## Ðe míaɖo ɖe model kae: Sonnet alo Opus? Ne èɖo Claude Code, eye nège ɖe eme la, mehiã be nàɖo susu ɖe model ŋu enumake o – evaɖo Claude Sonnet ɖe edzi, eye wòle eme na ɣeyiɣi geɖe. ### Model siwo nàte ŋu azã le Claude Code me Fifia, model etɔ̃ koe nàte ŋu atia le CLI me: - **Claude Sonnet** (…
## Ðoɖo Tɔtrɔ̃ ƒe Mɔ: Browser Me Geɖe Kple API Key ƒe Nuŋlɔɖi Tɔtrɔ̃ Ne èwɔ Claude Code la, èhiã be nàɖo ɖoɖo nu haɖe haɖe nàte ŋu azã. Ehiã be nàtsɔ nuɖoɖoa ƒo kple wò Anthropic akɔnta. Mɔ eve li: **browser me geɖe** kple **API key ƒe nuŋlɔɖi tɔtrɔ̃**. Mɔ eveawo ƒe vɔvɔtɔ li ɖeka, tia esi bɔbɔe na…
## Aleke nàɖo Claude Code Claude Code ƒe ɖoɖo mele mɔnu si wozãna le "edzi” o, wòtsoa dɔwɔwɔ le nyatakaka seawo me. Ne èzãna npm ɣesiaɣi la, dɔa mele ɣeyiɣi si wu mini eve o. ### Nu siwo hia haɖe Hafi nàdze egɔme la, kpɔ egbɔ be nàkpɔ nusiwo gbɔna le asiwò: - **Node.js 18 alo eƒe xexlẽme si wu e…
## Zazɔ̃ siwo me wozãna wu Me ma zazɔ̃wo ɖe xexlẽme ene, si me wozãna tso gome ɖe si me wozãna wu. --- ### Xexlẽme gbãtɔ: Kɔde gɔmeɖeɖe Esia nye esi wozãna wu. Ne èɖe asi nu bubuwo me, alo èkpɔ kɔde si menya o, alo èʋuʋu si me nufiaɖemɛ le o, ɖoe ɖa. **Nu si wɔna:** - `claude "Esia nye dɔ kae?…
## 1.3 Nuɖeɖi wòle be míawɔ agbalẽwo le terminal me? Le kpɔɖeŋu me: èle nu yeyewo ŋlɔm, eye ɖe kpɔɖeŋu me èkpɔ be wòle be nàtrɔ asi le dɔwɔnu gbãtɔ aɖe ŋu wòle faflo ɖe agbalẽ etɔ̃ me, eye woyɔa wo le akpa bubuwo me hã. Èʋu nuŋlɔɖila la, nàkpɔ eme godoo, nàto agbalẽ ɖeka ɖeka me, nàtrɔ asi le wo ŋu…
## 1.2 E kple Claude Chat, API ƒe "lɔ̃nye ƒe ƒoƒo" Asitsa geɖewo, ne wose Claude Code ŋkɔe, wola kpe ɖe nu bubu eve ŋu: **Claude Chat** (web chat interface) kple **Claude API** (programming interface). Wo tso Anthropic, eye wokplɔ Claude model ƒomevi la le wo katã ƒe anyi me, gake esi wole tsɔna ɖo…
## 1.1 Nuka wònye Claude Code? ### Nyatakaka ƒe ŋkɔ ɖeka **Claude Code nye Anthropic si do go AI agbalẽŋudɔwɔla (Agent) si wɔna le terminal (Terminal) me.** Devɔlɔpawo to gbegbɔgblɔ nyateƒewo me wòɖoa dɔwo ŋu, eye wòateŋu axlẽ agbalẽŋudɔloɖeɖe siwo le afi ma, aɖo tɔtrɔɖoɖowo, awɔ sewo, aƒoe dɔwɔwɔ,…
Spec Coding (wɔna si le mɔ̃ɖoɖo dzi) nyui aɖe la, eƒe gɔmeɖeɖe nye be ‘susus si me kɔ’ trɔna zu ‘nudɔdɔ si me tɔtɔ, si wɔte ŋu akpɔe, eye wɔte ŋu awɔe’. Mevɔna ɖe agbalẽ ŋɔŋlɔ ɖokui o, ke boŋ wɔna ɖe gbeƒãɖeɖe si me akaka mele o la si le ame kple AI (alo ame kple ame) dome. Le eteƒe la, matso **nudɔ…
Vibe Coding ƒe "nusese/ŋusẽkpɔɖeagblɔ" ƒe mɔnu la le vevie na kuɖeɖe kple ŋutilanyanyui ƒe ŋgɔyiyi me, gake ne wometsɔ ɖe le ŋku dzim o la, woatre ɖe wo ɖokui me ɖe dzidzedze vevi aɖewo me. Le teƒe sia me la, míele nu ƒoƒo le **kɔɖidzi ƒe nyonyo, dzɔdzɔmeɖoɖo, dedienɔnɔ, hiahia ƒe tɔtrɔ, kple hawo ƒ…
Esia nye nyabiabia si hea kpekpeɖeŋu vɛ na nuŋlɔla geɖe. **Vibe Coding** kple **Spec Coding** nye dɔwɔwɔ ƒe mɔnu vovovowo eve siwo wowɔna fifia esi wozãa gbegbɔgblɔ gã aɖe (LLM) le kɔd ŋɔŋlɔ me. Woatɔtɔ ƒe vovoto lolo la nye: **Ɖe ɖesiade si nèna AI la nye susu si me kɔ alo ɖe enye nuŋlɔɖi si le teƒ…
Query ɖekeɖeke vɔ̃ (Prompt ɖekeɖeke vɔ̃ / nudzodzodzenu ɖekeɖeke) nye RAG nuɖoɖo ƒe ɣeyiɣi si le woƒe dɔwɔwɔ me. Aʋalawo ate ŋu aɖo nu si wotsɔ ŋugbe ɖo ɖe eme be woana nuɖoɖo la nafia nyatakaka siwo le vevie, ahe to vovo, awɔ nu si womede mɔ o, alo ado fã nudzodzodzenu ƒe kuɖeɖe. Esi le eme la, mía…
Prompt trɔtrɔ (Prompt Engineering / Optimization) nye nyateƒe si na gbegbe gã la ɖo to, vevietɔ le RAG sistemowo me, ena wòdze gbeɖeɖe ŋu, eye wòle be wòawɔ ɖe nyateƒe siwo wòxɔ la nu, mewɔ susu aɖeke o, eye wòaɖo do go ƒe mɔnu nyui aɖe. --- ## ɖeka, Prompt Trɔtrɔ ƒe Nuhiaɖeɖe Seviwo 1. **Kɔkɔ > …
RAG ƒe ɖoɖo ɖe edzi ɖo menye nɔnɔme ɖeka ko o, ke boŋ enye **mɔfiame bliboa me tɔxɛ ɖoɖo** ƒe dɔwɔwɔ. Le afi sia me, mele **data index, kxɔxɔ, gbɔgblɔ, kple ʋɔtɔ** ɖoƒe ene me la, mawɔ ɖoɖo ɖe edzi ɖo ƒe nuwɔna bliboa, eye makpe ɖe dɔwɔwɔ si wòate ŋu aƒo nu tsoe le kpeɖedzixɔxɔ me la ŋu. --- ## ɖe…
## Embeding ƒe Dɔ Nye Nu Kae?—Tso Teknɔlɔdze ƒe Mɔnu Va Seɖokpo Nyaɖeɖe Me ### I. Teknɔlɔdze ƒe Mɔnu: Nya ɖeka eʋlɔa taɖodzinutia **Embeding ƒe dɔ vevitɔ nye, be wòaɖo data siwo menya alesi woatsɔ woawo ŋu le (ŋɔŋlɔ, nɔnɔmetata, kple bubuwo) la ɖe vɛktor siwo le teƒe ɖeka ɖe eme, eye wòazu low-dim…
Eteƒe nye nyatakaka ƒe biabia-nusrɔ̃ ƒe agbe ƒe ka, vevietɔ ne èle agbagba dzem be yeazãe le nuxɔxɔ siwo me wòle be woaɖo to eme (abɛ dɔwɔƒe, se, habɔbɔ me ɖoɖowɔwɔ). Nye susue ate ŋu aɖe nu fia abe: **Eteƒe nye nu si me akpa geɖe le, mele be míakpɔ eŋu abe xexlẽɖeka ene o, ke boŋ míakpɔ eŋu kple nu…
### Nye RAG? **RAG** ƒe ŋkɔ blibo nye **Retrieval-Augmented Generation** (Eʋegbe me la, woyɔnae be **Nuŋlɔɖi ƒe kekememɔ**). Le nane me la, enye mɔnu si **naa nuŋlɔɖi gã aɖe ‘agbalẽ aɖe si wòate ŋu axlẽ ɣe sia ɣi’**. Àte ŋu asusɔ nuŋlɔɖi gã la abe ‘sukumatɔ si ƒe nukpɔsusu le dzidzɔ kple sidzedze…
## I. Skill ƒe Nudɔdɔ Gbãtɔ Skill nye **Agent (Nunyala)** alo **AI nuŋlɔ̃ɖi** me nu si wotsɔ ɖo ɖe eme be wòanye nuwɔna siwo wote ŋu awɔ. Ewɔna ɖe eme: - **Nɔnɔme siwo hea eƒe yɔyɔ vɛ**: Ɣekaɣi woyɔnae (abe ame ƒe gbeɖeɖe, nuŋlɔ̃ɖi ƒe dzɔdzɔwo ene). - **Nudɔdɔ siwo wotsɔna ɖe eme**: Nusiwo wòhiã b…
## AI Agent ƒe Dɔwɔna Mɔnu vevi etɔ̃: ReAct, Plan-and-Solve kple Reflection AI Agent nye nugɔmesese si ate ŋu adzro eɖokui, aɖo nyatakaka me, eye wòawɔ dɔ. Eƒe dɔwɔna mɔnu vevi etɔ̃ nye: ReAct, Plan-and-Solve kple Reflection. Le gɔmeɖeɖe siawo me, míakpɔ nɔnɔmetata kple kpɔɖeŋu kɔd siwo le eme. ##…
## Nukae nye MOA (Mixture-of-Agents)? **MOA** nye **dɔwɔla geɖe ƒe nuɖoɖo aɖe** si ƒe susu vevitɔe nye: wotsɔa AI kpɔɖeŋuwo (si woyɔna be "numekuku" alo "Agent") sɔsɔe ƒo ƒu, eye to **mɔɖoɖo/ɖoɖo ƒe nuɖoɖo** aɖe me la, wònaa numekuku ɖe sia ɖe kpɔa eƒe dɔ si wònye nyuie wu la gbɔ, eye le nuwuwu la,…
# Agent ƒe Ŋkuɖoɖo ƒe Dɔwɔnu ƒe Ðoɖo: Ðoƒewui kple Didi ƒe Ŋkuɖoɖo ƒe Ðoɖowo Agbalẽ sia me la, míele nu ƒo le Agent ƒe ŋkuɖoɖo ƒe dɔwɔnu ƒe ɖoɖo ŋu, eye míemae ɖe akpa eve me: Ðoƒewui kple didi ƒe ŋkuɖoɖo, eye míegblɔ woɖokuiwo ƒe ɖoɖo kple nu siwo wòle be míakpɔ ŋu le eme. ## Ðoɖo ƒe susu veviwo …