I-spec coding enhle (ukuhlela okwenziwa yi-spec), umongo wayo ukuguqula 'imibono engaqondakali' ibe 'isivumelwano esiqondile, esiqinisekiswayo, futhi esenziwayo'. Akusikho nje ukubhala idokhumenti, kodwa ukwakha ulimi lokuxhumana olungenakugxambukela phakathi komuntu ne-AI (noma umuntu nomuntu). Nge…
Nakuba imodi ye-Vibe Coding "eqhutshwa umuzwa/umoya" ijabulisa kakhulu lapho kwenziwa ama-prototype asheshayo nokuhlola ubuhlakani, kodwa uma ingalawulwa, ingawela kalula ezingibeni ezimbalwa ezejwayelekile. Ngezansi sifingqa ngezigaba ezinhlanu: **ikhwalithi yekhodi, ukugcinwa, ukuphepha, ukushints…
Lena inkinga ezobhekana nabahleli abaningi. **I-Vibe Coding** ne-**Spec Coding** yizindlela ezimbili ezihluke kakhulu zokusebenza lapho kusetshenziswa amamodeli amakhulu olimi (LLM) ukuhlela. Umehluko wazo oyinhloko ukuthi: **okufaka ku-AI kungumuzwa ongacacile noma imininingwane enembile**. --- ##…
Ukuphutha okungcolile kwe-Query (ukufakwa ngobubi kwe-Prompt / ukufakwa ubuthi ekusesheni) kuyingozi yangempela yokuphepha ohlelweni lwe-RAG lapho lusetshenziswa. Abahlaseli bangase basebenzise okokufaka okwenziwe ngobuhlakani ukuze benze imodeli ikhiphe ulwazi olubucayi, yeqe imingcele, yenze imiya…
Ukuthuthukiswa kwe-Prompt (Ubunjineli be-Prompt / Ukulungiswa) kuyikhono elibalulekile lokwenza imodeli yolimi enkulu "ilalele", ikakhulukazi ezinhlelweni ze-RAG, lapho inquma ngqo ukuthi imodeli izohambisana ngokwethembeka nokuqukethwe okutholakele, igweme ukudala amanga, futhi ikhiphe ifomethi ejw…
Ukuthuthukiswa kwe-RAG akukhona ukulungisa ingxenye eyodwa, kodwa inqubo **yokuthuthukisa lonke uchungechunge**. Ngezansi ngihlinzeka ngamasu okuthuthukisa ahlelekile avela **ezinhlangothini ezine: uhlangothi lokuhlonza idatha, uhlangothi lokusesha, uhlangothi lokukhiqiza, kanye nohlangothi lokuhlol…
## Yini Embedding eyenzayo empeleni? — Kusukela kumongo wobuchwepheshe kuya ezimpendulweni zoxoxo ### I. Umongo wobuchwepheshe: Umusho owodwa ochaza umongo **Umsebenzi oyinhloko we-Embedding uwukuthi umdwebo wedatha engahleliwe (amagama, izithombe, njll.) uyiswa esikhaleni esiqhubekayo, esinobukhu…
Ukunemba kuwumgogodla oyisisekelo wezinhlelo zemibuzo yolwazi, ikakhulukazi uma uzama ukuzisebenzisa ezimeni ezinzima (ezifana nezokwelapha, ezomthetho, ukusekelwa kwangaphakathi kwenkampani). Umbono wami ungafingqwa kanjena: **Ukunemba umqondo onezinhlangothi eziningi, akufanele ubheke inombolo eyo…
### Uyini i-RAG? **I-RAG** igcwele ukuthi **Retrieval-Augmented Generation**, okusho **ukukhiqiza okuthuthukisiwe ngokusesha** ngesiZulu. Kalula nje, ubuchwepheshe **bokunikeza i-modeli yolimi enkulu "incwadi yokubhekisela engavulwa noma nini"**. Ungacabanga nge-modeli yolimi enkulu njengomfundi …
## 1. Umqondo Oyinhloko we-Skill I-Skill iyisethi yamandla okwenza asebenzayo afakwe ku-**Agent (umuntu ohleliwe)** noma **uhlelo lwe-AI**. Ngokuvamile iqukethe: - **Izimo zokuqalisa**: nini ibizwa (njengemiyalo yomsebenzisi, izehlakalo zohlelo). - **Amapharamitha okufaka**: idatha noma umongo oku…
## Izindlela Ezintathu Eziyinhloko Ze-AI Agent: ReAct, Plan-and-Solve kanye ne-Reflection I-AI Agent iyisidalwa esihlakaniphile esikwazi ukuzwa indawo ezungezile, senza izinqumo, futhi senze izenzo ngokwalo. Izindlela zayo eziyinhloko zintathu: ReAct, Plan-and-Solve, ne-Reflection. Ngezansi ngizoch…
## Iyini i-MOA (Mixture-of-Agents)? **I-MOA** iwuhlaka lokusebenzisana kwama-agent amaningi, lapho umqondo oyinhloko uwukuhlanganisa amamodeli amaningi azimele e-AI (abizwa ngokuthi 'ochwepheshe' noma 'ama-Agent') ndawonye, ngenqubo yokuhambisa/ukuhlela, ukuze uchwepheshe ngamunye aphendule umseben…
# Ukwakhiwa Kwesistimu Yenkumbulo Ye-Agent: Izindlela Zokusebenza Zenkumbulo Yesikhashana Neyesikhathi Eside Lo mbhalo uhlola ukwakhiwa kwesistimu yenkumbulo ye-Agent, eyihlukanisa ngezinga ezimbili: inkumbulo yesikhashana neyesikhathi eside, futhi wethula kabanzi izindlela zokusebenza kanye nezint…
# Umehluko Phakathi Kokusebenzisa Amathuluzi e-Agent Nokusebenza Kwejwayelekile Lo mbhalo uxoxa ngomehluko oyinhloko phakathi kokusebenzisa amathuluzi e-Agent nokusebenza kwejwayelekile, futhi uchaza kabanzi ngomshini, inani, izindlela ezivame ukwehluleka, kanye nezindlela zokubhekana nazo. ## Ume…
# Imibuzo Ye-AI Yesibili: Ukuqinisekisa Ukuthi I-Large Language Model (LLM) Isebenzisa Amathuluzi Ngokuthembekile Ungaqinisekisa kanjani ukuthi i-Large Language Model (LLM) isebenza ngokuthembekile nangokulawulekayo lapho isebenzisa amathuluzi, hhayi nje ngokuncika emazwini okukhuthaza ukuze "kukho…
# Ukufingqa Ubuchwepheshe Be-Function Calling ## 1. Incazelo I-Function Calling iyindlela evumela abathuthukisi ukuthi bachaze amathuluzi angaphandle (njenge-API) kumodeli yolimi olukhulu (LLM) nge-JSON schema. Uma imodeli inquma ukuthi idinga ukusebenzisa ithuluzi ukuphendula umbuzo womsebenzisi, …
# Umhlahlandlela Nobuchwepheshe Wokuxoxwa Kwesikhala Se-Vector Database Lo mbhalo ungokuhlangenwe nakho kokuxoxwa kwesikhala se-vector database kanye nokuchazwa kobuchwepheshe. Uchaza ngokuhlelekile imiqondo eyisisekelo, izimiso zobuchwepheshe, izincomo zokukhetha, kanye nezimo zokusetshenziswa kwe…