeAI spreads workloads across thousands of nodes. If one fails others take over instantly. @akashnet_ has run since 2021 with XXXXX% uptime"  
[X Link](https://x.com/MTorygreen/status/1978161538478608855) [@MTorygreen](/creator/x/MTorygreen) 2025-10-14T18:10Z 81.9K followers, XXX engagements


"25/ X Open & Permissionless Centralized AI is locked behind closed doors. DeAI breaks them open: @ionet allows anyone to launch GPU clusters in XX seconds @opentensor has 4K open models @oceanprotocol connects 1.3M nodes Elite resources belong to everyone"  
[X Link](https://x.com/MTorygreen/status/1978161550256132114) [@MTorygreen](/creator/x/MTorygreen) 2025-10-14T18:10Z 81.8K followers, XXX engagements


"26/ X No Censorship or Manipulation Centralized AI is a system of control. A few companies decide whats visible whats hidden whats allowed. DeAI pushes back with open models community governance and cryptographic guarantees that resist censorship and expose bias"  
[X Link](https://x.com/MTorygreen/status/1978161562046316645) [@MTorygreen](/creator/x/MTorygreen) 2025-10-14T18:10Z 81.9K followers, XXX engagements


"27/ X Cheaper Centralized AI costs are spiraling out of control. DeAI is up to 10x cheaper: @ionet is XX% less than AWS/Google @rendernetwork is XX% cheaper @Filecoins storage fees are 7080% less Decentralized AI makes innovation affordable for all"  
[X Link](https://x.com/MTorygreen/status/1978161574281142684) [@MTorygreen](/creator/x/MTorygreen) 2025-10-14T18:10Z 81.8K followers, XXX engagements


"AI today is heavy on inference light on memory. Outside of context windows its stateless. DeAI inverts this: your local AI keeps context across sessions. Once the cloud only handles consensus your interaction history compounds into a model that learns alongside you"  
[X Link](https://x.com/MTorygreen/status/1978475211906568696) [@MTorygreen](/creator/x/MTorygreen) 2025-10-15T14:57Z 81.9K followers, 20.9K engagements


"Most platforms scale by centralizing trust. DeAI scales by decomposing it. Each node only needs to prove its slice - data inference delivery. Reliability comes from consensus across thousands of small confirmations not from one gatekeeper. No single server owns the truth"  
[X Link](https://x.com/MTorygreen/status/1978521517404393694) [@MTorygreen](/creator/x/MTorygreen) 2025-10-15T18:01Z 81.9K followers, 20.8K engagements


"In centralized AI a model "feels like one thing": a static artifact sitting behind an API. You ask it questions it spits out an answer. But all the complexity is hidden in a sealed black box. In DeAI what looks like one model is actually a dynamic network - hundreds or thousands of independent nodes performing micro-tasks in parallel: - one node generates - another verifies - another filters - another routes output DeAI is composed of open parts auditable trails modular upgrades - not a single monolith. You dont rent a brain you orchestrate a network"  
[X Link](https://x.com/MTorygreen/status/1979173526172242129) [@MTorygreen](/creator/x/MTorygreen) 2025-10-17T13:11Z 81.9K followers, 28.8K engagements


"AI is about reasoning. DeAI is about reasoning together. A single model can be smart. But a network can be trustworthy. Consensus isnt "slower intelligence" - its social cognition at machine speed. Intelligence is the new consensus layer"  
[X Link](https://x.com/MTorygreen/status/1979246064537624794) [@MTorygreen](/creator/x/MTorygreen) 2025-10-17T18:00Z 81.7K followers, 22.2K engagements


"Todays AI serves requests. Tomorrows AI will compete for them. Agents bid to answer your query. Agents prove fit to get the job. Task history weights the bid. Delay adds cost. Locality lowers it. Markets become routers for intelligence"  
[X Link](https://x.com/MTorygreen/status/1979276249563627794) [@MTorygreen](/creator/x/MTorygreen) 2025-10-17T20:00Z 81.7K followers, 20.4K engagements


"Trillions of models will make access nearly free. But access =/= opportunity. If your data cant travel your model cant learn. If compute markets are closed you rent scale instead of owning it. If orchestration literacy stays elite the ladder stays pulled up. Opportunity arrives when compute is a market data is portable and receipts are verifiable by default. Otherwise access is theater and power stays centralized"  
[X Link](https://x.com/MTorygreen/status/1979535773973324207) [@MTorygreen](/creator/x/MTorygreen) 2025-10-18T13:11Z 81.7K followers, 23K engagements


"People hear decentralized and think private. I hear bargaining power. You choose who touches your data on what terms at what price. Locality wins because proximity captures value. When permission is priced privacy follows"  
[X Link](https://x.com/MTorygreen/status/1979607669238571519) [@MTorygreen](/creator/x/MTorygreen) 2025-10-18T17:57Z 81.7K followers, 20.3K engagements


"Everyone wants "open" AI. But openness without liquidity is an illusion. If compute storage or weights arent tradeable power still recentralizes. Permissionless use means nothing without permissionless coordination"  
[X Link](https://x.com/MTorygreen/status/1979639124111040659) [@MTorygreen](/creator/x/MTorygreen) 2025-10-18T20:02Z 81.7K followers, 21.2K engagements


"Every agent is a trader. Not of tokens. but of attention compute and reputation. They buy context. They sell outcomes. Once staking and capability tokens (like ERC-8004) standardize this flow every agent becomes an economic actor. Value stops sitting still. It flows to where cognition is most efficient"  
[X Link](https://x.com/MTorygreen/status/1979898003474493808) [@MTorygreen](/creator/x/MTorygreen) 2025-10-19T13:10Z 81.7K followers, 20.2K engagements


"Most people think decentralization is defense. Its offense. You cant outbuild trillion-dollar clouds. But you can out-coordinate them. Ten million nodes moving in parallel isnt resistance - it's better design. Power isnt centralized or decentralized. Its synchronized"  
[X Link](https://x.com/MTorygreen/status/1979925530800685505) [@MTorygreen](/creator/x/MTorygreen) 2025-10-19T15:00Z 81.7K followers, 22K engagements


"We measure AI by accuracy. We should measure it by autonomy. An LLM that answers questions is a tool. An agent that reroutes tasks and pays for compute is a participant. The leap from response to initiative isn't "better UX" - its agency being rewritten in real time"  
[X Link](https://x.com/MTorygreen/status/1979971564390228378) [@MTorygreen](/creator/x/MTorygreen) 2025-10-19T18:03Z 81.7K followers, 20K engagements


"In centralized AI users are endpoints. In DeAI they're infrastructure. Your phone trains. Your console infers. Your car validates. Every interaction feeds the mesh. The world stops renting cognition from the cloud. The mesh belongs to the people who power it"  
[X Link](https://x.com/MTorygreen/status/1980000253358252079) [@MTorygreen](/creator/x/MTorygreen) 2025-10-19T19:57Z 81.7K followers, 19.2K engagements


"@eli5_defi @jay_azhang @the_nof1 I'd say it's the one with the best risk management. you can win a hundred trades and blow it all on the hundred-and-first"  
[X Link](https://x.com/MTorygreen/status/1980201681515315599) [@MTorygreen](/creator/x/MTorygreen) 2025-10-20T09:17Z 81.7K followers, XX engagements