[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.] #  @innocentsidra_1 Zayrafi Zayrafi posts on X about ai, inference, web3, decentralized the most. They currently have XXXXX followers and XX posts still getting attention that total XXXXX engagements in the last XX hours. ### Engagements: XXXXX [#](/creator/twitter::1888821787317948416/interactions)  - X Week XXXXXX -XX% - X Month XXXXXXX -XX% - X Months XXXXXXXXX +4,138,544% ### Mentions: XX [#](/creator/twitter::1888821787317948416/posts_active)  - X Week XX -XX% - X Month XX -XX% - X Months XXX +21,800% ### Followers: XXXXX [#](/creator/twitter::1888821787317948416/followers)  - X Week XXXXX +5.40% - X Month XXXXX +25% - X Months XXXXX +1,968% ### CreatorRank: XXXXXXX [#](/creator/twitter::1888821787317948416/influencer_rank)  ### Social Influence **Social category influence** [cryptocurrencies](/list/cryptocurrencies) XXXXX% [finance](/list/finance) XXXXX% **Social topic influence** [ai](/topic/ai) 42.11%, [inference](/topic/inference) #53, [web3](/topic/web3) #252, [decentralized](/topic/decentralized) #999, [the first](/topic/the-first) 7.89%, [monad](/topic/monad) #298, [all the](/topic/all-the) 7.89%, [ethereum](/topic/ethereum) 5.26%, [solana](/topic/solana) 5.26%, [money](/topic/money) XXXX% **Top accounts mentioned or mentioned by** [@airaaagent](/creator/undefined) [@mindoai](/creator/undefined) [@folksfinance](/creator/undefined) [@deepnodeai](/creator/undefined) [@kintsu](/creator/undefined) [@inferencelabs](/creator/undefined) [@zamafhe](/creator/undefined) [@cloberdex](/creator/undefined) [@0lands_s0n](/creator/undefined) [@cultverseai](/creator/undefined) [@overnads](/creator/undefined) [@likwidfi](/creator/undefined) [@deepnode](/creator/undefined) [@dagamaworld](/creator/undefined) [@smol244](/creator/undefined) [@tenprotocol](/creator/undefined) [@zkcandyhq](/creator/undefined) [@dango](/creator/undefined) [@perceptronntwk](/creator/undefined) [@amstarlighter](/creator/undefined) **Top assets mentioned** [Monad (MON)](/topic/monad) [Ethereum (ETH)](/topic/ethereum) [Solana (SOL)](/topic/solana) [Omron (SN2)](/topic/$sn2) ### Top Social Posts Top posts by engagements in the last XX hours "Subnet X in Inference Labs is where different proof systems compete in real time. Basically proving battlefield for zk systems testing which is fastest and most efficient. How it works: Miners compete on performance. System routes AI inference to fastest proof available. Stays agnostic so no single system controls it. Scales with DSperse for parallel processing. Means speed improves over time as better systems win competition. Use cases: DeFi needing fast verification. Robots requiring real-time proofs. Any AI that can't wait hours for proof generation. Don't know if constant competition" [X Link](https://x.com/innocentsidra_1/status/1998662124915347634) 2025-12-10T07:52Z 4937 followers, 1811 engagements "Zama creator program S4 is entering in its final phase and honestly if you've been sitting on fence now's the time. Everyone talks privacy in crypto but nobody actually builds it. @zama_fhe building FHE - Fully Homomorphic Encryption. Sounds nerdy but basically means you can compute on encrypted data without decrypting it first. FHEVM TFHE-rs Concrete-ML all moving from theory to actual use. Early adoption phase ending. Real momentum starting. If you understand this tech you're early. If you're creating content about it you're positioning before everyone else figures it out. Program closing" [X Link](https://x.com/innocentsidra_1/status/1995110261372412217) 2025-11-30T12:38Z 4895 followers, 2549 engagements "Some days i look at the ai space and wonder how we ended up here Five companies owning the models the data the profits and somehow were supposed to call that innovation. @DeepNodeAI hit me because it feels like the first project built by people whove actually been through this mess. The kind who shipped real infra saw how creators get sidelined and finally said yeah no lets not keep repeating this. The part that stuck with me: On deepnode if you build somethinga model a dataset even compute you actually own it. And you earn every time someone uses it. Simple idea but after years in web3 Ive" [X Link](https://x.com/innocentsidra_1/status/1998007941958361452) 2025-12-08T12:33Z 4912 followers, 1136 engagements "I've learnt after 2+ years in web3 is every decentralized ai pitch sounds perfect until you ask one simple question. who actually owns the model most projects fall apart right there. @DeepNodeAI didnt. The first time i explored it it felt like someone finally understood the core problem: builders keep creating value and platforms keep capturing it. ive been on both ends of that mistake watching my work fuel someone elses roadmap while i walked away with nothing. deepnode flips that cycle. you deploy a model you keep the IP and every time someone uses it you earn. that feels like the first" [X Link](https://x.com/innocentsidra_1/status/1998111928653324709) 2025-12-08T19:26Z 4914 followers, 2017 engagements "Real-World Impact: Verifiable AI Applications in Healthcare Robotics and Defense. Inference Labs Proof of Inference protocol secures AI decisions across critical sectors by providing cryptographic guarantees that AI outputs are trustworthy and auditable. Healthcare: @inference_labs enables privacy-preserving diagnostics and robotic surgery with verifiable computations ensuring safe compliant AI-driven care. Robotics: Powers autonomous agents with zk-verified decisions boosting reliability in industrial automation and logistics. Defense: Adds accountability in AI-enabled surveillance and" [X Link](https://x.com/innocentsidra_1/status/1998116551732703333) 2025-12-08T19:44Z 4910 followers, 1471 engagements "Lately ive been noticing how two monad mania projects on @AiraaAgent quietly fix opposite ends of the same problem. @FolksFinance is where the serious money logic lives risk-checked lending safer returnsnand tools that actually help you grow instead of gamble. @cultverse_ai feels like the culture layer omnichain collectibles identity the fun side that keeps people coming back. one builds confidence the other builds community. together they make the ecosystem feel complete" [X Link](https://x.com/innocentsidra_1/status/1998291856669745632) 2025-12-09T07:21Z 4909 followers, XXX engagements "The longer I spend around AI teams the more obvious it gets: Centralized AI was never built for people like us. it was built for companies who want your work and their profits. Thats why @DeepNode hits differently at least for me. And ik for you too. It fixes the part nobody talks about ownership. models stay yours. improvements stay yours. the upside finally stays with the builder not the platform. Ive spent years watching devs ship brilliant models only to watch corporations absorb them rebrand them and pay nothing back. DeepNode flips that loop completely. you publish the network tests" [X Link](https://x.com/innocentsidra_1/status/1998376305092653313) 2025-12-09T12:56Z 4920 followers, 2542 engagements "Ive spent years watching incredible devs push out next level models only for them to disappear because they didnt have funding visibility or the right ecosystem behind them. and thats the gap @DeepNodeAI closes. Every model enters an actual economy not a graveyard. if people use it you earn. if the network validates it you climb. if it performs it survives. its the first system ive seen where a solo dev from anywhere has the same shot as a funded team because the network ranks utility not influence. merit over marketing. work over hype. output over loudness. thats how ai shouldve always been." [X Link](https://x.com/innocentsidra_1/status/1998471260632912234) 2025-12-09T19:14Z 4912 followers, 5115 engagements "So Inference Labs founder comes from aviation background and that shows in how they build. Aviation doesn't do "trust me bro." Every decision backed by checklists verifiable data redundant systems. Lives depend on it so guesswork isn't option. @inference_labs applies same mindset to AI. Treat every model decision like flight-critical system. No guesswork only verifiable math. Cryptographic proofs instead of blind trust. Makes sense when you think about it. High-stakes AI for DeFi robots defense needs same rigor as aviation. One bad decision costs real money or worse. Their approach is" [X Link](https://x.com/innocentsidra_1/status/1998739807787430119) 2025-12-10T13:01Z 4918 followers, 1366 engagements "Real AI work is messy. Models break. Outputs drift. Data gets noisy. @DeepNodeAI doesn't try to hide that chaos. It organizes it. Network basically says fine let models fight it out. Useful ones survive. No branding but there's pure merit rises to top. For anyone who's built or tested models in wild that honesty feels rare. DeepNode doesn't promise perfection. Just system where best work gets rewarded. Don't know if decentralized model marketplace actually scales or becomes coordination nightmare. But at least approach is honest about reality not hiding behind promises. @MindoAI" [X Link](https://x.com/innocentsidra_1/status/1998837338726871339) 2025-12-10T19:28Z 4918 followers, 2116 engagements "Spent time understanding Inference Labs cross-chain AI and it's solving real problem. Problem: AI on different blockchains can't talk to each other. Ethereum AI can't verify Solana data. Everything siloed. Bridges break. Trust issues everywhere. Solution: Cross-chain verifiable compute. AI proofs move between networks like Polygon Base Ethereum Solana. Secured by EigenLayer stakes. No broken bridges no trust assumptions. Example: Your DeFi agent on Ethereum needs to verify trade using Solana data. Instead of blind trust it gets cryptographic proof. All aggregated on-chain. EigenLayer" [X Link](https://x.com/innocentsidra_1/status/1998478657241886775) 2025-12-09T19:43Z 4937 followers, 2555 engagements "Every time i look at monad mania i keep circling back to folks finance. its one of the few projects in this lineup that already proved itself in real markets not just testnet hype. @FolksFinance isnt trying to reinvent lending its fixing the parts that make most defi protocols painful. smarter interest models cleaner UX and risk controls that actually feel built for humans not spreadsheets. my focus is obviously on it and i am still exploring @AiraaAgent" [X Link](https://x.com/innocentsidra_1/status/1999203022048756158) 2025-12-11T19:41Z 4937 followers, XXX engagements "I used to think model ownership was just another buzzword teams threw around to sound decentralized. then i watched two friends build models for a startup and walk away with nothing. the company kept the IP raised money on top of their workl and rewrote history like they barely mattered. thats when @DeepNodeAI clicked for me. owning your model isnt a slogan its leverage. its freedom. its the difference between building value and being used as free labor. on deepnode if your model becomes the backbone of someones workflow then you earn. if someone forks it and improves it you still earn. Even" [X Link](https://x.com/innocentsidra_1/status/1998737575109103938) 2025-12-10T12:52Z 4928 followers, 2802 engagements "I spent part of today comparing how lending actually feels across monad mania projects on @AiraaAgent . @FolksFinance gives you this sense of structure like a place where liquidity isnt just numbers on a dashboard. But a real system designed for people who actually manage risk. stable yields predictable flows cleaner execution and it feels built for grown-up defiers who dont want surprises. @likwid_fi sits on the opposite end: its fast flexible and way more aggressive with how it treats collateral and leverage. its the kind of design traders gravitate toward when they want velocity not" [X Link](https://x.com/innocentsidra_1/status/1998656961165013461) 2025-12-10T07:32Z 4951 followers, XXX engagements "Some days i look at the AI space and its painfully obvious: were all building on systems we dont control. closed models closed data closed incentives. and we pretend thats normal. @DeepNodeAI hits different because it answers a simple question ive asked myself for years: what happens if the people who train the intelligence actually own it open models communities evolve them open economics builders earn from usage open verification trust comes from math not marketing deepnode isnt selling a product. its rewriting who gets to participate. thats the first time in a while something in AI has" [X Link](https://x.com/innocentsidra_1/status/1999018526561153053) 2025-12-11T07:28Z 4936 followers, 3357 engagements "Tired of showing up to "hidden gems" overrun with tourists who read same article you did DaGama shows spots before they blow up. Quiet cafs scenic trails neighborhood gems locals actually use. Real travelers share discoveries with on-site photos and honest notes. Get in early before influencers discover place and ruin it. Authentic experiences that feel like insider secrets not crowded Instagram checklists. Don't know if it stays authentic as more people use it or becomes victim of own success. But right now finds places before they're overrun. @dagama_world" [X Link](https://x.com/innocentsidra_1/status/1999025463214354866) 2025-12-11T07:56Z 4937 followers, 1463 engagements "I spent my time thinking about something simple. most ai platforms treat you like an audience. you watch you consume and clap but you never own anything you helped create. @DeepNodeAI breaks that dynamic completely. here every model you upload refine or validate has a real economic life. the network actually rewards you for improving someone else work not just shouting louder. it feels less like a protocol and more like a workplace where the best ideas naturally rise because people use them not because a corporation said so. for the first time in a long time im seeing an ai ecosystem where" [X Link](https://x.com/innocentsidra_1/status/1999099874055422074) 2025-12-11T12:52Z 4937 followers, 2425 engagements "Well i want to share my honest take. somewhere between switching tabs today i realized how messy most AI platforms really are. Like endless models with no structure at all everything thrown into one giant soup lol. then you look at @DeepNodeAI and the whole thing finally makes sense. Domains keep models where they actually belong just like that way: finance models battle in finance medical models improve inside medical domains and robotic models get tested by robotic validators. and the best part of all that is devs earn inside the exact domain where their work delivers value. well i guess" [X Link](https://x.com/innocentsidra_1/status/1999200145871897032) 2025-12-11T19:30Z 4937 followers, 2776 engagements "Why they Say - Data is the New Currency Ive been around long enough to see one pattern repeat over and over in ai. models dont fail because theyre bad. they fail because the data feeding them goes stale. and thats the gap @PerceptronNTWK walks straight into. it taps something nobody even thought to touch i mean unused global bandwidth. millions of contributors streaming fresh signals every minute turning the internet noise into structured ai ready datasets. perceptron is the first network ive seen that actually treats data like a living organism not a static file you update when things break." [X Link](https://x.com/innocentsidra_1/status/1999205249140375816) 2025-12-11T19:50Z 4937 followers, 1644 engagements "Most travel apps favor big chains with marketing budgets. Small local spots get buried even when they're better. @dagama_world puts local shops cafs and small tours on map next to big names. Real visitors share photos and reviews from actual visits. Draws customers who trust community recommendations over ads. Small businesses get foot traffic from people wanting genuine experiences. Grow without needing huge marketing spend just quality verified by real visitors. Interesting approach. Big platforms prioritize whoever pays most. This prioritizes what's actually good based on real visits." [X Link](https://x.com/innocentsidra_1/status/1999378291124502894) 2025-12-12T07:18Z 4937 followers, XXX engagements "Sometimes I look at the AI space and laugh a bit not because its funny but because Ive watched the same pattern for years. the best models rarely win. the best-marketed ones do. thats exactly why @DeepNodeAI trying to bring a change. their merit system doesnt care about hype branding or who raised a bigger round. models only rise if people actually use them and validators confirm theyre useful. nothing else moves the needle. and honestly that feels like how AI shouldve worked from the beginning. @MindoAI" [X Link](https://x.com/innocentsidra_1/status/1999384055754985875) 2025-12-12T07:41Z 4937 followers, 1792 engagements "Inference Labs going open-source is interesting move. Inviting community to build verifiable AI instead of keeping tech closed. What's available: GitHub repos with model slicing tools runtime code and Autonomics Layer specs. Anyone can fork test or deploy. Devs can tweak ZK circuits. Researchers optimize proofs. Galxe quests reward contributors. Creates incentive for people to actually build not just star repos and forget. What this means: Your code could power DeFi agents or robots if it's good enough. Democratizes access to verifiable AI infrastructure not locked behind company walls." [X Link](https://x.com/innocentsidra_1/status/1999386990853390729) 2025-12-12T07:53Z 4937 followers, 1618 engagements
[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]
@innocentsidra_1 Zayrafi
Zayrafi posts on X about ai, inference, web3, decentralized the most. They currently have XXXXX followers and XX posts still getting attention that total XXXXX engagements in the last XX hours.
Engagements: XXXXX #
- X Week XXXXXX -XX%
- X Month XXXXXXX -XX%
- X Months XXXXXXXXX +4,138,544%
Mentions: XX #
- X Week XX -XX%
- X Month XX -XX%
- X Months XXX +21,800%
Followers: XXXXX #
- X Week XXXXX +5.40%
- X Month XXXXX +25%
- X Months XXXXX +1,968%
CreatorRank: XXXXXXX #
Social Influence
Social category influence cryptocurrencies XXXXX% finance XXXXX%
Social topic influence ai 42.11%, inference #53, web3 #252, decentralized #999, the first 7.89%, monad #298, all the 7.89%, ethereum 5.26%, solana 5.26%, money XXXX%
Top accounts mentioned or mentioned by @airaaagent @mindoai @folksfinance @deepnodeai @kintsu @inferencelabs @zamafhe @cloberdex @0lands_s0n @cultverseai @overnads @likwidfi @deepnode @dagamaworld @smol244 @tenprotocol @zkcandyhq @dango @perceptronntwk @amstarlighter
Top assets mentioned Monad (MON) Ethereum (ETH) Solana (SOL) Omron (SN2)
Top Social Posts
Top posts by engagements in the last XX hours
"Subnet X in Inference Labs is where different proof systems compete in real time. Basically proving battlefield for zk systems testing which is fastest and most efficient. How it works: Miners compete on performance. System routes AI inference to fastest proof available. Stays agnostic so no single system controls it. Scales with DSperse for parallel processing. Means speed improves over time as better systems win competition. Use cases: DeFi needing fast verification. Robots requiring real-time proofs. Any AI that can't wait hours for proof generation. Don't know if constant competition"
X Link 2025-12-10T07:52Z 4937 followers, 1811 engagements
"Zama creator program S4 is entering in its final phase and honestly if you've been sitting on fence now's the time. Everyone talks privacy in crypto but nobody actually builds it. @zama_fhe building FHE - Fully Homomorphic Encryption. Sounds nerdy but basically means you can compute on encrypted data without decrypting it first. FHEVM TFHE-rs Concrete-ML all moving from theory to actual use. Early adoption phase ending. Real momentum starting. If you understand this tech you're early. If you're creating content about it you're positioning before everyone else figures it out. Program closing"
X Link 2025-11-30T12:38Z 4895 followers, 2549 engagements
"Some days i look at the ai space and wonder how we ended up here Five companies owning the models the data the profits and somehow were supposed to call that innovation. @DeepNodeAI hit me because it feels like the first project built by people whove actually been through this mess. The kind who shipped real infra saw how creators get sidelined and finally said yeah no lets not keep repeating this. The part that stuck with me: On deepnode if you build somethinga model a dataset even compute you actually own it. And you earn every time someone uses it. Simple idea but after years in web3 Ive"
X Link 2025-12-08T12:33Z 4912 followers, 1136 engagements
"I've learnt after 2+ years in web3 is every decentralized ai pitch sounds perfect until you ask one simple question. who actually owns the model most projects fall apart right there. @DeepNodeAI didnt. The first time i explored it it felt like someone finally understood the core problem: builders keep creating value and platforms keep capturing it. ive been on both ends of that mistake watching my work fuel someone elses roadmap while i walked away with nothing. deepnode flips that cycle. you deploy a model you keep the IP and every time someone uses it you earn. that feels like the first"
X Link 2025-12-08T19:26Z 4914 followers, 2017 engagements
"Real-World Impact: Verifiable AI Applications in Healthcare Robotics and Defense. Inference Labs Proof of Inference protocol secures AI decisions across critical sectors by providing cryptographic guarantees that AI outputs are trustworthy and auditable. Healthcare: @inference_labs enables privacy-preserving diagnostics and robotic surgery with verifiable computations ensuring safe compliant AI-driven care. Robotics: Powers autonomous agents with zk-verified decisions boosting reliability in industrial automation and logistics. Defense: Adds accountability in AI-enabled surveillance and"
X Link 2025-12-08T19:44Z 4910 followers, 1471 engagements
"Lately ive been noticing how two monad mania projects on @AiraaAgent quietly fix opposite ends of the same problem. @FolksFinance is where the serious money logic lives risk-checked lending safer returnsnand tools that actually help you grow instead of gamble. @cultverse_ai feels like the culture layer omnichain collectibles identity the fun side that keeps people coming back. one builds confidence the other builds community. together they make the ecosystem feel complete"
X Link 2025-12-09T07:21Z 4909 followers, XXX engagements
"The longer I spend around AI teams the more obvious it gets: Centralized AI was never built for people like us. it was built for companies who want your work and their profits. Thats why @DeepNode hits differently at least for me. And ik for you too. It fixes the part nobody talks about ownership. models stay yours. improvements stay yours. the upside finally stays with the builder not the platform. Ive spent years watching devs ship brilliant models only to watch corporations absorb them rebrand them and pay nothing back. DeepNode flips that loop completely. you publish the network tests"
X Link 2025-12-09T12:56Z 4920 followers, 2542 engagements
"Ive spent years watching incredible devs push out next level models only for them to disappear because they didnt have funding visibility or the right ecosystem behind them. and thats the gap @DeepNodeAI closes. Every model enters an actual economy not a graveyard. if people use it you earn. if the network validates it you climb. if it performs it survives. its the first system ive seen where a solo dev from anywhere has the same shot as a funded team because the network ranks utility not influence. merit over marketing. work over hype. output over loudness. thats how ai shouldve always been."
X Link 2025-12-09T19:14Z 4912 followers, 5115 engagements
"So Inference Labs founder comes from aviation background and that shows in how they build. Aviation doesn't do "trust me bro." Every decision backed by checklists verifiable data redundant systems. Lives depend on it so guesswork isn't option. @inference_labs applies same mindset to AI. Treat every model decision like flight-critical system. No guesswork only verifiable math. Cryptographic proofs instead of blind trust. Makes sense when you think about it. High-stakes AI for DeFi robots defense needs same rigor as aviation. One bad decision costs real money or worse. Their approach is"
X Link 2025-12-10T13:01Z 4918 followers, 1366 engagements
"Real AI work is messy. Models break. Outputs drift. Data gets noisy. @DeepNodeAI doesn't try to hide that chaos. It organizes it. Network basically says fine let models fight it out. Useful ones survive. No branding but there's pure merit rises to top. For anyone who's built or tested models in wild that honesty feels rare. DeepNode doesn't promise perfection. Just system where best work gets rewarded. Don't know if decentralized model marketplace actually scales or becomes coordination nightmare. But at least approach is honest about reality not hiding behind promises. @MindoAI"
X Link 2025-12-10T19:28Z 4918 followers, 2116 engagements
"Spent time understanding Inference Labs cross-chain AI and it's solving real problem. Problem: AI on different blockchains can't talk to each other. Ethereum AI can't verify Solana data. Everything siloed. Bridges break. Trust issues everywhere. Solution: Cross-chain verifiable compute. AI proofs move between networks like Polygon Base Ethereum Solana. Secured by EigenLayer stakes. No broken bridges no trust assumptions. Example: Your DeFi agent on Ethereum needs to verify trade using Solana data. Instead of blind trust it gets cryptographic proof. All aggregated on-chain. EigenLayer"
X Link 2025-12-09T19:43Z 4937 followers, 2555 engagements
"Every time i look at monad mania i keep circling back to folks finance. its one of the few projects in this lineup that already proved itself in real markets not just testnet hype. @FolksFinance isnt trying to reinvent lending its fixing the parts that make most defi protocols painful. smarter interest models cleaner UX and risk controls that actually feel built for humans not spreadsheets. my focus is obviously on it and i am still exploring @AiraaAgent"
X Link 2025-12-11T19:41Z 4937 followers, XXX engagements
"I used to think model ownership was just another buzzword teams threw around to sound decentralized. then i watched two friends build models for a startup and walk away with nothing. the company kept the IP raised money on top of their workl and rewrote history like they barely mattered. thats when @DeepNodeAI clicked for me. owning your model isnt a slogan its leverage. its freedom. its the difference between building value and being used as free labor. on deepnode if your model becomes the backbone of someones workflow then you earn. if someone forks it and improves it you still earn. Even"
X Link 2025-12-10T12:52Z 4928 followers, 2802 engagements
"I spent part of today comparing how lending actually feels across monad mania projects on @AiraaAgent . @FolksFinance gives you this sense of structure like a place where liquidity isnt just numbers on a dashboard. But a real system designed for people who actually manage risk. stable yields predictable flows cleaner execution and it feels built for grown-up defiers who dont want surprises. @likwid_fi sits on the opposite end: its fast flexible and way more aggressive with how it treats collateral and leverage. its the kind of design traders gravitate toward when they want velocity not"
X Link 2025-12-10T07:32Z 4951 followers, XXX engagements
"Some days i look at the AI space and its painfully obvious: were all building on systems we dont control. closed models closed data closed incentives. and we pretend thats normal. @DeepNodeAI hits different because it answers a simple question ive asked myself for years: what happens if the people who train the intelligence actually own it open models communities evolve them open economics builders earn from usage open verification trust comes from math not marketing deepnode isnt selling a product. its rewriting who gets to participate. thats the first time in a while something in AI has"
X Link 2025-12-11T07:28Z 4936 followers, 3357 engagements
"Tired of showing up to "hidden gems" overrun with tourists who read same article you did DaGama shows spots before they blow up. Quiet cafs scenic trails neighborhood gems locals actually use. Real travelers share discoveries with on-site photos and honest notes. Get in early before influencers discover place and ruin it. Authentic experiences that feel like insider secrets not crowded Instagram checklists. Don't know if it stays authentic as more people use it or becomes victim of own success. But right now finds places before they're overrun. @dagama_world"
X Link 2025-12-11T07:56Z 4937 followers, 1463 engagements
"I spent my time thinking about something simple. most ai platforms treat you like an audience. you watch you consume and clap but you never own anything you helped create. @DeepNodeAI breaks that dynamic completely. here every model you upload refine or validate has a real economic life. the network actually rewards you for improving someone else work not just shouting louder. it feels less like a protocol and more like a workplace where the best ideas naturally rise because people use them not because a corporation said so. for the first time in a long time im seeing an ai ecosystem where"
X Link 2025-12-11T12:52Z 4937 followers, 2425 engagements
"Well i want to share my honest take. somewhere between switching tabs today i realized how messy most AI platforms really are. Like endless models with no structure at all everything thrown into one giant soup lol. then you look at @DeepNodeAI and the whole thing finally makes sense. Domains keep models where they actually belong just like that way: finance models battle in finance medical models improve inside medical domains and robotic models get tested by robotic validators. and the best part of all that is devs earn inside the exact domain where their work delivers value. well i guess"
X Link 2025-12-11T19:30Z 4937 followers, 2776 engagements
"Why they Say - Data is the New Currency Ive been around long enough to see one pattern repeat over and over in ai. models dont fail because theyre bad. they fail because the data feeding them goes stale. and thats the gap @PerceptronNTWK walks straight into. it taps something nobody even thought to touch i mean unused global bandwidth. millions of contributors streaming fresh signals every minute turning the internet noise into structured ai ready datasets. perceptron is the first network ive seen that actually treats data like a living organism not a static file you update when things break."
X Link 2025-12-11T19:50Z 4937 followers, 1644 engagements
"Most travel apps favor big chains with marketing budgets. Small local spots get buried even when they're better. @dagama_world puts local shops cafs and small tours on map next to big names. Real visitors share photos and reviews from actual visits. Draws customers who trust community recommendations over ads. Small businesses get foot traffic from people wanting genuine experiences. Grow without needing huge marketing spend just quality verified by real visitors. Interesting approach. Big platforms prioritize whoever pays most. This prioritizes what's actually good based on real visits."
X Link 2025-12-12T07:18Z 4937 followers, XXX engagements
"Sometimes I look at the AI space and laugh a bit not because its funny but because Ive watched the same pattern for years. the best models rarely win. the best-marketed ones do. thats exactly why @DeepNodeAI trying to bring a change. their merit system doesnt care about hype branding or who raised a bigger round. models only rise if people actually use them and validators confirm theyre useful. nothing else moves the needle. and honestly that feels like how AI shouldve worked from the beginning. @MindoAI"
X Link 2025-12-12T07:41Z 4937 followers, 1792 engagements
"Inference Labs going open-source is interesting move. Inviting community to build verifiable AI instead of keeping tech closed. What's available: GitHub repos with model slicing tools runtime code and Autonomics Layer specs. Anyone can fork test or deploy. Devs can tweak ZK circuits. Researchers optimize proofs. Galxe quests reward contributors. Creates incentive for people to actually build not just star repos and forget. What this means: Your code could power DeFi agents or robots if it's good enough. Democratizes access to verifiable AI infrastructure not locked behind company walls."
X Link 2025-12-12T07:53Z 4937 followers, 1618 engagements