"Ukwenza kanjani i-AI ukucubungula futha elithakazelisayo yokuphila emhlabeni wonke?" "Ukwenza kanjani i-AI ukucubungula futha elithakazelisayo yokuphila emhlabeni wonke?" A 2025 – 2026 review through the lens of Knowledge Management, Graphs, Communities, Ontology, Connected Thinking and Pragmatic AI. Uma CEO ye-OpenAI, uSam Altman wabheka ukuthi siphinde i-AI embhobho ngo-Agasti 2025, akuyona ingathandeki. Ngithande izinsuku ezinguquko zihlanganisa iziganeko ze-graph technology izivakashi, ukufundisa izifundo ze-AI, kanye nokuxhumana ku-knowledge management eYurophu nangaphezulu. Izinye abantu zihlanganisa inqubo yokwenza, ukwakhiwa, ukusabalalisa, ukusetshenziswa kanye nokulawula ulwazi emhlabeni wonke umkhakha futhi ngisho phakathi kwezimboni Ngitholela I-Orchestrating Things, futhi lokhu kuyinto indawo yami yokufakelwa nokuhlanganisa ngokuvumelana nenkqubo yam asebenzayo njenge-Analyst, Consultant, Engineer, Founder, Researcher, and Writer. Ukulawula Knowledge Izindaba ezivela ezingenalutho, izindaba ezingenalutho, kanye nezinhlelo zokusebenza zokusebenza zokusebenza ngokugcwele kwe-communism ye-luxury kanye ne-capitalism eyenziwe nge-AI. Kuyinto ingxenye ye-"Long views on AI" series, ukuhlola imibuzo ebalulekile mayelana nezinto eziningi ze-AI. Sishayele ku-question or statement futhi ukuhlola background kanye nemiphumela yayo, okuhlola ukubuyekeza nokuxhumana. “Long views on AI” isigaba Umbala weContents Managing Knowledge: I-AI Industry ye-blind spot Ukuxhumanisa idatha, abantu, izakhiwo kanye ne-graphs Imininingwane ezihambelana, izwe ezihambelana Ukwakhiwa kwezakhiwo kanye ne-Pragmatic AI Unyaka we-ontology I-AI-Driven I-Capitalism Peer to Peer AI ku-multi-polar World I-Singularity: Ukusuka ku-Software ku-World I-Intelligence, i-Spain Latent, ne-Free Lunches I-AI ne-Future: Kuye, futhi Yini Ukuze? Managing Knowledge: The AI Industry’s Blind Spot Managing Knowledge: I-AI Industry ye-blind spot Ukulungiswa kwe-Knowledge isibuyekeza kakhulu kunesayensi. Ukusetshenziswa kwe-Technology akuyona ingxubevange. Izinzuzo ezinhle zihlanganisa ukubuyekeza, ukucindezeleka kwama-mandate, ukulawula, kanye ne-visions ezahlukile. Ukukhuthaza abantu ukuhlangabezana ngezinyathelo, izinhlelo, ukuthi izazi zihlanganisa, futhi abantu abacwaningi ngezinye izinto. Ngo-2025, ukusebenza nezinhlangano ezifana (i-German Agency for International Cooperation), Ngithanda lezi zihlanganisi efanayo emhlabeni wonke. I-GIZ isixazululo se-mission ye-“work to shape a future worth living around the world”. Ukusebenza kwe-AI, i-foundation work iyadingeka ukuze i-AI isebenza. I-world is starting to see this too. I-GIZ Ukuqeqeshwa kwe-AI Pragmatic Umkhakha we-AI wahlanganyela eminyakeni ukholelwa ukuthi ungahambisa mayelana nemibuzo ezimbonini. Vele ukongeza ukucubungula ngaphezulu, idatha ngaphezulu, ama-parametres ngaphezulu. Kodwa njengoba imibuzo yokucubungula ithatha imizila yayo, amabhizinisi ibonise ulwazi olusungulwe: ontologies, imibuzo graphs, i-metadata frameworks. I-fundamental unglamorous isebenze ukuthi ayidlulanga. Konke esilandelayo - imikhiqizo ye-graph, ukuguqulwa kwe-ontology, i-Peer-to-Peer AI ne-Connected Thinking Movement - ivela kulokhu. Ukulawulwa kwekhono akuyona isiseko se-enterprise enhle. Kuyinto isiseko sokucindezela, futhi lens yokufunda lapho i-AI ivela elilandelayo. Connecting Data, People, Ideas, and Graphs Ukuxhumanisa idatha, abantu, izakhiwo kanye ne-graphs I-Knowledge Curation iyinhlangano esiyinhlangano lokusebenza yami. It ivumela ukuba abe phezu izinto, kuyinto isibambo yokwakha ukuxhumanisa, isivumelwano sokuthengisa imali, futhi ibhizinisi noma ezimbili ngokwemvelo. Okokuqala, – umphumela kubantu abasebenzisa i-relationships, i-meaning, ne-context e-data ukuze uthole izinto ezinhle. , I-2025 iyona i-CDL enhle. Ngo-2024 Ngithole kanjani . Ukuxhumana Data London I-2024 Comeback Ukwakhiwa kwe-Curation and Creation Work to Make CDL24 A Success Ngonyaka ka-2025, Okuningi ukongeza ngaphandle I-10 iminyaka ye-connecting data, abantu kanye nezinhlangano, 12K izidakamizwa kanye namadivayisi. Kuyinto engaphezu kwe-logline yethu - lokhu kuyinto ethu, indlela kanye nemvakalelo ethu. izivakashi ziye zihlanganisa iziphumo zabo ze-CDL Ukuhlolwa kwama-milestones ikhaya Waze CDL futhi YotG zihlanganisa yonke into Knowledge Graphs, Graph Databases, Graph Analytics, Graph Data Science and AI, futhi Semantic Tech. 2025 ukunikela ~75% ukubambisana nokukhula YotG, futhi . Unyaka we Graph I-Content-Driven Business Model Yenza Imininingwane Zonke Ngaphandle kokuphumelela kwe-graph technologies kanye nezisombululo ezisekelwe ku-knowledge. Lokhu, kanye nezixhumanisi ezivela ngokusebenzisa i-CDL, zihlanganisa enye isisombululo se-graph-oriented. I-analytic, i-practitioner, ne-designer enezinguquko ezingaphezu kwama-40 iminyaka ye-graphs . A ephelele, up-to-date repository, visualization, kanye nokuhlolwa yonke graph ubuchwepheshe imizila. Kukhona umsebenzi eningi kuhle, futhi thina . ukuxhuma amandla ukuthatha State of the Graph kuya emzimbeni Ukubuyekezwa kweziphumo Connected Thinking, Connected Worlds Imininingwane ezihambelana, izwe ezihambelana Ngokuvamile, i-graphic speech ingangena ngokuvamile ezoteric. Kodwa sicela ukuguqula isithombe ezivamile. "Ndiya, wonke umuntu uxhumane nabanye". "Kukho kuphela abantu abalandeli isitimela – lokhu kuyinto umphakathi". Umbhali we-CDL, umbhali we-CDL umbhali. Ngo-2025, thanks to our CDL partners, i-chance to experience CDL as a member of the community myself. Ukuhlola nokuvakashela isikhathi nabantu kanye ne-chance to talk about more than graphs and technology was invaluable. I-Experience ibonise ukuthi abantu kuleli kwelinye ibhizinisi babona ngokuvamile ukuxhumana emhlabeni wonke, futhi bafuna ulwazi njengoba isisekelo sokusebenza kwabo. Kubonise futhi ngacindezela ukuthi kukhona izinzuzo kanye nezingane. Lokhu kuncike ukwakhiwa kwe-What we now call Connected Thinking. ikhaya is a unique journey of exploration, research, companionship, and grounding. It is an event we are co-organizing with Ngo-May 2026. I-Wikipedia inikeza uBauwens njenge "umfundisi we-policy, umbhali, futhi umbhali we-conference on the subjects of technology, culture and business innovation". Ukulungiswa okuqukethwe uMichel Bauwens Michel kuyinto polymath, okuyinto umsebenzi U-Michel uye lihlanganisa ukubuyekeza kanye nokucwaninga yami. Umbhali omncane, ngubani sinezinguquko ukusebenzisana ngexesha elide. U-Michel uye lihlanganisa umsebenzi wakhe ku-Macro-history amamodeli ku-a Kuyinto ucwaningo ukuxhuma izwe zethu. I-peer to peer kanye ne-common I-Civilization yeGeneration ye-4 Building Foundations and Pragmatic AI Ukwakhiwa kwezakhiwo kanye ne-Pragmatic AI Ngo-May 2026, I-Connected Thinking iyatholakala ngokushesha , e-site e-Lake Kaiafas eGreece. I-Pragmatic AI kuyinto isifundo se-AI eyenzelwe abantu abesifazane Ngo-2025, ngithumela I-AI ye-Pragmatic ngokubambisana ne-online. Ukwakhiwa kwandisa into noma ezimbili. Ukuqeqeshwa kwe-AI Pragmatic Ukufundisa nokusetshenziswa kwe-AI ngokuvumelana nezinsizakalo zokuqala ngaphandle kokwenza ama-Data Scientists Okokuqala - yonke isikhunta kuyinto isikhunta futhi. Kukhona umsebenzi eningi, futhi kunzima, ekubunjweni isifundo kanye nokuthumela izivakashi. Ukukhetha izihloko, izindawo, izakhiwo, izibonelo, ukubonisa, umshini, isivinini, futhi umzila. Ukwenza izivakashi ezinzima, ukugcina impahla up-to-date, futhi ukunikezela ngempumelelo ukuyifaka futhi ukuhlangabezana. ikhaya Kodwa ingxenye enhle futhi enhle kakhulu iyasebenza nabantu live, akuyona kuphela konke ku-one-size-fit-all platform. Ukuxhumana, ukucaciswa, ukuxhumana, futhi ukufundisa abantu. Ngemuva kokufunda, izilinganiso ziye zihlanganisa futhi isixazululo etholakalayo kusuka ku-experience eyahlukile. Okokuqala amane amahora ngithumela I-Pragmatic AI, ngithole ukuthi kungcono ukuthi kubalulekile ukuhlanganisa izihloko ezifana noKnowledge Management, Metadata, Data Governance, Knowledge Graphs, and Ontologies. Namhlanje, kubonakala ukuthi zihlanganisa izakhiwo ezinhle ze-machine learning ne-GenAI. Thola i-Orchestrate i-all the Things Newsletter Izindaba mayelana nokufakwa kwe-Technology, Data, I-AI ne-Media ngokufaka phakathi kwamanye amazwe. Thola i-Orchestrate i-all the Things Newsletter Thola i-Orchestrate i-all the Things Newsletter Izindaba mayelana nokufakwa kwe-Technology, Data, I-AI ne-Media ngokufaka phakathi kwamanye amazwe. The Year of the Ontology Unyaka we-ontology I-ontology iyisisombululo ye-conceptualization ye-formal, enhle. Ukuguqulwa: . I-2026 yasungulwa Yonyaka we-Ontology I-ontology iyinhlangano mayelana neminye izinto ezivela ku-domain eyodwa, kanjani zihlanganisa kanye ne-imeyili etholakalayo. I-ontologies inikeza isakhiwo se-semantic elihlanganisa abantu, izinhlelo kanye nama-data ku-connected knowledge structures enikeza abantu kanye ne-AI isakhiwo esithakazelisayo ukuxhaswa, ukuxhaswa, kanye nokusebenza ngempumelelo. I-ontologies ayikho entsha. Kodwa i-GenAI iye yenza umhlaba ukufundisa kwabo - kuleli khulula. Ngiyazi ukuthi lokhu kubaluleke namhlanje: Njengoba i-LLM ihlanganisa ama-scale limits, amazwe zibonisa ukuthi ulwazi olusungulwe - i-ontologies kanye ne-knowledge charts - izixazulule imibuzo ukuthi ukuchithwa kwe-computing engaphansi. ikhaya Ukusebenzisa Waze Njengoba ama-proxy yehlabathi ngokubanzi, kubonakala ukuthi ama-references ezidlulayo ze-ontology ngo-2026 zihlanganisa i-philosophy, i-crypto coin ye-eponymous, ne-Palantir. Futhi uma uqhagamshelane nabasebenzi abavela idatha, i-AI, noma i-architecture ye-enterprise kanye nokufunda, "What is an ontology?", uzothola imibuzo ahlukene. Ukuhlelwa kwe-Google Waze Ukuze abanye, ontology kuyinto uhlobo scheme data smart. Ukuze abanye, kuyinto glossary yebhizinisi. Ukuze abanye bado, ingcindezi we-knowledge graph. Izinhlangano ezahlukile zihlola "ontology" futhi zihlukile ngokunambitheka ngezidingo zabo zayo, okuholela ukuxuba. inikeza ukuxuba, kodwa inikeza futhi i-dynamics. Seeing Kuyinto isinyathelo esinye. I-Microsoft nePalantir isebenzisa "ontology" futhi ngenxa yayo U-Bill Inmon, owenziwe njenge-creator ye-Data Warehouse, u-co-publishing on ontology Waze Ukubuyekezwa kunazo zonke, futhi okokuqala, kukhona Waze . Umthamo we-ontology we-Year of the Graph Umhlahlandlela weMakethe on Ontology ngaphezulu kwe-one on the Semantic Web Yini konke okuvumela ukuthi siphinde ku-pun intended. Ukubonisa kanye nokuvumela i-ontology ye-Pragmatic AI Training kanye izikhangibavakashi zingu-2025. I-Reception ihamba ku-ontology engaphezu kuka-2026. Ukukhishwa kwe-Connected Data Knowledge Graph AI-Driven Capitalism I-AI-Driven I-Capitalism Izinto ezimbili zihlanganisa cishe konke okwenza: Ukuqeqeshwa kwe-AI ye-Pragmatic, futhi . I-Pragmatic AI ithatha nge-hype ukufundisa indlela izinto zokusebenza. I-Orchestrate zonke i-Things ibhizinisi nabasebenzi abacwaningi nabasebenzi. Amabili abalandeli futhi abahlukanise nomunye. I-Orchestrate all the Things i-podcast kanye ne-newsletter Ukubacindezela kanjani izimo zokusebenza kunikezela ukuxhumana nezinto nezinhlangano ezahlukile. Futhi okufundile kumadoda ibonise iziphakamiso yami futhi ibonise indlela yokufinyelela ku-project kanye ne-educational work. Ngiyazi ukuthi konke okuhlobisa iziphakamiso eziyinhlobonhlobo ezivela ku-2025 kuya ku-2026. I-"LLM scale is all you need" mantra kanye ne-narrative ukuthi i-AGI uqala. , futhi bafuna kuphela ukuchithwa. Ngaphezu kwalokho, abantu like Umbhali we-OpenAI Co-Founder Waze zihlanganisa ukuthi i-LLMs ayikho indlela. Ukholelwa ukuthi “I-AI godfather” nguYann LeCun I-Iliya Sutskever U-Richard Sutton of 'Bitter Lesson' Ukukhanyisa ikhaya Ukuze iningi lehlabathi ngaphandle kwe-AI geeks, lokho akugcwele kakhulu. Just another swing of the AI pendulum that has been swinging since “AI” was coined. Ngaphandle ukuthi manje kunezinto eziningi , futhi thina ngokuvamile ekubeni kwe-AI-driven capitalism. I-money ne-power eyakhiwe ku-AI narrative “OpenAI wahlala amaphepha kusuka ku-Google kusuka ku-dumpster, futhi i-Microsoft ibonise imali ukuze i-supercharge. I-Microsoft ibonise imali futhi wathi, thina uzothola imibuzo entsha yokukhula. [...] I-narrative wahlala kusuka ku-there is the future to actually, lokhu kuyinto futha enhle kakhulu. Ungafuna ukufinyelela kwama-nuclear power plants kanye nama-data centers bakho. Ngakho-ke kuphela thina singakwazi ukufinyelela”, njengoba uGeorg Zoeller wathi. “OpenAI wahlala amaphepha kusuka ku-Google kusuka ku-dumpster, futhi i-Microsoft ibonise imali ukuze i-supercharge. I-Microsoft ibonise imali futhi wathi, thina uzothola imibuzo entsha yokukhula. [...] Umbhalo waya kusukela lokhu kuyinto futures ukuba ngokwenene, lokhu kuyinto futures enhle kakhulu. You need to be able to afford futhi kukhona izikhungo zakho zebhizinisi. Ngakho kuphela thina singakwazi ukwenza”, njengoba . Imikhiqizo ye-Nuclear Power Georg Zoeller wathi UJesu! , lokhu kwenziwa heterodoxy - kodwa Ngemuva kwalokho , futhi AGI ishazi relevance. Kodwa Ngaphezu kwalokho, abantu abanolwazi ukuthi . Ukubuyekezwa kwe-AI bubble ekuqaleni kwe-summer ye-2025 I-2025 uqala nge-DeepSeek I-OpenAI CEO Sam Altman ibonise ukuthi sinikeza embhobho ye-AI I-AI ye-trillion-dollar deal wheel wahlala nge-Nvidia ne-OpenAI Uma i-AI bubble ithipha, izinto ziya kubaluleke Peer to Peer AI in a Multi-polar World Peer to Peer AI ku-multi-polar World Ukusuka ku-another, ngaphezulu kungenzeka. I Kuyinto enhle. Lokhu kubaluleke ngaphandle kokuphendula imibuzo yemvelo kanye nemodeli. robust AI ukuthi Gary Marcus wabhala ngo-2020 Ukusabela ukuthi i-ontologies kanye ne-knowledge charts zihlanganisa njenge-truth layer ebalulekile ye-Pragmatic AI I-AI ayisekelwe ama-mega-models ezidingekayo ama-mega-factories ukuqeqeshwa kanye nokusebenza kungenziwa ingxenye "Ukuhlezi okwenziwe akuyona phakathi kokuphumelela noma kokuphumelela isitimela se-armament - kubalulekile ukuba siphinde isakhiwo se-AI eyenziwe ngu-humanity ngenxa ye-humanity, noma isakhiwo se-AI eyenziwe nge-cycles ye-conflict ne-domination eyenza ukufinyelela ngaphezulu. " . I-peer to peer ye-AI Arnaud Bertrand wathi ikhaya I-AI isetshenziswe njengama-models ye-open source, ikakhulukazi ama-Chinese ezifana ne-DeepSeek, i-Qwen ne-Kimi, Kuyinto, njengoba , ukuthi "i-organisations kuyimfuneko ukuthatha amandla etholakalayo kuma-models etholakalayo ekhaya manje, futhi zihlanganisa ukuthi ekubeni idatha etholakalayo". Ukusebenza kuphela, kodwa ngokuvamile Tony Seale Ngena ngemvume Oku kutholisa kwelinye ingxenye, okuhlobene i-AI kanye ne-technology: ukukhula kweChina e-multi-polar world. It hhayi ukuhlangabezana nezimo zokuthintela i-China ku-AI ngokusebenzisa izindlela ezifana: zokusebenza. Uma yini, lokhu kungenziwa ukuvikelwa kwe-innovation kanye . Ukunciphisa ukufinyelela ku-AI chips eyenziwe Ukwakhiwa kwe-ecosystem eyenziwe Inombolo ye Ukusuka Ukubambisana Ukubonisa ukuthi China isihlala kuphela ku-AI, kodwa futhi ku-domains njenge- . Ukusabela kubonakala ngokuthi I-Extrapolating kusuka ku-AI ingakwazi ukunikezela ezinye iziphakamiso mayelana nezimo zayo. Izindaba Izinto ezahlukene I-US Auto Industry Executive Ukukhishwa kwe-Energy I-Bunker State The Singularity: From Software to the World I-Singularity: Ukusuka ku-Software ku-World Ngiya Waze kungenziwa engcono / ngokushesha / engabizi kunezindlela "LLM-everything". Lokhu I-inthanethi ye-inthaneti ye-inthaneti ivela ngokushesha kunoma. Kwi-engineering ye-software, abantu abanolwazi futhi abanolwazi njenge-inthaneti. . Ukushesha Lokuposa Ukukhishwa kweDomain Knowledge isicelo Umbhali we-OpenAI u-Andrej Karpathy uye uyakuthandwa Yini lokhu kubalulekile ukuthi umshini iyatholakala ngaphandle kokulawula lapho. Zoeller akholelwa ukuthi lokhu kuyimfuneko, futhi . Intshayelelo noma kungekho, kuze kube manje, lokhu kubaluleke kakhulu ku-software engineering, futhi imiphumela iyahlukaniswa. Amadivayisi we-software angakwazi ukulethwa ikhodi ngokushesha. Kodwa ukulethwa ikhodi ayidlulanga. Ukubizwa kwe-Singularity https://www.youtube.com/watch?v=U2okYcZ-ATs&embedable=true Yini mayelana neminye izingxenye ebalulekile eminyakeni ubomi-software - Ukuphumelela, ukwakha kanye nokugcina ikhodi? Yintoni kokufunda ngokusebenzisa inqubo - ingxenye enhle lokuphumula kwezobuchwepheshe ze-software? Yini ukuba / lapho i-AI isetshenziselwa ukukhiqiza i-AI ngaphezulu? Yintoni ukuba / lapho oku kutshintshe ngaphandle kwezobuchwepheshe ze-software? Ukucaciswa Thina uzothola imibuzo ezithakazelisayo ezivela ku-Orchestrate all the Things. Ngokuqondene ne-part yesithathu, thina wonke nathi ufunde ukuthi I-Claude Code iyinhlangano enhle kakhulu ye-AI, okuhlobisa indlela yama-software engineers zokusebenza. I-Claude Code isixazululo esivela kumadivayisi abekho-coders Uma i-Anthropic yasungulwa yi-Claude Code, baye babengcele ukuba abasebenzise ku-coding. Baya, futhi ngokushesha waqala ukusetshenziswa ku-coding. Ama-non-developer ziye ziye ziye zisebenzisa – isibonelo, ngoba Waze Ukubuyekezwa : indlela elula ukuba wonke umuntu usebenza nge-Claude ngokufanayo. Okuningi yonke into Imisebenzi ye-Legal MBA “vibefounding” Phindisa Anthropic ukwakha Cowork Intelligence, Latent Space, and Free Lunches I-Intelligence, i-Spain Latent, ne-Free Lunches U-Ethan Mollick izibuyekezo mayelana nokwenza abantu 10X engcono kakhulu nge-AI ring enhle. Ngitholile lokhu usebenzisa ukweseka kwe-LLM ekusebenziseni imibuzo yezobuchwepheshe ezingenamathweni yami kanye nokuvuthwa kwe-brainstorm kanye nokuvuthwa kwe-feedback. MBA “vibefounding” Ukukwazi ukucubungula nokuhlanganisa inkinga ngempumelelo, bese ukucubungula ngempumelelo nokusetshenziswa kwe-LLM ingxubevange kungenziwa ukucubungula phakathi kokuzihlanganisa nokuhlanganisa, kanye nokunikela izibuyekezo ezintsha. – Kuyinto yonke indawo latent. Kodwa kusebenza. Yonke uhlobo lwezobuchwepheshe noma i-agent ye-LLMs Nangona kunjalo, akukho into efana ne-free lunch. I-success ye-LLM isekelwe ku-vacuuming amasethi ye-data emakhasini afana nezindawo ezifana ne-LLMs. Waze iziphumo. Futhi i-AI "ukudala" isihlala Ngena ngemva . Ukuhlobisa Overflow Ukuhlobisa vacuuming umsebenzi copyrighted Okuzenzakalelayo Okuzenzakalelayo Okwakheka, kukhona nuance lapha. Nokho ngalinye nathi ibhalisele, kulinganiswa yi-bias yethu futhi , futhi AI ayikho isizukulwane. Waze izikhwama ezimbalwa, izikhwama ezikhwama – indawo enhle kakhulu kunazo zonke Ukuhlukanisa izindawo ezifana ne-Stack Overflow ne-Tailwind kungabangela kuphela ku-AI. Isithuthuthu ivame, kodwa amamodeli zamabhizinisi abahlanganyeli amabhizinisi. Abanye Nokho . Izakhiwo ziye zithunyelwe ukusetshenziswa kwezinto zayo Ukuhlolwa kwandisa ukuthi i-text-to-image AI ivumela ukuvelisa kwama-25%, futhi i-value ye-art ngama-50% AI and the Future: Where To, and What For? I-AI ne-Future: Kuye, futhi Yini Ukuze? Ngaba lokhu ingcindezi ku-future lapho wonke umuntu iyatholakala, ngempumelelo, ngempumelelo kakhulu nge-AI - ? Noma sinikeza ku-multi-AI-induced noma i-accelerated crises ( Ngena ngemva , futhi ) – semi-automated I-AI-driven capitalism? I-AI iyona ? I-communism ye-luxury eyenziwe ngokuphelele Izinsizakalo ekhaya Izinzuzo zempilo I-economic singularity noma ubuchwepheshe ephelele Umbuzo akuyona ukuthi i-AI iyahlanza yonke into – it is already doing that. Umbuzo ebalulekile, njenge-ke, kuyinto? Ngiyazi ukuthi siphinde usebenza? Ungayifumana kanjani izinsuku ezingenalutho ezingenalutho ezingenalutho https://www.youtube.com/watch?v=aoVkNdLhq1M&embedable=true Umbuzo kuyinto ukuthi siye siye sishintshwe I-AI njenge-comons, esekelwe ku-structures yokuxhumana nezinhlelo ze-peer to-peer, noma . Ukusabela kwelanga lapho I-AI iyindlela ye-non-kinetic warfare Ukusebenza kokufaka ku-Connected Data London, i-Pragmatic AI ne-Connected Thinking ngo-2026 kuyindlela yethu yokuhlola, ukwakha izisekelo kanye nokusebenza njengezinto ezininzi ezidlulile ngaphambi kwethu. Ingabe uye uxhumane nathi?
