"Ukuba i-AI inokusebenza njani ukuvelisa ngexesha elidlulileyo yokufika emhlabeni?" "Ukuba i-AI inokusebenza njani ukuvelisa ngexesha elidlulileyo yokufika emhlabeni?" A 2025 – 2026 review through the lens of Knowledge Management, Graphs, Communities, Ontology, Connected Thinking and Pragmatic AI. Xa CEO ye-OpenAI, uSam Altman wafumana ukuba thina kwi-AI bubble ngo-Agasti 2025, ndingathanda. Ndingathanda iintsuku ezininzi kwi-cracks ifumaneka kwiziganeko ze-graph technology, ukufundisa izifundo ze-AI, kunye nokuxhumana kwi-knowledge management eYurophu nangaphezulu. Zonke abantu zithi inqubo yokufunda, ukutshintsha, ukutshintsha, ukusetyenziswa kunye nokulawula ulwazi kwi-organisations kunye namashishini ezininzi. Ndicinga i-Orchestrating Things, kwaye i-point yam ye-vantage ye-Positioning kunye ne-Reflection eyenziwe ngempumelelo yam njengomdlawu, umncedisi, i-Engineer, i-Founder, i-Researcher, kunye ne-Writer. Ukulawula Knowledge Iingcebiso ze-tranzhe, iingcebiso ezininzi okanye ezininzi ezininzi ezininzi, kunye neengcebiso zophando malunga ne-communism ye-luxury eyenziwe ngokupheleleyo kunye ne-capitalism eyenziwe nge-AI. Le post yinkcukacha kwi- "Long views on AI" series, enxulumene imibuzo ebalulekileyo malunga ne-AI. Siza kuqala kwi-question okanye i-statement kwaye sinxulumene i-background kunye neengxaki zayo, zihlanganisa ukufakelwa kwe-reflection kunye ne-dialogue. "Long views on AI" umnikelo Umbala weContents Managing Knowledge: I-AI Industry ye-blind spot Ukuxhumanisa idatha, abantu, iingcebiso kunye neengcebiso I-Connected Thinking, i-Worlds ezihambelana Ukwakhiwa kwezakhiwo kunye ne-AI ye-Pragmatic Unyaka we-ontology I-AI-Driven I-Capitalism Peer to Peer AI kwihlabathi multi-polar I-Singularity: ukusuka kwi-software kwihlabathi Intelligence, Space Latent, kunye nezilwanyana ezamahala I-AI kunye neYurophu: Kutheni, kwaye Yintoni? Managing Knowledge: The AI Industry’s Blind Spot Managing Knowledge: I-AI Industry ye-blind spot Ukulawulwa kwesayensi kunokuba kwizenzululwazi. I-tech isenzululwayo. Iingxaki ezininzi zihlanganisa i-buy-in, i-mandate clarity, i-governance, kunye ne-visions ezahlukahlukeneyo. Ukufumana abantu ukufikelela kwi- vocabulary, iinkqubo, i-knowledge ye-importance, kunye ne-who's responsible for what. Ngo-2025, ukusebenza kunye nenkampani ezifana (i-German Agency for International Cooperation), ndiye ndingathanda kwiimveliso ezininzi zonke. I-GIZ isixazululo se-mission ye-“work to shape a future worth living around the world”. Ukusebenza kwe-AI, iinkonzo ye-foundation kufuneka isebenze. Ihlabathi uqala ukufumana oku. Ukucinga Ukuqeqeshwa I-AI Pragmatic Kwimveliso ye-AI yandisa iinyanga ezibonisa ukuba unako ukunyuka malunga neengxaki ze-human. Just add more compute, more data, more parameters. Kodwa njengoko i-paradigma yokunyuka ibiza iintlobo zayo, iinkampani zibonisa izazi ezihlangeneyo: i-ontologies, i-knowledge charts, i-metadata frameworks. Yonke into elandelayo – i-graph technologies, i-ontology renaissance, i-Peer-to-Peer AI kunye ne-Connected Thinking movement – isekelwe kule nophuhliso. Ukulawulwa kwenzululwazi ayikho i-discipline ye-enterprise. It is the foundation for meaning-making, and the lens for understanding where AI goes next. Connecting Data, People, Ideas, and Graphs Ukuxhumanisa idatha, abantu, iingcebiso kunye neengcebiso I-Knowledge Curation yinkcukacha lokusebenza yam. I-Curation inokukwazi ukuxhaswa kwimeko, i-bridge yokwakha iinkonzo, i-content marketing ye-currency, kunye ne-business okanye i-two ngokufanelekileyo. Okokuqala, – Ukusetyenziswa kwabasetyhini abantu abasetyenziselwa iinkcukacha, i-significance kunye ne-context kwi-data ukufumana izinto ezininzi. , I-2025 yaba i-CDL engcono. Ngo-2024 ndibandakanya njani . Ukuqhagamshelana Data London I-2024 Comeback Ukusebenza kwe-curation kunye ne-creation ukwenza i-CDL24 i-success Ngonyaka ka-2025, Kukho kakhulu engapheliyo ngaphandle I-10 iminyaka yokuxhuma idatha, abantu kunye neenkcukacha, i-12K iingcali kunye neenobugcisa. I-More than our tagline – it’s what we do, how and why we do it. abantu baye ndibhalwe ngokubanzi ukubaleka kwi-CDL yayo Ukucaciswa kweMilestones Ukucinga Yintoni isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko isixeko . Unyaka we Graph iimodeli entsha ye-content-driven ye-business enikeza i-value kumazwe omnye Yonke oku kunokwenzeka ngaphandle kokuphuma kwe-interest kwi-graph technologies kunye ne-knowledge-based approaches. Oku, kunye ne-connections eyenziwa nge-CDL, iye yenza enye i-graph-oriented initiative. I-analytic, i-practitioner, kunye ne-designer kunye neeyunithi ezingaphezu kwama-40 kumanyathelo kwi-graphs . A epheleleyo, up-to-date repository, ukubonisa, kunye nophuhliso yonke graph technology landscape. Kukho umsebenzi eningi kuza kule, kwaye siye . uqhagamshelane amandla ukwandisa i-State of the Graph Ukuqala ukuhlaziywa kweziphumo Connected Thinking, Connected Worlds I-Connected Thinking, i-Worlds ezihambelana Ngokuqhelekileyo, i-graphic speech ingangena kakhulu ezoteric. Kodwa siphinde umzila ngexesha kwaye sinxibele le nqakraza. "Ndiya, wonke umntu uqhagamshelane nomntu omnye". "Kukho kuphela abantu abalandela kwi-event – leyo i-community". I-first yi-CDL abalandeli, le nqakraza yi-CDL i-partner. Kwi-2025, ekubeni abathengi bethu CDL, ngaba ndinokufumana CDL njenge-member ye-community. Ukufumana nokufumana ixesha kunye nabantu kunye nokufumana kwimeko engaphezulu kwe-graphs kunye ne-technology. Ukuphuhliswa kwandisa ukuba abantu kule ndawo ngokwenene bakwazi ukuxhaswa yonke, kwaye bafuna ulwazi njengesiseko kwimisebenzi zabo. Kwakhona wayenza ukuba ndingathanda njani ngempumelelo kunye ne-friendly. Oku kunceda ukwakhiwa kwimeko emzimbeni emzimbeni. Ukucinga Yinto elidlulileyo yokufunda, uphando, inkxaso, kunye nokufaka. Kuyinto intsebenziswano thina siqhagamshelane ngo-May 2026. i-Wikipedia ibonisa i-Bauwens njenge "i-theorist, umbhali kunye ne-conference speaker yaseBelgian on the subjects of technology, culture and business innovation". Ukulungiselela ukufikelela U-Michel Bauwens U-Michel u-polymath, esebenzayo kwi I-Michel iye yindlela yokufunda kunye nokufunda yam. Umnqweno omnqweno, umnqweno omnqweno omnqweno umnqweno ngexesha elide. U-Michel uqhagamshelane nqweno lomnqweno lomnqweno lomnqweno lomnqweno lomnqweno lomnqweno lomnqweno lomnqweno lomnqweno lomnqweno lomnqweno Yinto ingxaki ukuxhumanisa amazwe zethu. I-Peer to Peer kunye ne-Commons I-Civilization yeGeneration ye-4 Building Foundations and Pragmatic AI Ukwakhiwa kwezakhiwo kunye ne-AI ye-Pragmatic Kwi-May 2026, I-Connected Thinking iya kuqhutywa ngexesha elandelayo , kwi-site e-Lake Kaiafas eGreece. I-Pragmatic AI yinkqubo ye-AI eyenzelwe abantu abayi Kwi-2025, ndinika i-AI ye-Pragmatic ngokufanelekileyo kunye ne-online. Ukufundisa wayenza into okanye ezimbini. Ukuqeqeshwa I-AI Pragmatic ukufundisa kunye nokuvelisa i-AI ngokufanelekileyo ngaphandle kokufumana i-Data Scientist Okokuqala - zonke i-cohort ziquka i-community. Kukho izinto ezininzi, kunye ne-value, ekubeni i-curriculum kunye nokuthumela izifundo. Ukukhetha iingxaki, iintlobo, izakhiwo, izibonelo, ukuvavanjiswa, umzekelo, umzila, kunye ne-style. Ukwenza iingxaki ezininzi, ukugcina iimveliso ngexesha lokugqibela, kunye nokuthumela ngexesha elula ukuyilela kunye neengxaki. Ukucinga Kodwa ingxenye engqongileyo kwaye enzima kakhulu isebenza kunye nabantu live, ngaphandle kokufaka yonke into kwi-one-size-fit-all platform. Ukuxhaswa, ukuxhaswa, ukuxhaswa, kunye nokufunda evela kumadoda. Ngokuqhelekileyo, iinkonzo ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye ziye zibe. Kwiimeko ezidlulileyo ekuthumela i-Pragmatic AI, ndingathanda ukucacisa ukuba kubalulekile ukuhlanganisa iimeko efana ne-Knowledge Management, i-Metadata, i-Data Governance, i-Knowledge Graphs, kunye ne-Ontologies. Namhlanje, kubonakala ukuba ziquka izakhiwo ezininzi ze-machine learning kunye ne-GenAI. Zifumaneke kwi-Orchestrate all the Things Newsletter Iingoma malunga ne-Technology, i-Data, i-AI kunye ne-Media zihlanganisa ubomi bethu. Zifumaneke kwi-Orchestrate all the Things Newsletter Zifumaneke kwi-Orchestrate all the Things Newsletter Iingoma malunga ne-Technology, i-Data, i-AI kunye ne-Media zihlanganisa ubomi bethu. The Year of the Ontology Unyaka we-ontology . Great – kodwa yintoni i-ontology, unokufunda. I-ontology i-specification ye-formal, eyahlukileyo ye-conceptualization eyahlukileyo. Translation: . I-2026 ifumaneka Yonyaka ye-Ontology I-ontology i-accord on what things exist in a particular domain, how they relate to each other, and what we call them. I-ontology i-accord on what things exist in a particular domain, how they relate to each other, and what we call them I-ontologies inikeza isakhiwo se-semantic elihlanganisa abantu, iinkqubo kunye needatha kwizakhiwo zehlabathi ezihlangeneyo, ukunika abantu kunye ne-AI inkxaso yokufuneka, ukufumana, kunye nokusebenza ngempumelelo. I-ontologies ayikho entsha. Kodwa i-GenAI iye yenza umhlaba ukufumana kwabo - ngexesha leyo. Yintoni oku kubaluleke namhlanje: Njengoko i-LLM zithintela iintlobo ze-scale, iinkampani zibonise ukuba izazi ezihlangeneyo - i-ontologies kunye ne-knowledge charts - zibonisa iinkcukacha ezininzi ze-computing. Ukucinga Ukusetyenziswa iimveliso Njengoko i-proxy yehlabathi ngokubanzi, kubonakala ukuba ama-references ezidlulileyo ze-ontology ngo-2026 ziquka i-philosophy, i-crypto coin ye-eponymous, kunye ne-Palantir. Kwaye ukuba uqhagamshelane nabantu abasebenza nge-data, i-AI, okanye i-architecture ye-enterprise kunye nokufunda, "Yintoni i-ontology?", uya kufumana impendulo ezahlukeneyo. Iimveliso zeGoogle Ukucinga Kwiminyaka emininzi, i-ontology yinkqubo yeedatha emangalisayo. Kwiminyaka emininzi, i-glossary yebhizinisi. Kwiminyaka emininzi, i-heart ye-knowledge graph. Iinkampani ezahlukeneyo zilungise "ontology" kwaye zithembisa ubuncinane kuxhomekeke kwimfuneko zabo, okuholela ukuxhaswa. inikeza ukuxhaswa, kodwa inikeza kwakhona i-dynamics. Yintoni enye ingxelo. Ukuba i-Microsoft kunye nePalantir zisetyenzise "ontology" kwimeko zayo I-Bill Inmon, ebizwa njengomfundisi we-Data Warehouse, ebandayo kwi-ontology Yintoni Yintoni iingxaki ezininzi ziya kuba kwakhona. Kwakhona ngexesha lokuqala, kukho iimveliso . I-ontology issue ye-Year of the Graph inkcazelo market on ontology ngaphezulu kwe-one on the Semantic Web Yintoni yonke oku kubandakanya ukuba siye kwakhona – pun intended. Ukubonisa kunye nokuvumela i-ontology ye-Pragmatic AI Training kunye Zifumaneka kwi-2025. I-Reception ibonisa ukuba iinkonzo ezininzi ze-ontology ku-2026. Ukuvula i-Connected Data Knowledge Graph AI-Driven Capitalism I-AI-Driven I-Capitalism Kukho izinto ezimbini ezinxulumene phantse yonke into efanayo: i-Pragmatic AI Training, kunye ne- . I-Pragmatic I-AI ibandakanya i-hype ukufundisa indlela izinto ukusebenza. I-Orchestrate zonke i-Things ibandakanya nabasebenzi kunye nabasebenzi be-think. I-Two ibandakanya kunye nokugqibela. I-Orchestrate all the Things i-podcast kunye ne-newsletter Ukunyaniseka indlela izinto ukusebenza kunokufumaneka ukuxhaswa neengxaki kunye nabantu kwinqanaba ezahlukeneyo. Kwaye into efunyenwe kwabasetyhini ibonise i-perspective yam kunye nokufumana indlela yokufinyelela kwiiprojekthi kunye neziko lwezenzulululwazi. Nazi indlela yaye zonke leyo zibonise iingxaki ezininzi iye ndidlala ukusuka kwi-2025 ukuya kwi-2026. I-"LLM scale is all you need" mantra kunye ne-narrative that AGI is coming are ending. , kwaye ndingathanda ukuba umnqweno ukunciphisa. Ngoku, abantu like Umfundisi we-OpenAI iimveliso Zibonisa ukuba i-LLMs ayikho indlela. Ukukwazi ukufikelela “I-AI godfather” nguYann LeCun Ilya Sutskever I-Richard Sutton ye-Bitter Lesson Ukucinga Kwimveliso ezininzi kwihlabathi ngaphandle kwe-AI geeks, ke akuyona kakhulu. Just another swing of the AI pendulum that has been swinging since "AI" was coined. Ngaphandle ukuba ngoku kukho yonke into ezininzi , kwaye thina ngokuvamile kwi-era ye-AI-driven capitalism. imali kunye neentloko zithengiswa kwi-AI narrative "OpenAI waya iinkcukacha evela kwi-Google kwi-dumpster yaye i-Microsoft ibonelela imali ukutyelela. I-Microsoft ibonelela iimali kwaye wathi, siza kuze isaziso sokukhula. [..] I-Narrative waya ukusuka kwimeko ye-future ukuya kwimeko ye-future eyenziwe ngexabiso kakhulu. Ufuna ukuba ufumane izakhiwo ze-nuclear kunye ne-data centers zayo. Ngoko ke kuphela nathi, "ngathi uGeorg Zoeller wathi. "OpenAI waya iinkcukacha evela kwi-Google kwi-dumpster yaye i-Microsoft ibonelela imali ukutyelela. I-Microsoft ibonelela iimali kwaye wathi, siza kuze isaziso sokukhula. [..] I-Narrative waya ukusuka kwimeko ye-future ukuya kwimeko ye-future eyenziwe ngexabiso kakhulu. Ufuna ukuba ufumane izakhiwo ze-nuclear kunye ne-data centers zayo. Ngoko ke kuphela nathi, "ngathi uGeorg Zoeller wathi. Xa nathi i-heterodoxy - nangona kunjalo Ngoko ke , kwaye i-AGI ihlaza ubunzima. Kodwa Uninzi abantu bayazi ukuba . uqhagamshelane malunga ne-brake ye-AI bubble ekubeni ngexesha le-2025 I-2025 yasungulwa nge-DeepSeek I-OpenAI CEO Sam Altman ibonelela ukuba siphinde kwi-AI bubble I-AI ye-trillion-dollar deal wheel ebandakanya i-Nvidia kunye neOpenAI Xa i-AI i-bubble itshintshe, izinto ziya kubaluleke Peer to Peer AI in a Multi-polar World Peer to Peer AI kwihlabathi multi-polar Ukuqhagamshelwano ukuya kwindawo enye, ngaphezulu Yintoni, i Yinto ebalulekileyo ngaphezu kwimibuzo kunye nemodeli ezinxulumene nehlabathi. I-AI ebonakalayo eyakhelwe yi-Gary Marcus ngo-2020 Ukusabela ukuba i-ontologies kunye ne-knowledge charts ziyafumaneka njenge-truth layer esisiseko ye-Pragmatic AI I-AI ayisekwe kwiimodeli ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi. "Ukhetho olwenziwe ngexesha lokuphumla okanye ukufumana umnqweno we-armament - kufuneka ukuba nathi i-AI eyenziwe ngu-humanity ngenxa ye-humanity, okanye i-AI eyenziwe ngexesha le-conflict kunye ne-domination eyenziwe ngexesha elandelayo." . I-peer to peer ye-AI Arnaud Bertrand wathi Ukucinga I-AI isetyenziswa njengezimodeli ze-open source, ikakhulukazi iimodeli ze-Chinese ezifana ne-DeepSeek, i-Qwen kunye ne-Kimi. Yintoni, njengoko , ukuba "iinkonzo kufuneka ukuthatha umthamo baye kwiimodeli ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi kwimodeli ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi." Ukuphumelela kuphela, kodwa ngokuvamile U-Tony Seale wathi Oku kuthetha kwakhona, enye ingxaki engaphezulu kwe-AI kunye ne-technology: ukwandiswa kweChina kwihlabathi ye-multi-polar. Akukwazi ukucacisa ukucaciswa kweChina kwi-AI ngeenkqubo ezifana: iimveliso. Ukuba nayiphi na, oku kunokufunda i-innovation kunye ne . Ukunciphisa ukufinyelela kwi-AI chips ezidlulileyo Ukwakha i-ecosystem eyahlukileyo Inombolo ye ukusuka Kwakhona Ukubonisa ukuba i-China isebenza kuphela kwi-AI, kodwa nangaphezulu kwiinkalo ezininzi. . Ukusabela kubonakala ukuba yinto ebizwa ngokuthi i I-Doctrine. I-Extrapolating kusuka ku-AI inokukwazi ukunika iinkcukacha malunga neempawu zayo. Ukucaciswa Izinto ezahlukahlukeneyo Iimpawu ze-US Auto Industry Ukusebenza kwe-Energy I-Bunker State The Singularity: From Software to the World I-Singularity: ukusuka kwi-software kwihlabathi Yintoni iimveliso kungcono / ngokukhawuleza / engabizi kunokuba "LLM-everything" iinkqubo. Oku I-inthanethi ye-inthaneti ye-inthaneti ye-inthaneti ye-inthaneti ye-inthaneti ye-inthaneti ye-inthaneti ye-inthaneti ye-inthaneti ye-inthaneti ye-inthaneti ye-inthaneti ye-inthaneti ye-inthaneti ye-inthaneti ye-inthaneti. . Ukuqhagamshelwano Local Ukuphucula i-Domain Knowledge Ukusebenza I-OpenAI yeMphathiswa ye-Andrej Karpathy ibonelela Yintoni oku kuthetha ukuba i-machine iyathintela ekugqibeleni. I-Zoeller ibonisa ukuba oku yintoni, kwaye . Intshayelelo okanye akukho, ngexesha elide, oku kubandakanyeka kakhulu kwi-software engineering, kwaye iziphumo zihlanganisa. Iingcali ze-software zinokuthumela ikhowudi ngokukhawuleza. Kodwa ikhowudi yokuthumela ayidlulanga. Yenza i-Singularity https://www.youtube.com/watch?v=U2okYcZ-ATs&embedable=true Yintoni malunga neengxaki ezininzi kwi-life cycle ye-software - , ukufumana, ukwakha kunye nokugcina ikhowudi? Yintoni malunga nokufunda nge-process - ingxenye ephakeme ye-evolution yeengcali ye-software? Yintoni ukuba / xa i-AI isetyenziselwa ukwakha i-AI ngaphezulu? Yintoni ukuba / xa oku kutshintshe ngaphezu kwe-software engineering? Ukucinga Kwimibuzo ezininzi siza kuxhomekeke kwizithuba ezidlulileyo ze-Orchestrate all the Things. Ngokutsho kwindawo yokugqibela, thina konke kuxhomekeke ukufumana njani I-Claude Code ikwazi ukuba isicelo se-AI elidumileyo, ukuguqulwa indlela yokusebenza kwezobugcisa ze-software. I-Claude Code isivula ngoku kwi-non-coders Nangona i-Anthropic yasungula i-Claude Code, babonakala ukuba abathengi bayisetyenziswa kwi-coding. Baya, kwaye ngokukhawuleza baye basetyenziswa kwi-coding. . Non-i-developers ziye ziye ziye ziye zisetyenziswe - umzekelo, ukuze iimveliso Yintoni : indlela elula ukuba wonke umntu uqhagamshelane na Claude ngexesha elifanayo. Ngexesha yonke into Iinkonzo zomthetho MBA “vibefounding” I-Anthropic yokwakha i-Cowork Intelligence, Latent Space, and Free Lunches Intelligence, Space Latent, kunye nezilwanyana ezamahala I-Ethan Mollick iingcebiso malunga neentliziyo malunga neentliziyo angakwazi ukufumana i-10X engaphezulu kunye ne-AI ring. Ndingathanda oku ukusetyenziswa kwe-LLM ukuyisombulula iinkcukacha zobuchwepheshe ngaphandle kwindawo yam yobungcali, kunye ne-brainstorming kunye nokukhuthaza imibuzo. MBA “vibefounding” Ukukwazi ukucacisa kunye nokucacisa ingxaki kwelanga, yaye ngoko kucacisa ngempumelelo kunye nokuvelisa ingxaki ye-LLM inokukwazi ukucacisa phakathi kokuzibandakanya kunye nokuvumela iinkcukacha ezintsha. – Yinto yonke indawo latent. Kodwa iyasebenza. zonke iintlawulo okanye iinkampani ukuba i-LLMs Nangona kunjalo, akukho into efana ne-free lunch. I-success ye-LLM iye kuxhomekeke kwi-vacuuming iinkcukacha evela kwiindawo ezifana: iimveliso iziphumo. Kwaye i-AI "i-creativity" ithatha kwi Ukucinga . Ukucinga Overflow Ukucinga vacuuming umsebenzi copyrighted Oku kunokwenzeka ukuvelisa Kwakhona, kukho i-nuance apha. Yintoni ngalinye nathi, kuxhomekeke kwi-bias yethu kunye Kwaye i-AI ayikho na ingcaciso. I-WorldView I-Lens ye-Lens ye-Lens ye-Lens ye-Lens ye-Lens ye-Lens ye-Lens ye-Lens ye-Lens ye-Lens ye-Lens ye-Lens ye-Lens ye-Lens ye-Lens ye-Lens Ukuphazamiseka kwindawo ezifana ne-Stack Overflow kunye ne-Tailwind ayikho kuphela ngenxa ye-AI. I-Traffic ifumaneka, kodwa iimodeli zebhizinisi ezahlukileyo zithembisa iimveliso. Ukuba . iimveliso zithunyelwe ngenxa yokusetyenziswa kweemveliso zabo Ukubonisa ukuba i-Texte-to-Image I-AI iye yandisa i-creative productivity ngexesha le-25%, kwaye i-value ye-art ngexesha le-50% AI and the Future: Where To, and What For? I-AI kunye neYurophu: Kutheni, kwaye Yintoni? Ngaba oku kunokuba ingxelo kwihlabathi apho wonke umntu uyaziqhelekanga, ngempumelelo, ngempumelelo kunye ne-AI? ? Olandela kumaziko ezininzi-AI-induced okanye i-accelerated crises ( Ukucinga Yaye ) – semi-automated I-AI-driven capitalism? I-AI iyona ? I-Communism ye-luxury ngokupheleleyo ye-automated I-Institutional Umgangatho Ukutya kwezempilo I-economic singularity okanye i-technology epheleleyo Umbuzo akuyona ukuba i-AI iya kubhalwe yonke into - oku kuze. Umbuzo elikhulu, njengexesha elide - ukuba yintoni? Yintoni siyenza ukuba bafumene kwi-life? Yintoni ndingathanda iimviwo ezininzi ndingathanda ndingathanda ndingathanda https://www.youtube.com/watch?v=aoVkNdLhq1M&embedable=true Umbuzo kufuneka ukwakha i-AI njenge-comons, esekelwe kwiinkalo zenzululwazi ezahlukileyo kunye neempawu ze-peer-to-peer, okanye . Ukuvuma kwihlabathi apho i-AI yindlela ye-non-kinetic warfare Ukusebenza nathi kwi-Connected Data London, i-I.I. Pragmatic kunye ne-Connected Thinking ngo-2026 yindlela yethu yokusebenza, ukwakha iingcebiso kunye nokusebenza njengoko kwenziwa ngabantu abaninzi ngaphambi kwakhona. Uya kuxhaswa nathi?
