Yintoni i-Crunch Lab ihamba ukuguqula i-$100M yentlawulo yentlawulo kunye ne-10,000 i-Crowdsourced Engineers 
 
 Ngaba inethiwekhi yeengcali abalandeli abalandeli kwi-elite-in-house teams ngexabiso? I-Crunch Lab ibhetele i-$5 million ukuba impendulo yintoni. Can a network of anonymous contributors outperform elite in-house teams at a fraction of the cost? Crunch Lab is betting $5 million that the answer is yes. ngomhla we-7 ngomhla we-2025, I-Galaxy Ventures kunye ne-Road Capital, kunye ne-VanEck kunye ne-Multicoin, zilungiselela i-$5 million ye-financing. I-round, ebandayo ngoJuni, ibonise i-financing ye-Galaxy Ventures kwi-$10 million emva kwexesha elide. I-Company ibekwe into ebizwa ngokuba yi-"intelligence layer" ye-AI eyahlukileyo, enxulumene iinkampani kunye ne-network ye-10,000 injini ye-machine learning kunye ne-1200 PhDs nge-platform yayo, i-CrunchDAO. I-Crunch Lab I-$3.5 million seed round ngo-2024 I-concept ibandakanya njani iinkonzo ezivela ekuphuhliseni kwe-AI. Ngaphandle kokufumana iinyanga ekuphuculeni iinkcukacha okanye ukwakha amaqela zangaphakathi, iinkampani zithumela iinkcukacha njengokuphuhliswa kwe-encrypted modeling. Izixhobo zihlanganisa ukuvelisa izisombululo, kwaye iingcebiso zithunyelwa kumazwe enika iziphumo ezilungileyo. I-Abu Dhabi Investment Authority (ADIA) Research Lab ibandakanya iinkcukacha ezininzi ukusetyenziswa kwinkqubo. I-Broad Institute ye-MIT kunye ne-Harvard isetyenziswayo i-network yokufunda i-gen ye-cancer kunye ne-computer vision. I-banks yehlabathi ye-investment isebenza ngoku i-Mid+One, i-crowdsourced pricing engine yeemakethe ze-OTC, kwi-production. Ukuphuculwa kwe-17% kwi-pre-sectoral asset pricing predictions Izixhobo zihlanganisa intloko olwandle kwiinkqubo ze-Descentralized ye-AI infrastructure. I-Galaxy Ventures, i-Road Capital, i-VanEck kunye ne-Multicoin ziye zonke zithembisa ukuba iimodeli ze-intelligence ezivela kwiimodeli ze-centralized. Okokuqala ngo-2025, kwaye i-platform isebenza kwi-blockchain yeSolana. I-Solana Incubator ye-cohort yesibini I-Economics ye-talent scarcity Ukubhaliswa kwezobugcisa kwi-machine learning kunzima imali. Iingcali ye-ML e-United States inikezela ubunzima wama-150,000 ukuya ku-250,000 USD ngonyaka, ngokutsho iinkcukacha zebhizinisi. Ukwakha iqela le-10 ukuya ku-20 ingcali ukuxhaswa kwimodeli ye-predictive kunokuba kaloliwe kwi-2 million USD ngonyaka ngaphambi kokufanisa i-infrastructure, iingcali, okanye izindleko ze-retention. Iinkampani ze-finance, i-healthcare, kunye ne-tech zihlabathi i-pool efanayo yeenkcukacha zeengcali. Umzekelo we-Crunch Lab inikeza indlela eyahlukileyo. Kwiimeko yokufaka abasebenzi owenziwe ngexesha elide, iinkampani zithunyelwe izixazululo ze-modeling. Ezigidi zeengcali zihlanganisa, kwaye iziko zithunyelwa kuphela imiphumela. Jean Herelle, CEO ye-Crunch Lab kunye neCrunchDAO, wathi, "I-AI namhlanje isetyenziswa ngexesha lokufaka, i-siloed teams kunye ne-incapacity yokuphumelela ngempumelelo. Thina siphile le model. Kwiimeko yokuphumelela i-talent emangalisayo, sinikezela iinkampani ukufinyelela yonke into nge-network eyahlukileyo." Umgangatho uyenza kwi-crowdsourcing platforms efana neKaggle, kodwa ngokucacileyo kwi-deployment yokukhiqiza kunokuba yi-competition kuphela. Iinkampani zithumela iinkcubeko zayo zayo zayo zayo, ngaphandle kweengcubeko zenzulululwazi. Iingcubeko zokusebenza kunye needatha ze-encrypted, ngoko iinkcukacha ze-proprietary zibe zihlanganisa. I-network ke i-aggregates iingcubeko evela kumamodeli ezininzi ukuvelisa iimveliso ze-final. I-Herelle ibandakanya, "Kukho i-hype ye-theoretical, nto leyo ilawulwe. Xa amaeminyaka emininzi yeengcubeko zihlanganisa, un Ukubonisa ukusebenza kwiziko eziphezulu Iimiphumo zihlanganisa ngaphezulu kweengcebiso kwi-AI. I-Crunch Lab ibonisa iintlobo ezintathu njengoko iimvume yokusebenza kwindlela yayo. I-ADIA Lab, i-division ye-research ye-Abu Dhabi Investment Authority. I-ADIA isebenza I-CrunchDAO yenzelwe kwi-network ye-CrunchDAO yokuphucula iiprognosis ye-asset pricing kwiintlobo ezahlukeneyo ze-Securities. I-17% i-accuracy gain ifumaneka kwi-portfolio decision-making kunye ne-risk management kwi-scale. Ngaphezulu kwe-900 billion USD kwi-assets Umzekelo wesibini kubandakanya i-Broad Institute ye-MIT kunye neHarvard, i-organism yokufunda esekelwe kwi-genomics kunye ne-biomedical science. I-institute isetyenziselwa inethiwekhi yokufunda i-gen ye-cancer, isetyenziswa kwezobugcisa ze-computer vision ukuyifaka iinkcukacha. I-press release ibonisa iziphumo njengoko "i-breakthrough", nangona akukho izidakamizwa ezizodwa ziye ziye zibonakalisa. Ukufunda kwe-cancer kuquka ukuyifumana iimodeli ezininzi ze-data, kwaye iimodeli ze-machine learning zincedisa iingxaki ezinokufumaneka. Ukusetyenziswa wesithathu i-Mid+One, injini yokubhalisa iimarike ze-over-the-counter (OTC). Ukuhweba kwe-OTC kunokwenzeka ngqo phakathi kwabasetyhini, ngaphandle kwe-exchanges, kwaye ukutshintshwa kunokufumaneka kwi-real-time supply kunye ne-demand. I-banki yehlabathi yehlabathi, eyenza i-Crunch Lab, ngoku isebenzisa i-Mid+One kwi-trading live. I-motor ibonelela kwiimodeli ze-crowdsourced ukucacisa iindleko ze-middle-market, i-middle-point phakathi kwexabiso ze-buy kunye ne-sale. Ukutshintshwa okucacileyo ikunciphisa iindleko ze-transaction kunye nokuphucula Yintoni iingcali zibonise i-Infrastructure Play I-Venture Capital kwi-AI yandisa kwi-infrastructure kwiinyanga ezidlulileyo. Abathengisi zithole imali kwiiplatform ezininzi zithumela iinkampani ezininzi ukuvelisa i-applications, kunokuba i-applications ezininzi. I-Crunch Lab ifumaneka kwii-category. I-Will Nuelle, i-General Partner kwi-Galaxy Ventures, wathi, "I-Crunch Lab ibekwe i-intelligence layer yeemveliso zehlabathi zehlabathi. Ukuba ukhangela iindleko zeengcali, ukunciphisa imfuno ye-energy, okanye ukwandisa i-diagnostics ye-healthcare, iimodeli ze-crowdsourced ze-CrunchDAO zibonisa ukuchofo I-Thomas Bailey ye-Road Capital wahlala umdla: " 
 
 "Ndiyazi ukuba i-Crunch Lab ibonisa omnye yeengxaki ezininzi ukuxhaswa kwinqanaba zehlabathi kunye namashishini kwi-scale. I-AI i-trillion-dollar market, kwaye i-protocols e-open like i-Crunch ziyafumaneka ukuxhaswa. " "Ndiyazi ukuba i-Crunch Lab ibonisa omnye yeengxaki ezininzi ukuxhaswa kwinqanaba zehlabathi kunye namashishini kwi-scale. I-AI i-trillion-dollar market, kwaye i-protocols e-open like i-Crunch ziyafumaneka ukuxhaswa. " Izixhobo zihlanganisa i-CrunchDAO njenge-infrastructure, ayikho isisombululo se-vertical. I-platform ingatholakala kwi-finance, i-healthcare, i-logistics, i-energy, okanye nayiphi na indawo apho i-modelling ye-predictive ibonisa i-value. Ukukhetha kweengcali kwakhona inethiwekhi. I-Galaxy Ventures isebenza njenge-arm of venture ye-Galaxy Digital, i-firm eyenziwe kwi-assets ye-digital kunye ne-blockchain technology. I-Road Capital kunye ne-Multicoin zombini zithengise kwi-networks ezidlulileyo kunye ne-crypto-infrastructure. I-VanEck, eyaziwa ngokuba yi-exchange-traded funds, iye yandiswa kwi-assets ye-digital. Iqela le-investor ibonisa ukuba i-Crunch Lab ibonelela kwindawo yewebhu ye-decentralized, ngaphandle kwe-software-as-a-service ezivamile. Iingxaki kunye neengxaki malunga ne-Descentralized AI I-CrunchDAO isebenzisa inkqubo ye-reward eyenziwe ngempumelelo. Okokuqala, njani i-platform ibonelela ukulawula umgangatho xa izigidi ze-contributors anonymous zithumela iimodeli? I-CrunchDAO isebenzisa inkqubo ye-reward eyenziwe ngempumelelo, ngoko i-contributors zithenga i-token eyenziwe ngempumelelo. Kodwa i-model eyona eyenziwe kwimeko yokukhiqiza ingasabela. Iimveliso zinobunzima iimfuno, akukho iimeko. Enye, ukhuseleko lwabatholakala. I-Crunch Lab i-encrypt data ngaphambi kokuthunyelwa kubathengi, kodwa izindlela ze-encrypting zihlukile ngokubanzi. I-encrypting ye-homomorphic, ebonakalisa ukucaciswa kwegama ze-encrypted, ibekwe ekuphuhliswa kwaye ingangaphantsi. I-proof ye-zero-knowledge inikeza indlela elinye, kodwa i-add complexity. Le nkampani ayifuni izindlela ezisetyenzisiweyo okanye indlela yokulawula ukhuseleko. Okwangoku, i-platform ibonelela kwi-network effects. Nge-10,000 abaphumelele, i-CrunchDAO ibonelela kakhulu ukuvelisa iziphumo ezifanelekileyo. Kodwa ukunceda ukugcina ukuxhaswa ngexesha elide. Abaphumelele kubunzima ukunceda ukuxhaswa, kwaye iimali kufuneka ziyafumaneka kakhulu. Ukuba inethiwekhi iya kukunciphisa, umgangatho weengcali kunokunciphisa. Okwangoku, uncertainty zekhwalithi zihlala kwi-platforms ezahlukileyo. Iinkampani ze-finance kunye ne-healthcare zokusebenza phantsi kolawulo lwekhwalithi. Ukusebenzisa inethiwekhi ye-decentralized kunye neengxaki ze-anonymous ingathintela nezidingo ze-Know Your Customer (KYC) okanye i-Anti-Money Laundering (AML). I-Crunch Lab iya kufuneka uqhagamshelane nezi zekhwalithi xa kutshintshe. Umzila wokugqibela Intelligence Collective I-Crunch Lab ihamba ukwandisa ngaphezu kwezimali kunye nezifundo ze-biomedical. I-Crunch Lab ayikwazi ukucacisa iindidi ezilandelayo, kodwa imodeli ye-predictive iyasetyenziswa ngokubanzi. Iinkampani ze-energy zibonisa iimfuno. Iinkampani ze-logistics zibonisa iindlela. I-Retailers zibonisa iimfuno ze-inventory. Yonke iinkampani ebonakalayo kwiimodeli ezifanelekileyo. Ukubalwa kwe-Solana Incubator inikeza ukubaluleka. I-Solana iyiphi na i-blockchains eyenziwe ngokukhawuleza, i-processing ezininzi iintlawulo ngeveki kunye neentlawulo ezincinane. Ukwakha kwi-Solana ivumela i-CrunchDAO ukulawula iintlawulo ezininzi zeentlawulo ngaphandle kwezimali. I-incubator inikeza inkxaso yobuchwepheshe kunye neengxaki kwi-Ecosystem yeSolana, leyo ingasiza kunye ne-integrations. I-$5 million round ithathwe ukuvelisa i-platform kunye nokuvelisa i-team. I-Crunch Lab ayikwazi ukubonisa i-head count okanye iiplani zokusebenza, kodwa ukunyuka kwinethiwekhi ye-decentralized kufuneka iimpahla ze-engineering. Le nkampani kufuneka ukwakha izixhobo zokuhamba iimveliso, ukulawula i-encryption yeedatha, ukulawula abathengisi, ukuhlaziywa kweemvavanyo kunye nokulawula ukusebenza. Yonke isinyathelo kuquka i-technical complexity. Iingcali ziquka kule ndawo. I-Numerai, eyasekwa ngo-2015, isebenza imodeli efana neengcingo ye-heading fund. I-Ocean Protocol ibekwe kwimakethe zeendaba nge-blockchain infrastructure. I-Fetch.ai ibekwe kwi-agents ezihambelana kwiinkqubo ze-decentralized. I-Crunch Lab ibekwe ngokucacisa ukuvelisa imveliso kunye neziphumo ezilinganayo, ngaphandle kokufunda kuphela okanye ukucaciswa. Imibuzo lokugqibela Iimodeli yeCrunch Lab inikeza isibuyekezo esebenzayo ukuba iinkonzo ze-decentralized zithumela iziphumo ezininzi ezininzi. Ukuphucula kwe-17% ye-accuracy ye-ADIA Lab kunokufumaneka. Ukusetyenziswa kweMid+One kwi-trading ye-live yi-real. I-Breakthrough ye-Broad Institute, nangona engaphansi kwe-quantified, ifumaneka kwi-organization ye-research eyenziwe. Azo ayikho amaxabiso ze-think okanye i-white papers. Zinto iinkqubo zokuvelisa iimeko ezininzi. Umbuzo kufuneka ukuba le nqakraza ifumaneka kwiinkalo kunye neengxaki zokusetyenziswa. Iimodeli yobugcisa kunye nezifundo ze-biomedical ziyafumaneka ngokwemvelo kwi-crowdsourced AI. Kwiimeko ezimbini ziquka iinkqubo ezininzi ze-data, iimitha ze-performance, kunye ne-tolerance ye-experimentation. Kodwa le nqakraza iyafumaneka kwimveliso, apho iingxaki zenza iimeko? Okanye kwizithuthi ezimbini, apho iingxaki zithembisa ubomi? Okanye kwi-analytics ye-legal, apho ukuxhaswa kubalulekile? I-Crunch Lab inikeza ixesha lokufumana imibuzo. I-Investor Group inikeza ubunzima kunye neengxaki kwi-infrastructure ye-decentralized. I-network ye-10,000 contributors inikeza isakhiwo yokufunda. Kodwa le nkampani kufuneka ibonise ukuba inokufumana umgangatho, ukhuseleko kwedatha, ukuqhagamshelwano, kunye nokufunda abathengisi ngexesha elide. Ukuba i-Crunch Lab yenzelwe ngempumelelo, kunokukwazi ukuguqulwa kwindlela yokufunda i-AI. Ngaphandle kokufunda i-talent, i-organisations ingasetyenziswa kwinethiwekhi zehlabathi. Ngaphandle kokufunda iimodeli ukusuka kwelanga, bakwazi ukufikelela kwi-intelligence ye-collective. I-shift iya kubhalwe i-value ukusuka kwi-teams ze-decentralized ukuya kwi-contributors ze-decentralized, kwaye ukusuka kwi-systems ze-proprietary ukuya kwi-protocols e-open. Ukusabela oku kuxhomekeke ekusebenziseni. I-Crunch Lab unayo iziphumo, i-finance yokusebenza, kunye ne-network yokusabela. Ngoku kufuneka ifumaneke ngaphandle kokutshintsha into efanelekileyo. Ngaba ushiye ukuthetha kwaye ushiye iinkcukacha! 
 
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