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 …
# Agent dɔwɔnu yɔyɔ kple dɔwɔnu ƒe yɔyɔ si wotsɔna le nu vovototo Nya sia me ɖe nu tso Agent dɔwɔnu yɔyɔ kple dɔwɔnu ƒe yɔyɔ si wotsɔna le ƒe vovototo vevitɔwo ŋu, eye wògblẽ nu tso Agent dɔwɔnu yɔyɔ ƒe dɔwɔna, eƒe vevese, dzidzedze siwo me wòkpea gbe zi geɖe, kple mɔ siwo wòato aɖu wo dzi la ŋu. …
# AI ƒe biabia evelia: Aleke nàwɔ aɖe kakaɖedzi be gbegbɔgblɔ̃ gãtɔ (LLM) ƒe dɔwɔnu yɔyɔ le dzodzro me Aleke nàwɔ aɖe kakaɖedzi be gbegbɔgblɔ̃ gãtɔ (LLM) ate ŋu awɔ dɔ le dzodzro me, eye wòate ŋu aɖu eŋu, esi mewɔ dɔ ɖe ŋgɔdonyawo ŋu ko o. Ele be wòana mɔfiame si le dzidzime geɖe me la nadzɔ. Le k…
# Function Calling ƒe Numekuku ## 1. Numefiaƒe Function Calling nye nuɖoɖo si na wɔlawo ate ŋu atsɔ JSON schema aɖe afia gbegbɔgblɔ gã (LLM) siwo li abe API ene. Ne model la bu be wòle be yeayɔ nuɖoɖo aɖe be yeaɖo nya aɖe ŋu la, edoa `tool_calls` JSON data si me wɔnawo kple woƒe numetiawo le. Host …
# Vɛkta Database ƒe Nusrɔ̃ɖoɖo Kple Teknikal Numeɖeɖe Agbalẽ sia nye numeɖeɖe kple nusrɔ̃ɖoɖo tso vɛkta database ƒe dodokpɔ me. Eɖe nu tso vɛkta database ƒe gɔmeɖeɖe vevitɔwo, teknikal susuwo, tiatiaɖoɖo kple dɔwɔƒe siwo me wozãna ɖo. ## 1. Gɔmeɖeɖe Vevitɔ - **Gɔmeɖeɖe**: Vɛkta database nye datab…