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@MTorygreen Avatar @MTorygreen Tory | io.net 🦾

Tory | io.net 🦾 posts on X about deai, gpu, $io, infrastructure the most. They currently have XXXXXX followers and XXX posts still getting attention that total XXXXXX engagements in the last XX hours.

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Social category influence cryptocurrencies #2142 stocks technology brands finance celebrities countries social networks

Social topic influence deai #1, gpu #537, $io #9, infrastructure #1893, decentralized #1136, ionet #1, $rndr #66, $googl, $akt #43, microsoft #1617

Top accounts mentioned or mentioned by @ionet @filecoin @metaverseranger @eli5_defi @arbitrum @0xcheeezzyyyy @virtualkenji @akashnet @ensdomains @prideofp0land @eli5defi @belizardd @reloaderbtc @indigotradess @bearaddresser @chainlink @flowslikeosmo @wals_eth @0xsamabinballen @hentai_carlos

Top assets mentioned Ionet (IO) Render (RENDER) Alphabet Inc Class A (GOOGL) Akash Network (AKT) Microsoft Corp. (MSFT) Solana (SOL) Filecoin (FIL) Bitcoin (BTC) Uber Technologies, Inc. (UBER) Ethena (ENA) Avalanche (AVAX) Ethena USDe (USDE) GAIA (GAIA) NVIDIA Corp. (NVDA) Cudos (CUDOS) Goldman Sachs (GS)

Top Social Posts #


Top posts by engagements in the last XX hours

"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 @MTorygreen 2025-10-09T12:59Z 81.7K followers, 24.3K 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 @MTorygreen 2025-10-11T19:59Z 81.8K followers, 18.6K engagements

""The illusion of effort" I had lunch with another founder the day after the weekend crash when he made an offhand comment: "You know what's funny about this game " "The winner doesn't get extra points for how long they thought about each move." I've been noticing the same paradox across different domains of life. The higher you go the less raw effort actually matters. Only the score does. At the bottom rungs effort is often directly correlated with output. Work twice as long produce twice as much. But that relationship breaks down spectacularly at higher levels of performance. At the top"
X Link @MTorygreen 2025-10-13T15:04Z 81.7K followers, 19.5K 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 @MTorygreen 2025-10-15T18:01Z 81.7K followers, 1111 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 @MTorygreen 2025-10-15T14:57Z 81.7K followers, 1286 engagements

"DeAI redefines the "training" and "inference" boundary. You need to train a model before it outputs right Not anymore. DeAI updates models during use merging training and inference into one continuous feedback cycle. Phones cars and local nodes fine-tune models as they run them. No raw data leaves devices only learned adjustments. The global model learns from patterns distributed across the network stitched together through federated consensus. Its efficient - data stays local bandwidth drops personalization rises. It's chaotic - different devices drift stale gradients creep in and malicious"
X Link @MTorygreen 2025-10-06T13:03Z 81.7K followers, 28.6K 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 @MTorygreen 2025-10-11T15:37Z 81.7K followers, 29.9K engagements

"22/ DeAI doesnt just fix centralized AI. It unlocks a new paradigm. And it comes with five big advantages:"
X Link @MTorygreen 2025-10-14T18:10Z 81.7K followers, XXX engagements

"@cryptopunk7213 two truths can coexist: some equities may be overvalued but the infrastructure is still capacity-constrained. valuation noise doesnt erase bottlenecks in chips power and cooling"
X Link @MTorygreen 2025-10-13T15:10Z 81.7K followers, XX 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 @MTorygreen 2025-10-05T18:08Z 81.7K followers, 21.7K engagements

"5/ X AI Improves Itself Every past technology was static. AI is different. It learns from itself. Each generation trains the next. Progress doesn't add it compounds. A feedback loop of intelligence accelerating at exponential speed"
X Link @MTorygreen 2025-10-14T18:09Z 81.7K followers, XXX engagements

"21/ Decentralization Will Redeem AI Airbnb didnt build a single hotel. It unlocked millions of unused rooms transforming travel forever. DeAI does that for AI. It frees idle GPUs across the globe. Democratizes models. Frees data through decentralized marketplaces"
X Link @MTorygreen 2025-10-14T18:10Z 81.7K followers, XXX engagements

"20/ If we dont fundamentally rethink the foundation of AI we risk catastrophic failure deepening inequality and the collapse of humanitys greatest invention. Centralization isnt the future. Its a ticking time bomb. And the fuse is already burning. But there's hope:"
X Link @MTorygreen 2025-10-14T18:10Z 81.7K followers, XX engagements

"6/ X AI Improves the World AI isnt a product. Its a general-purpose technology that rewires everything it touches. It will be everywhere. @SoftBank projects one trillion connected devices. AI will run through them all becoming the operating system of civilization"
X Link @MTorygreen 2025-10-14T18:09Z 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 @MTorygreen 2025-10-14T18:10Z 81.7K followers, XXX engagements

"Most AI is designed for single users. DeAI is built for conflicting users. When two agents disagree on a price or policy the system cant hide behind "one truth". It must mediate. Or the system breaks. Consensus becomes a runtime feature not a governance afterthought"
X Link @MTorygreen 2025-10-14T20:00Z 81.7K followers, 8368 engagements

"Media and finance now run through the same choke points. First they deplatform voices. Then they debank industries. The next frontier of freedom isnt financial - its informational. I share my take in the piece below:"
X Link @MTorygreen 2025-10-07T18:03Z 81.8K followers, 19.1K engagements

"@cryptorinweb3 grayscale sees what most dont: decentralized ai isnt a sector its the next resource market. compute data and intelligence now trade like commodities"
X Link @MTorygreen 2025-10-14T18:15Z 81.7K followers, XX 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 @MTorygreen 2025-10-06T18:03Z 81.7K followers, 21.6K engagements

"Why I Invested in Forward Industries: When @multicoincap @KyleSamani @jump_ @galaxyhq and others announced a $1.65B investment in Forward Industries I knew we were witnessing an inflection point for our industry. @FWDind is creating the worlds first Solana Treasury Company a structure that could prove as significant for Solana as MicroStrategy was for Bitcoin. Corporations traditionally held three types of assets on their balance sheets: cash bonds and stocks. This formula remained largely unchanged for decades until @saylor rewrote the playbook by putting $BTC in a corporate treasury. When"
X Link @MTorygreen 2025-10-01T18:00Z 81.7K followers, 38.4K 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 @MTorygreen 2025-10-12T19:56Z 81.7K followers, 19.2K 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 @MTorygreen 2025-10-10T17:57Z 81.8K followers, 18.7K 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 @MTorygreen 2025-10-14T18:10Z 81.7K followers, XXX engagements

"AI replaces work. DeAI replaces workplaces. AI removes human intermediaries (support reps analysts) DeAI removes institutional intermediaries (platforms) When matchmakers disappear theres no one point of capture. Value flows to whoever truly contributes compute or data"
X Link @MTorygreen 2025-10-12T15:03Z 81.7K followers, 18.8K engagements

"4/ AI is also the fastest growing technology in history. ChatGPT reached 100M users in X months - 35x faster than Uber @elonmusk said AI is faster than any technology Ive ever seen Nothing can prepare us for whats next because AI rewrites the rules in X ways:"
X Link @MTorygreen 2025-10-14T18:09Z 81.7K followers, XXX engagements

"Latency = physics. Most AI lag isnt code its distance. Think gaming ping. Inference wants to run near the user not in some far-off data center. That's why networks with GPUs at the periphery cut latency significantly. DeAI is the CDN for intelligence"
X Link @MTorygreen 2025-10-05T20:02Z 81.8K followers, 20.4K 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 @MTorygreen 2025-10-04T13:00Z 81.7K followers, 26K 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 @MTorygreen 2025-10-14T18:10Z 81.7K followers, XX engagements

"28/ Great innovations dont just improvethey reinvent. Airbnb didnt create hotels; it made them irrelevant. Uber didnt improve taxis; it transformed how we move. Decentralized AI isnt just fixing centralized cloudsits rewriting the rules of intelligence itself"
X Link @MTorygreen 2025-10-14T18:10Z 81.7K followers, XX engagements

"Every DeAI node needs more than compute and data. It needs reputation. When agents compete to perform tasks their reputation becomes collateral. Mistakes and malice degrade their reputation. Good performance amplifies it. This reputational fabric becomes invisible glue that: Mediates trust routing and most importantly stake-weighting. Determines how tasks are assigned and how rewards scale. When reputation is on-chain and composable it becomes a transferable signal of trust. Performance in one module becomes collateral in others. Most importantly on-chain reputation becomes both liquid"
X Link @MTorygreen 2025-10-10T13:16Z 81.8K followers, 24.9K engagements

"@Ismael_H_R a2a is where crypto finally earns its keep. signatures staking and reputation become the rulebook for synthetic economies"
X Link @MTorygreen 2025-10-13T21:06Z 81.8K followers, XX engagements

"DeAI doesnt just decentralize infrastructure. It unleashes ambition. Thousands of small teams training smaller models for niche markets. We're moving towards specialized ecosystems not one global brain. Niche depth becomes limitless. Self-direction + curiosity = leverage"
X Link @MTorygreen 2025-10-12T13:19Z 81.8K followers, 19.6K engagements

"10/ âž• They Control the Models Models are the engines of AI. Just five companies OpenAI Google Microsoft Meta and Amazon control nearly XX% of the market. Their frontier systems like GPT-4 and Gemini remain locked behind corporate walls"
X Link @MTorygreen 2025-10-14T18:09Z 81.7K followers, XXX engagements

"@Defi0xJeff this is what ai looks like when it goes permissionless. no committees no closed labs - just subnets fighting for compute and relevance"
X Link @MTorygreen 2025-10-15T17:58Z 81.7K followers, XX engagements

"23/ X Instant Scale Clouds take years and billions to expand. DeAI scales instantly. @AethirCloud activated 400K GPUs @ionet grew to XXX countries in under a year @Filecoin onboarded XXX EiB of data DeAI isnt built slowly. Its built for breakthroughs"
X Link @MTorygreen 2025-10-14T18:10Z 81.7K followers, XXX engagements

"7/ X AI Improves us. AI isnt just a tool its a collaborator. DeFi gave us money legos. AI gives us mind legos modular blocks of intelligence anyone can assemble. The result: billions of people suddenly gaining Einstein-level capability sparking the next Renaissance"
X Link @MTorygreen 2025-10-14T18:09Z 81.7K followers, XXX engagements

"Scale is the villain. You don't beat exponential demand by brute-forcing linear production of new GPUs. You work with what's there and coordinate dark compute at the edge. That's why @ionet GPUs are 3-4 times cheaper. That's how DeAI quietly beats traditional models"
X Link @MTorygreen 2025-10-05T13:01Z 81.7K followers, 19.7K engagements

"Closed AI will look like cable TV. You pick from X channels pay monthly and you can't choose what to watch. DeAI is YouTube circa 2006. Anyone can publish remix or monetize models. Consumers become creators. Then entire economies we havent imagined will materialize"
X Link @MTorygreen 2025-10-12T17:56Z 81.8K followers, 19.1K 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 @MTorygreen 2025-10-14T13:02Z 81.7K followers, 11.7K engagements

"11/ âž• They Control the Data Data fuels AI. Algorithms depend on streams of text images searches and clicks. They own it all. Google harvests 8.5B searches a day Meta captures signals from 4B users Amazon tracks 300M shoppers. They feed off our daily lives"
X Link @MTorygreen 2025-10-14T18:09Z 81.7K followers, XX engagements

"40/ The outcome isnt predetermined. Big Tech isnt invincible. Every decision we make now as developers investors policymakers and users tilts the scales. Open-source AI. Decentralized networks. Permissionless infrastructure. Policies that prevent concentration"
X Link @MTorygreen 2025-10-14T18:11Z 81.7K followers, XXX 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 @MTorygreen 2025-10-09T19:59Z 81.7K followers, 20.8K 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 @MTorygreen 2025-10-14T18:09Z 81.7K 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 @MTorygreen 2025-10-14T18:10Z 81.7K followers, XXX engagements

"AI agents are popping up everywhere - trading bots research assistants personal schedulers. But right now theyre like people without names or addresses. You cant look them up or check who they are. ERC-8004 fixes that. Its like a phonebook for agents giving each one a unique on-chain ID. That ID connects to their info: what they do how they behave what theyve done before. Its not owned by anyone. Its open to everyone. This makes discovery and coordination possible without a middleman. Think of it as DNS for AI. the registry layer that helps a million agents find and talk to each other. Thats"
X Link @MTorygreen 2025-10-10T15:13Z 81.7K followers, 21.9K 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 @MTorygreen 2025-10-04T15:05Z 81.7K followers, 20.2K 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 @MTorygreen 2025-10-14T18:09Z 81.7K followers, 2012 engagements

"39/ The Choice Before Us For years crypto searched for its defining purpose. Bitcoin challenged money. DeFi reimagined finance. NFTs redefined ownership. Important but incomplete. None represented an existential need only decentralization could solve"
X Link @MTorygreen 2025-10-14T18:11Z 81.7K followers, XX engagements

"12/ âž• They Control the Compute Compute is the foundation of AI. Training a frontier model takes thousands of GPUs running for months. Yet Amazon Microsoft and Google control TWO-THIRDS of global cloud capacity deciding who gets access and who gets left behind"
X Link @MTorygreen 2025-10-14T18:09Z 81.7K followers, XX engagements

"8/ Thats why Goldman Sachs McKinsey and every major bank project AI will add tens to hundreds of trillions to the global economy by 2030. Scale that forward AI will create over one QUADRILLION in value by 2050. But theres a huge problem"
X Link @MTorygreen 2025-10-14T18:09Z 81.7K followers, XXX engagements

"Compute is becoming an asset class Financial derivatives on GPU time will emerge where spot + futures + routing interact. Tasks will be routed by bids and spreads as much as they are by latency. Once compute can price itself coordination shifts from schedulers to markets"
X Link @MTorygreen 2025-10-13T13:23Z 81.7K followers, 19.7K engagements

"I value disagreement between models. Centralized AI hides it. DeAI surfaces it. When agents conflict they reveal where context is thin. Thats where learning happens. Treat conflict like training data. Design systems that learn from conflict - not hide it"
X Link @MTorygreen 2025-10-15T12:58Z 81.7K followers, 2248 engagements