Kyakkyawan **Spec Coding** (tsarin shirye-shiryen da aka kora da ka'idoji), ainihin manufarsa ita ce canza 'tunanin da ba shi da tabbas' zuwa 'alkawari mai inganci, mai iya tabbatarwa, kuma mai aiwatarwa'. Ba kawai rubuta takarda ba ne, amma kafa harshen sadarwa **maras shakku** tsakanin mutum da AI…
Kodayake yanayin 'ra'ayi/yanayi' na Vibe Coding yana da daɗi a lokacin samar da samfura da bincike na kirkire-kirkire, amma idan ba a sarrafa shi ba, yana iya shiga cikin wasu tarko na yau da kullum. A kasa an taƙaita daga fannoni biyar: **ingancin code, iyawar kiyayewa, tsaro, juyin buƙatu, da haɗi…
Wannan mawuyaci ne da yawancin masu shirye-shirye ke fuskanta. **Vibe Coding** da **Spec Coding** sune hanyoyin aiki guda biyu daban-daban lokacin shirye-shiryen da taimakon babban samfurin harshe (LLM). Babban bambancinsu shine: **shigar da ka ba wa AI shine ji mara tabbas, ko kuma ƙayyadaddun baya…
Query Malicious Injection (Malicious Prompt Injection / Retrieval Poisoning) shine babbar barazanar tsaro ga tsarin RAG a aikace. Mahara na iya amfani da shigar da aka tsara da kyau don sa samfurin ya tona bayanan sirri, ya ketare hani, ya aiwatar da umarnin da ba a yi niyya ba, ko kuma ya gurbata s…
Gyaran Prompt (Prompt Engineering / Optimization) shine ƙwarewa mai mahimmanci don sa manyan harsunan harsuna su "yi biyayya", musamman a tsarin RAG, yana ƙayyade kai tsaye ko samfurin zai bi da aminci bisa ga abubuwan da aka samo, ya guje wa hallucination, da kuma fitar da siffa mai tsari. --- ##…
Inganta RAG ba gyara kashi ɗaya ba ne, amma tsari ne na **inganta dukkan hanyoyin haɗin gwiwa**. A ƙasa, daga bangarori huɗu: **gefen fihirisar bayanai, gefen bincike, gefen samarwa, gefen kimantawa**, zan ba da dabarun inganta tsarin, tare da haɗa ƙwarewar aiki da za a iya ambata a cikin tambayoyin…
## Menene Embedding ya yi a gaskiya? – Daga Asalin Fasaha zuwa Amsar Tambayoyi ### I. Asalin Fasaha: Kalmomi ɗaya suna bayyana mahimmanci **Babban aikin Embedding shine, haɗa bayanan da ba su dace ba (rubutu, hoto, da sauransu) zuwa wani filin vector na ci gaba, mai ƙarancin girma, inda abubuwa ma…
Daidaito shine mabuɗin rayuwar tsarin tambaya da amsawa, musamman idan kuna ƙoƙarin amfani da shi a wurare masu tsanani (kamar likitanci, shari'a, tallafin cikin kamfani). Ra'ayina na iya taƙaita: **Daidaito ra'ayi ne mai girma da yawa, ba za a iya kallon lamba ɗaya kawai ba, amma dole ne a haɗa shi…
### Menene RAG? **RAG** na nufin **Retrieval-Augmented Generation**, wato **Haɗakar da sake dawo da bayanai don samar da amsoshi**. A taƙaice, wata dabara ce ta **bai wa babban samfurin harshe (LLM) “littafin tunani” wanda zai iya kai dubawa a kowane lokaci**. Kuna iya tunanin babban samfurin har…
## 1. Babban Ma'anar Skill Skill shine **Agent (Ƙwararren Mai Aiki)** ko **Tsarin AI** wanda ya ƙunshi ƙungiyar iyawar aiwatarwa. Yawanci yana ƙunshe da: - **Yanayin Ɗaukar Aiki**: Lokacin da ake kira shi (kamar umarnin mai amfani, abubuwan da suka faru na tsarin). - **Ma'aunin Shigarwa**: Bayanai…
## Hanyoyi Uku na AI Agent: ReAct, Plan-and-Solve da Reflection AI Agent wani mutum-mutumi ne mai iya fahimtar muhalli, yanke shawara, da aiwatar da ayyuka. Akwai manyan hanyoyi uku: ReAct, Plan-and-Solve, da Reflection. A kasa an bayyana su tare da zane-zane da misalan lamba. ### 1. ReAct (Reason…
## Menene Tsarin Haɗin Gwani MOA (Mixture-of-Agents)? **MOA** wani **tsarin haɗin gwiwa na mahaloli da yawa** ne, wanda babban ra'ayinsa shine: haɗa nau'ikan samfuran AI masu zaman kansu (waɗanda ake kira "gwani" ko "Agent") tare, ta hanyar **tsarin tafiyarwa/rarrabawa**, wanda kowane gwani ke ɗauk…
# Tsarin Ƙwaƙwalwar Agent: Hanyoyin Aiwatar da Ƙwaƙwalwar Gajere da Dogon Lokaci Wannan labarin yana tattauna tsarin ƙwaƙwalwar Agent, ya raba shi zuwa matakai biyu: ƙwaƙwalwar gajere da dogon lokaci, kuma ya yi bayani dalla-dalla game da hanyoyin aiwatarwa da abubuwan lura. ## Tsarin da Muhimman …
# Takaitaccen Bambance-bambance tsakanin Kira na Kayan Aiki na Agent da Kira na Aiki na Yau da Kullun Wannan labarin ya tattauna ainihin bambance-bambance tsakanin kira na kayan aiki na Agent da kira na aiki na yau da kullun, kuma ya yi cikakken bayani game da tsarin, darajar, yanayin gazawa na yau…
# Tambayar AI ta Biyu: Yadda Ake Tabbatar da Dogaro da Kayan Aiki na Babban Samfurin Harshe (LLM) Yadda ake tabbatar da cewa Babban Samfurin Harshe (LLM) yana aiki da dogaro da sarrafawa yayin amfani da kayan aiki, ba wai kawai dogaro da kalmomin sha'awa don "shawo kan" samfurin ba. Ana buƙatar bay…
# Takaitaccen Bayani Kan Function Calling ## 1. Ma'ana Function Calling wata hanya ce da ke baiwa masu haɓakawa damar bayyana kayan aikin waje (kamar API) ga babban samfurin harshe (LLM) ta hanyar JSON schema. Lokacin da samfurin ya yanke shawarar cewa yana buƙatar kiran kayan aiki don amsa tambaya…
# Jagorar Tattaunawar Aiki da Nazarin Fasahar Vector Database Wannan labarin raba gogewa ne na tattaunawar aiki da nazarin fasaha game da vector database. Yana bayyana ainihin ra'ayoyi, ka'idojin fasaha, shawarwarin zaɓi, da wuraren amfani na vector database. ## 1. Ma'anar Jigon - **Ma'ana**: Vec…