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[@DrollBySam](/creator/twitter/DrollBySam)
"@SougataX1 @AlloraNetwork Finally someone explained forecast implied inference in plain English. Im bullish"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945790778766393778) 2025-07-17 10:20:47 UTC XXX followers, X engagements


"@hassankhan96452 @AlloraNetwork Lets gooo Leaderboard energy activated Yap season is on $ALLO wont farm itself"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945774275593474336) 2025-07-17 09:15:12 UTC XXX followers, X engagements


"@SkylineETH @arbitrum Enjoy the market clown"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1946146797585571881) 2025-07-18 09:55:28 UTC XXX followers, X engagements


".@AlloraNetwork raised $25M from top-tier VCs like Paradigm Framework Polychain Robot Ventures Delphi Digital .and more. Why does it matter Because these arent hype chasers they back infra that defines the next cycle. Let's start yaping on @AlloraNetwork"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1944246209109176392) 2025-07-13 04:03:13 UTC XXX followers, XXX engagements


"@XLR8_xbt @AlloraNetwork Youre one smart pivot away from everything changing. @AlloraNetwork gML season is now"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945787116405076119) 2025-07-17 10:06:14 UTC XXX followers, XX engagements


"@thegaboeth @wallchain_xyz Gm legend I am share with a alpha project with you (alllora) Look and share with you og follower"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945788426621727106) 2025-07-17 10:11:26 UTC XXX followers, X engagements


"@Gocdrop @AlloraNetwork This is how you scale trust in the age of algorithms"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1946253825545011576) 2025-07-18 17:00:46 UTC XXX followers, X engagements


"@rishuz321 @AlloraNetwork @allorapills @AlloraLabsHQ @KaitoAI Lowkey love how this forces people to actually stand by their predictions"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1946248948311859249) 2025-07-18 16:41:23 UTC XXX followers, X engagements


"@Gocdrop @nick_emmons @AlloraNetwork @AlloraLabsHQ Not just a founder but the architect of decentralized intelligence"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945857315728765386) 2025-07-17 14:45:11 UTC XXX followers, XX engagements


"@_Nitin0_0 @allorapills @Cryptking_1 @AlloraLabsHQ This is where AI in gaming gets real. No more dumb enemies on loops Alloras building thinking worlds"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1946237256865562805) 2025-07-18 15:54:56 UTC XXX followers, X engagements


"POV A single AI model makes DeFi predictions vs If Allora powered the forecast: What usually happens with a single AI model It works great at first.But markets evolve data shifts and suddenlyThe model starts missing.Protocols take bad signals users make bad trades and trust fades. Why does it fail One model means one lens. No feedback no adaptation and no way to keep up. If Allora powered the forecast: X A network of competing models constantly learning and adjusting. No single point to break. X Models get rewarded based on real time accuracy bad ones get pushed out. X Every prediction is"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945690787901239513) 2025-07-17 03:43:27 UTC XXX followers, XXX engagements


"@0xNotFunn Allora mainnet is around the corner and its not just a launch. Its the moment predictive intelligence enters the real world. Engaged with my post bro ❤🤝"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1946088675672248817) 2025-07-18 06:04:31 UTC XXX followers, XX engagements


"POV Bad Oracle Data vs If Allora Powered the Oracle. What happened in DeFi Oracles pushed wrong prices Mango Synthetix bZx. Attackers manipulated thin liquidity contracts trusted bad data and millions were drained in minutes. A single data source or static model couldnt defend. Why it hurt Oracles run everything: Trades liquidations vaults. One bad price feed can collapse an entire protocol. Once data is on chain theres no undo. If Allora powered the oracle: X No single model to target predictions come from a network of competing models. X Models stake and get rewarded based on real time"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945335648803848383) 2025-07-16 04:12:15 UTC XXX followers, XXX engagements


"@sSUPRAMANN @AlloraNetwork Been watching this grow and I genuinely believe its the future of AI in crypto. Lets go Allora"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945813796926472659) 2025-07-17 11:52:15 UTC XXX followers, XX engagements


"@XLR8_xbt @allorapills No follow yet from @allorapills Maybe I need to post in zkML or binary next time"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1946017999133229234) 2025-07-18 01:23:40 UTC XXX followers, X engagements


"Day X of our imaginary podcast on @AlloraNetwork. 🟢 Q1 asked: What are incentivized inference markets and why do they matter 🟣 Professor Alora: Incentivized inference represent where models dont just predict they compete to be right. Allora pays models for accurate forecasts and slashes poor ones. 🟢 Q2 asked: How does Allora feedback loop improve prediction accuracy over time 🟣 Professor Alora: Each prediction is graded by real world outcomes. The network feeds this back to models helping them learn adapt and evolve fast. Its like natural selection but for intelligence. 🟢 Q3 asked: Why"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945879331831521531) 2025-07-17 16:12:40 UTC XXX followers, XXX engagements


"@chris_chann_ @AlloraNetwork NFTs were just the sandbox. Allora was always playing the long game. Engage with my post ❤🤝"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1946089244759625925) 2025-07-18 06:06:47 UTC XXX followers, XX engagements


"@wahabakram112 @AlloraNetwork Trustless result driven and fully onchain how it should be"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1946373463364759996) 2025-07-19 00:56:10 UTC XXX followers, X engagements


"@Gocdrop @AlloraNetwork This is the AI collab weve been waiting for No single brain just collective intelligence evolving in real-time. gML is the future. Lets yap more about it"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945774503621214553) 2025-07-17 09:16:07 UTC XXX followers, XX engagements


"@Big_scott_1 Onchain AI coordination is gonna be the most slept on unlock of this cycle. Alloras already laying the pipes"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945841878529970441) 2025-07-17 13:43:50 UTC XXX followers, XX engagements


"@Bulkonbtc @AlloraNetwork From memes to mechanics everything counts. Lets build signal not noise. Lets connect and engage together ❤🤝"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945698104805867748) 2025-07-17 04:12:32 UTC XXX followers, XX engagements


"Hello Allora fam Today I start an imaginary podcast vibe episode where I discussed some key @AlloraNetwork topics with Professor Alora. 🟢 Q1 asked : How does Allora stay decentralized if models need to be evaluated 🟣 Professor Alora : Allora uses peer reviewed consensus. Predictions compete and the network verifies which ones perform best no single trusted party. 🟢 Q2 asked : What makes adaptive ML better than static models 🟣 Professor Alora : Adaptive ML keeps learning. Models that underperform get replaced. Allora stays accurate even when markets shift. 🟢 Q3 asked : How can DeAI"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945140257827250368) 2025-07-15 15:15:51 UTC XXX followers, XXX engagements


"@XLR8_xbt @AlloraNetwork Allora vaults boutta get custody of my funds fr"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1946243658749268162) 2025-07-18 16:20:22 UTC XXX followers, XX engagements


"@SougataX1 @AlloraNetwork Model level competition with provable outputs is a massive leap from static inference pipelines"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945846926873944377) 2025-07-17 14:03:54 UTC XXX followers, XX engagements


"Today is 2nd day of our imaginary podcast on @AlloraNetwork 🟢 Q1 asked: What makes Allora consensus different from normal blockchain consensus 🟣 Professor Alora : Normal consensus secures transactions. Allora consensus ranks and rewards model predictions based on actual performance. Its a merit based trust layer for intelligence itself not just data. 🟢 Q2 asked: Why does adaptive ML matter so much in crypto 🟣 Professor Alora: Crypto moves crazy fast hype cycles black swans new narratives. Adaptive ML keeps learning from fresh data so predictions dont go stale when markets shift. 🟢 Q3"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945495744347091080) 2025-07-16 14:48:25 UTC XXX followers, XXX engagements


"@Deniz_tbz @AlloraNetwork Decentralized IQ no middlemen needed"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1946373911169659068) 2025-07-19 00:57:56 UTC XXX followers, X engagements


"@XLR8_xbt @AlloraNetwork @Defi0xJeff @NiphermeDave @0xFeetPic @allorapills Sol These posts really help newcomers see what makes @AlloraNetwork different from other AI in crypto projects"  
![@DrollBySam Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::1924018525980540928.png) [@DrollBySam](/creator/x/DrollBySam) on [X](/post/tweet/1945527581727392171) 2025-07-16 16:54:56 UTC XXX followers, XX engagements