Bisobanura Iki?

Nti bisobanura ko naretse gutekereza

Nti bisobanura ko nemera ibisohoka byose ntabikosoye

Nti bisobanura ko ubumenyi bw'ubwubatsi bwa porogaramu budakenewe

Bisobanura ko nsobanura imyitwarire aho kwandika syntax

Bisobanura ko nsuzuma ibisubizo aho gusuzuma buri murongo

Bisobanura ko icyo ikipe y'abahanga yari gufata ibyumweru 3, AI noneho ibikora mu minota 15

Inzira ya Kera na Inzira Nshya

Uwandika Kode wa #2 ku Isi Akukorera

Muri Ukuboza 2025, moderi za AI zagezeho kuba iya 2 mu marushanwa akomeye y'ibijyanye na porogaramu ku isi.

Iruta 99.99% by'abahanga ba porogaramu b'abantu

Ikemura ibibazo bigoye bya algorithm mu masegonda

Isobanuka mu ndimi zose, framework zose, n'uburyo bwose

Ifite urwibutso rutunganye - ntiyigera yibagirwa ikintu na kimwe

Iboneka 24/7, ifite kwihangana kutagira urugero, ntiyigera inaniwe

“Vibe Coding”

Yashyizweho na Andrej Karpathy (umushinze OpenAI, wayoboye AI muri Tesla) muri Gashyantare 2025. Yiswe Ijambo ry'Umwaka rya Collins Dictionary 2025.

Mu 2026, byahindutse Agentic Engineering:

Andika ibisobanuro mu rurimi rusanzwe

AI ikora kode hakurikijwe ubuyobozi bw'umuntu

Gukoraniriza hamwe moderi nyinshi hamwe n'amakuru akomeza y'umushinga

Umuhanga asobanura, asuzuma, kandi ayobora - AI igashyira mu bikorwa

Izi si Autocomplete

Igisobanuro cya 2000x

Reka dukore imibare n'imibare nyayo:

Urugero Nyarwo

Nta AI: ibyumweru 2–3. Na AI: amasaha 4.

Iki Cyahindutse?

LLM zifite urwibutso rutunganye n'ubumenyi butagira urugero.

Zitojwe kuri kode yose y'abaturage yigeze yandikwa - kandi zayibitse

Context windows noneho ni miliyoni 1+ ya token - ziribuka ikiganiro cyawe cyose

Zisoma umushinga wawe wose mbere yo kwandika umurongo umwe

Zumva uburyo bwawe bwo guha amazina, imiterere y'umushinga wawe, n'uburyo bwawe

Zizi framework yose, library yose, n'uburyo bwiza bwose bwigeze bushyirwa ahagaragara

Ibi si moteri yo gushakisha. Ni umuhanga w'urwego rwo hejuru ufite urwibutso rutunganye wasomye buri kode iri kuri GitHub kandi ntiyigera yibagirwa ikintu na kimwe.

Uruhare Rwawe Rwarahindutse

Shyiramo iby’ibanze

$ brew install git node
$ git --version
$ node --version

$ sudo apt install git nodejs npm
$ git --version
$ npm --version

PS> winget install Git.Git
PS> winget install OpenJS.NodeJS
PS> git --version

Koresha igikoresho neza

Mbere yo kongeramo ububiko, banza wige umuzenguruko w’ibanze: fungura repo, tanga context, saba impinduka imwe, suzuma diff, uyikoreshe.

Imikorere y’umushinga wa mbere

$ mkdir my-portfolio
$ cd my-portfolio
$ git init
$ opencode

> Iyi ni CV yanjye. Nyubakira portfolio y’umuntu isukuye imeze nka emrevarol.com. Ishyiremo hero, ibinyerekeye, experience, skills, education na contact. Ikore neza no kuri mobile.

Agent yawe ni IDE yawe

Impinduka ikomeye si editor ufunguye. Ni uwumva repository kandi ashobora kuyikoraho.

Abakunda terminal: bakoresha agents muri repo bagasuzuma diff muri Git

Abakoresha IDE: bakoresha apps cyangwa extensions ariko bagakomeza commits nto

Amatsinda: ashyiraho memory ya repo, commands n’inzira zo kugenzura

Buri wese: context, plan, guhindura, gukoresha, gusuzuma, commit

Sisitemu irenze code

Git: commits, branches n’amateka asuzumika

Vercel / Netlify: deploy zihuse na previews

Kugenzura: gukoresha local, logs, screenshots, rollback plan

Logs: ibyabaye, ibyapfuye, ibyahindutse

Bishingiye ku Myitwarire, Ntabwo ari Kode

Umuzingo w'Isubiramo

Uyu ni umurimo wawe mushya. Wibuke.

Intambwe ya 1: Tangira Buto

Tangira na verisiyo yoroshye cyane ishoboka.

> Kubaka urubuga rwuzuye rwo
kwiga Icyongereza gifite AI tutor,
amasuzuma, module zo kwandika/
kuvuga/kumva, amagambo,
ikinamico, urutonde rw'abakinnyi,
indimi 18, no kwemeza.

> Kora Next.js app ifite urupapuro
rutangira ku rubuga rwo kwiga
Icyongereza. Erekana module 4
zo kwiga (Kwandika, Kuvuga,
Kumva, Amagambo) nk'amakarita.
Amakuru y'agaciro ahinduka
kugeza ubu.

Intambwe ya 2: Ongeraho Ikintu Kimwe

Iyo ibanze bikora, ongeraho neza ikintu kimwe.

# Isubiramo rya 2: Ongeraho database
> Hindura amakuru y'agaciro ahinduka na database ya PostgreSQL
  ukoresheje Prisma. Kora moderi za Lesson, Module, na Progress.
  Shyiramo amasomo y'urugero kuri buri module.

# Isubiramo rya 3: Ongeraho kwemeza abakoresha
> Ongeraho NextAuth hamwe n'imeri/ijambo ry'ibanga. Abakoresha
  bagomba gushobora kwiyandikisha no kwinjira. Erekana izina ryabo
  muri navbar iyo binjiye.

# Isubiramo rya 4: Ongeraho AI tutor
> Ongeraho urupapuro rwa /tutor rufite interface yo kuganira.
  Abakoresha bandika ubutumwa, Claude API isubiza ikosora
  Icyongereza n'inama. Kurikirana amateka y'ikiganiro.

Intambwe ya 3: Gerageza Imyitwarire

Nyuma ya buri kintu gishya, gerageza imyitwarire, ntabwo ari kode.

Fungura porogaramu mu mushakisha wawe

Kanda binyuze mu kintu gishya nk'umukoresha

Gerageza ibibazo: amakuru y'ubusa, amakuru atari yo, gukanda inshuro ebyiri

Reba uko iboneka kuri telefone

NTUKENEYE:

Gusoma buri murongo w'ikode yakoreshejwe

Gusobanukirwa buri helper function

Gusuzuma amazina ya CSS class

Intambwe ya 4: Hindura kandi Subiramo

Hari ikintu kitari kigenda neza? Bwira AI icyo ugomba guhindura - mu rurimi rw'imyitwarire.

# Ntabwo ari: "hindura onClick handler ukoreshe state variable itandukanye"
# Ahubwo:
> Iyo nrangije isomo, progress bar ntihinduka kugeza mfungura
  nanone urupapuro. Bikosore kugira ngo progress ihinduke
  ako kanya.

# Ntabwo ari: "ongeraho try-catch hejuru ya API call"
# Ahubwo:
> Iyo API ya AI tutor itakunda, ikiganiro gusa gihagarara.
  Erekana ubutumwa bw'ikosa butukura buvuga "Guhuza byanze,
  gerageza nanone" kandi wongere ukoreshe bouton yo kohereza.

Intambwe ya 5: Bitunganye → Komeza

Ikintu gishya “kiratunganye” iyo:

Gikora neza mu bice byose utekereza

Gikemura amakosa mu buryo bwiza

Gisa neza ku mudasobwa no kuri telefone

Wagerageje kugishira munsi ntiwashobore

Iyo bitunganye: kora commit, hanyuma komeza ku kintu gikurikira.

> Kora commit y'impinduka zose hamwe n'ubutumwa "Ongeraho AI tutor hamwe n'amateka y'ikiganiro"

Ntusuzume Kode. Suzuma Imyitwarire.

Iyi ni impinduka ikomeye cyane y'imitekerereze ku bahanga b'uburambe.

Izera Imashini

Ukuri gukomeye kuva mu burambe bwanjye:

Ntiyigera yibagirwa gukemura ibibazo bidasanzwe

Ikurikiza amahame nta kosa

Yandika mu buryo bumwe mu dosiye zose

Ntiyigera inaniwa cyangwa ifata inzira ngufi

Izi uburyo bwiza bwose kuva mu framework yose

Ibi ntibivuze ko ihoraho ibereye. Bivuze ko igomba kuba kwizera, hanyuma ugenzure - ntabwo ari kutizera, hanyuma ongere wandike.

Uruhare Rwawe Rushya: Umwubatsi + PM + QA

Noneho uri impande eshatu mu mwe:

Prompt Ni Igisobanuro Cyawe

Prompt nziza ni igisobanuro kiza. Prompt mbi ni igisobanuro kibi.

> Ongeraho dashboard

> Ongeraho urupapuro rwa dashboard kuri /dashboard.
  Erekana umubare w'iminsi
  umukoresha yakurikiranye, amasomo
  yarangiye, % yo gutahura amagambo,
  n'ibikorwa biheruka (sessions 10
  z'iheruka). Ongeraho igishushanyo
  cyerekana iterambere ku gihe.

Haganaga Aho Kuba Byose Icyarimwe

Umushinga: emrevarol.com

emrevarol.com

Portfolio, amasomo no kubaka brand y’ibikoresho AI bifite akamaro.

Umushinga: engram.tools

engram.tools

Ububiko burambye bwa agents AI n’ubumenyi bw’ikipe.

Umushinga: evimibul.org

evimibul.org

Gushaka imitungo na AI no gufasha gufata icyemezo muri Turukiya.

Umushinga: english.cash

english.cash

Kwiga Icyongereza na AI, mu buryo ngiro, bwihariye kandi bugerwaho.

Uburyo buhuriweho n’imishinga

Domains zitandukanye, uburyo bumwe bwo gukora:

1. Tangira ku kibazo nyacyo cy’umuntu

2. Sobanura behavior neza

3. Kora prototype vuba na AI

4. Gerageza product ukoresheje behavior

5. Hindura neza ukoresheje logs, commits nto n’ububiko

Agent Zikora Icyarimwe na GenAI

Ukeneye guhindura mu ndimi 9? Ntubikore imwe imwe.

# Claude Code ishobora gukora sub-agents zikora icyarimwe
> Hindura urupapuro rw'isomo mu ndimi 9 zose zishyigikiwe
  (TR, FR, DE, ES, AR, PT, RW, SW, AM). Koresha agent
  zikora icyarimwe kuri buri rurimi.

# Ibisubizo: agent 9 zikora icyarimwe
# Dosiye 36 zahinduwe mu ~minota 5 aho kuba ~minota 45

Amakuru ni Byose

AI ni nziza nk'amakuru uyiha gusa.

CLAUDE.md - amabwiriza y'umushinga, stack ya tekinoloji, amategeko

Dosiye z'urwibutso - ubumenyi buhoraho mu biganiro byose

Prompts zisobanutse - ibisobanuro bisobanutse, bishingiye ku myitwarire

Kode ibaho - AI isoma kode yawe ikurikiza uburyo bwawe

# Amakuru mabi: gutangira bwa mbere buri gihe
> kora urupapuro

# Amakuru meza: AI izi umushinga wawe neza
> Ongeraho urupapuro rwa /friends rusa na /leaderboard.
  Erekana inshuti zihuriyeho haruguru, hanyuma inshuti
  zisabirwa zishingiye ku nzira z'amashuri asa.
  Koresha moderi ya FriendRequest ibaho.

Iyo AI Ihagaritse

Birabaho. Dore icyo ukora:

Oroshya prompt - igabanyemo ibice bito

Tanga ingero - erekana icyo ushaka, ntabwo ari kugisura gusa

Sangira ubutumwa bw'ikosa - koporora ikosa nyaryo, AI ni nziza mu gukosora

Gerageza uburyo butandukanye - “aho gukora X, gerageza Y”

Tangira bwa mushya - rimwe na rimwe ikiganiro gishya gifite amakuru asobanutse bikora neza

Gukosora na AI

AI ni nziza cyane mu gukosora amakosa.

# Koporora gusa ikosa hanyuma usobanure amakuru
> Mbona iri kosa iyo nkanze bouton ya Gura:
  "TypeError: Cannot read properties of undefined (reading 'price')"
  Ibi bibaho gusa iyo isoko idafite ibikorwa.

# AI izakora:
# 1. Ibona dosiye ikwiye
# 2. Imenya ikosa
# 3. Irikosora
# 4. Isobanura icyagenze nabi

Impinduka mu Dosiye Nyinshi

Kimwe mu byiza byinshi bya AI: ihindura dosiye nyinshi icyarimwe.

> Ongeraho ikintu gishya cya "ibikurikiranwa". Abakoresha bashobora
  kubika amatangazo. Erekana umutima kuri buri karita y'itangazo,
  urupapuro rwa /favorites rufite amatangazo yabitswe, n'umubare
  muri navbar.

# AI izahindura byose icyarimwe:
# - schema.prisma (moderi nshya ya Favorite)
# - API route (CRUD ku bikurikiranwa)
# - ListingCard component (bouton y'umutima)
# - Navbar (umubare w'ibikurikiranwa)
# - Urupapuro rushya rwa /favorites
# - Database migration

Ibyo UDAKORA na AI

Ntugakoporore kode ya AI mu bisubizo bya Stack Overflow (si iyawe)

Ntugasimbuke kugerageza kubera “AI yayanditse”

Ntugakoreshe AI ku kode y'umutekano birenze gusuzumwa n'umuhanga

Ntugahagarike kwiga ibintu by'ibanze - ukeneye gusobanukirwa ibyo ubaka

Ntugacike intege nyuma yo kunanirwa rimwe - hindura ijambo ugerageze nanone

Ntugagerageze kubaka byose mu prompt imwe nini

Umutekano mu Buvuzi (1/2)

Ibyabaye nyabyo biva mu kubaka iyi mishinga na AI.

1. Buri Gihe Gira Kopiya z'Umutekano

git push --force yisenya urubuga rubaho (Urupapuro rw'Ingaruka, Urupapuro rw'Itangazamakuru, Isomo rya GenAI — byagiye)

Gusubiza byashobotse gusa kubera Vercel yabitse deploiement za kera kandi kopi ya kabiri yariho

Itegeko: Ntukigere ukora force push. Ntukigere ukora rebase ku mashami asangiye. Buri gihe ugire uburyo bwo gusubira inyuma.

2. Linda Imfunguzo za API Zawe

Moderi za AI zishobora gukoresha imfunguzo za API ku bwayo kandi zigashyira amafaranga ibihumbi menshi utabizi

Itegeko: Shyiraho imipaka y'amafaranga. Koresha imfunguzo zitandukanye kuri buri mushinga. Kurikirana imikoresho buri munsi.

Umutekano mu Buvuzi (2/2)

3. Andika Byose & Kora Raporo

Ukeneye raporo y'ibikorwa bya buri munsi na raporo y'imari — menya icyo agent zawe za AI zakoze n'icyo zakoresheje

Koresha serivisi nka Resend kwiyoherezera incamake z'ibikorwa bya buri munsi

Itegeko: Niba udashobora kubona icyabaye ejo, uri gutwara impumyi.

Uruhare rw'Umuntu Rutasimburwa

AI ntishobora kugusimbura muri ibi bice:

Icyerekezo - Ni iki tugomba kubaka? Kubera iki? (kugeza ubu)

Kwifatanya n'abandi - Ni iki abakoresha bakeneye by'ukuri? (kugeza ubu)

Gufata ibyemezo - Ubu ni uburyo bukwiye? (kugeza ubu)

Uburyohe - Ibi bisa neza? Bihagije? (kugeza ubu)

Iby’ingenzi

1. Ikibazo si ukwandika code n’intoki; ni product judgment isobanutse.

2. Sobanura behavior, si implementation.

3. Kora impinduka nto, uyigerageze, ukomeze.

4. Suzuma results ukoresheje screenshots, tests, logs na local state.

5. Secrets zigume kuri server, costs zigaragare.

6. Localization na mobile layout ni product work.

7. Koresha reusable patterns kuri chatbot, providers na agent memory.

8. Ongeraho Engram igihe hari decisions zo kwibuka.

9. Rinda API keys.

10. Gira rollback na backups.

Umukoro wawe

Wubake ikintu nyacyo muri iki cyumweru.