Igihe cyo kwandika kode ku buryo bwa kera kirangiye
Ntabwo uri gusimburwa - uri guhindurwa ukaba mwiza
Iri somo rizahindura uburyo uteza imbere porogaramu burundu
“Sinandika kode ukundi. Nsobanura icyo nshaka, AI igandika neza kurusha uko nabyandika.”
- Emre Varol, imyaka 8+ muri Google, Palantir, Liftoff
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
Tekereza ku buryo bwo kubikora
Andika kode umurongo ku wundi
Kosora amakosa ya syntax
Shakisha kuri Stack Overflow
Koporora, uhindure, ugerageze
Amasaha menshi kuri buri kintu gishya
Tekereza ku myitwarire
Sobanura icyo ushaka
AI yandika ubushobozi
Gerageza imyitwarire
Subiramo utanga ibitekerezo
Minota kuri buri kintu gishya
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
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
CLI ifite ubushobozi bwo gusoma kode yawe yose, guhindura dosiye, gukoresha amabwiriza, no kubaka ibintu bishya ku buryo bwigenga
Agent yo kwandika kode ishingiye kuri terminal. Isoma repo yawe, yandika kode, ikoresha ibizamini. Open-source.
Umufasha wo kwandika kode wa Google. Multimodal, context nini, guhuza cyane na sisitemu ya Google.
Igusabira umurongo ukurikira
Ikora mu dosiye imwe gusa
Nta kumva umushinga wawe ifite
Uracyandika 95% by'ikode
Isoma kode yawe yose
Isobanuka ku mushinga wawe wose
Ikora kandi ihindura dosiye nyinshi
Ikoresha amabwiriza, ibizamini, no kohereza
Wandika 0% by'ikode
Reka dukore imibare n'imibare nyayo:
Ha umurimo ikipe y'abahanga
Ikipe ikora ibyumweru 2–3
Suzuma, tanga ibitekerezo
Ikipe ikosora ibitekerezo: ibyumweru 2–4
Isuzuma rikurikira
Igiteranyo: ibyumweru 4–7 kuri buri kintu gishya
Sobanura ikintu gishya kuri AI
AI ikigira: minota 5
Gerageza, tanga ibitekerezo
AI ikosora: amasegonda 30
Gerageza nanone, ohereza
Igiteranyo: minota 15 kuri buri kintu gishya
Imirongo 3,300+ y'ikode ya HTML/CSS/JS yanditswe neza
Ihindurwa mu ndimi 10, sisitemu y'amasomo, sisitemu ya blog
Yubatswe kandi yoherezwa mu nimugoroba imwe
Yakirwa kuri Vercel, domain yihariye, SSL - byose byashyizweho na AI
Nta AI: ibyumweru 2–3. Na AI: amasaha 4.
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.
Umwanditsi
Umuhanga wa syntax
Umushakisha kuri Stack Overflow
Umushakisha w'amakosa
Umwubatsi w'ibicuruzwa
Usobanura imyitwarire
Usuzuma ireme
Ufata ibyemezo
“Abahanga beza ba 2026 si abandika vuba cyane. Ni abatekereza mu buryo busobanutse cyane.”
Reka dushyireho ibikoresho byawe. Byose bikora muri terminal. Nta IDE ikenewe.
Node.js 18+ - bisabwa na Claude Code n'ibikoresho byinshi bigezweho
Git - gukurikirana impinduka ni ngombwa
Terminal - macOS Terminal, iTerm2, Windows Terminal, cyangwa terminal iyo ari yo yose ya Linux
Umwanditsi wa kode - ni ihitamo, igihe ushaka gusoma kode (VS Code, Vim, n'ibindi.)
# Reba verisiyo zawe $ node --version # v20.19.0 cyangwa hejuru $ git --version # verisiyo iyo ari yo yose iheruka $ python3 --version # 3.10+ (si ngombwa, ni ya Codex)
# Shyiraho ku buryo bwose $ npm install -g @anthropic-ai/claude-code # Jya ku mushinga wawe $ cd my-project # Tangira Claude Code $ claude # Ni byo byose. Claude isoma kode yawe yose kandi iteguye.
Isoma umushinga wawe wose mu buryo bwikora
Ishobora guhindura dosiye, gukoresha amabwiriza, gukora dosiye nshya
Yibuka ikiganiro mu gihe cyose
Ikora n'ururimi urwo ari rwo rwose, framework iyo ari yo yose
# Shyiraho ku buryo bwose $ npm install -g @openai/codex # Shyiraho urufunguzo rwa API yawe $ export OPENAI_API_KEY="your-key-here" # Tangira Codex mu mushinga wawe $ codex # Open-source, ikora ku bwayo, mu buryo bwizewe
Open-source (lisansi ya MIT)
Ikora mu buryo bwizewe - ikora ahantu hatuje
Uburyo bwinshi: gusaba, guhindura-ikora, ikora-yose
# Shyiraho ku buryo bwose $ npm install -g @google/gemini-cli # Kwemeza na Google $ gemini auth login # Tangira Gemini mu mushinga wawe $ gemini # Multimodal: ishobora gusesengura amafoto, amafoto y'ecran, n'ibishushanyo
$ mkdir my-portfolio $ cd my-portfolio $ git init $ claude # Noneho andika (koporora CV yawe mbere, hanyuma): > Iyi ni CV yanjye: [koporora CV yawe]. Nyubakire urubuga rwiza rw'umuntu ku giti cye nka emrevarol.com. Ongeraho igice cyo kwakira gifite izina ryanjye n'umwanya wanjye, igice cyo kunyisobanurira, umuryango w'uburambe bwanjye, ubumenyi, amashuri, n'igice cyo guhamagarira. Koresha igishushanyo cy'umukara gifite ibiganimo bigezweho. Ugire responsive. # Reba ikora urubuga rwawe mu munota utarenze.
index.html mu mushakisha wawe. Uheruka guhinduka uva ku nyandiko ya Word ugera ku portfolio iboneka - utanditse umurongo umwe w'ikode.
Ntukeneye VS Code, IntelliJ, cyangwa editor iyo ari yo yose.
Claude Code isoma, yandika, ihindura, kandi ikora dosiye
Claude Code ikoresha server yawe ya dev, ibizamini, n'ibicuruzwa
Claude Code ikora commit, push, kandi ikora PR
Claude Code yohereza kuri Vercel, Netlify, cyangwa urubuga urwo ari rwo rwose
Birumvikana ko ushobora gukoresha editor hamwe nayo. Ariko nta gombwa.
Kora dosiye ya CLAUDE.md mu mizi y'umushinga wawe. Iri ni urwibutso ruhoraho rwa AI yawe.
# CLAUDE.md ## Project: Bean There Coffee Shop - Tech stack: Next.js 16, Prisma, PostgreSQL - Style: Tailwind CSS, warm earth tones - Language: TypeScript - Database: Neon PostgreSQL (connection string in .env) ## Rules - Always use server components by default - Use Turkish lira (₺) for prices - Mobile-first responsive design - Never hardcode secrets
Kubaka igicuruzwa si kode gusa. Ukeneye ibikorwa by'ibanze. Ibi ni byo dukoresha - byose bishyirwaho biva muri terminal:
Shyiraho porogaramu yawe. Push kuri GitHub → yoherezwa mu masegonda. Tier y'ubuntu ni nziza.
PostgreSQL itagira server. Tier y'ubuntu, ikura ku bwayo. Huza na Prisma mu murongo umwe.
Redis itagira server. Caching ku bakoresha 10K+ icyarimwe. Wishyura ku isaba, tier y'ubuntu irimo.
Bika kode yawe. Buri push itangiza kohereza kwa Vercel. Ubona impinduka zihita ziboneka.
Ibikorwa by'ubwishyu. Bikora mu mashinga 2 (pusulam.ai, english.cash). Checkout, abonnement, webhooks.
Ikora ibi byose kukugukorera. Ishyiraho, itunganya, yohereza - biva muri terminal.
Ibagirwa ibyo wari uzi byose ku kwandika kode. Noneho uri umwubatsi w'imyitwarire.
“Nkeneye useState hook hano”
“Nkeneye gu-map kuri iyi array”
“Ngomba gukora helper function”
“Reka n-importe iyi library”
“Iyo umukoresha akanze Gura, kura ku musanzu we”
“Erekana ubutumwa bw'intsinzi”
“Niba umusanzu udahagije, erekana ikosa”
“Andika ibikorwa ku bushakashatsi”
Uyu ni umurimo wawe mushya. Wibuke.
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.
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.
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
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.
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"
Iyi ni impinduka ikomeye cyane y'imitekerereze ku bahanga b'uburambe.
Soma buri dosiye AI yahindutse
Suzuma amazina y'ibihinduka
Hagarikwa n'urutonde rwa import
Ongera wandike kode “mu buryo bwawe”
Gukoresha minota 30 mu gusuzuma
Gerageza ikintu gishya mu mushakisha
Gerageza ibibazo bidasanzwe
Reba uko iboneka kuri telefone
Genzura niba amakuru ari ukuri
Gukoresha minota 2 mu kugerageza
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.
Noneho uri impande eshatu mu mwe:
Prompt nziza ni igisobanuro kiza. Prompt mbi ni igisobanuro kibi.
> Ongeraho dashboard
Iki kiri kuri yo?
Ni nde akoresha?
Amakuru ki?
> 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.
Prompt imwe nini
Byose icyarimwe
Bigoye gukosora
Ntushobora kugerageza kimwe kimwe
Niba bidakunda, ubura byose
Prompts nyinshi nto
Ikintu kimwe ku gihe
Byoroshye kugerageza buri ntambwe
Byoroshye gusubira inyuma niba bibaye nabi
Git commit nyuma ya buri ntsinzi
“Sobanura imyitwarire. Tangira buto. Ongeraho haganaga. Gerageza ibisubizo. Izera imashini. Ohereza vuba.”
Ibicuruzwa bitandatu nyakuri. Byose byubatswe n'umuntu umwe. Byose bishyizweho na GenAI. Byose bikora mu buvuzi.
Urubuga rw'imirongo 5,000+ ya HTML/CSS/JS yanditswe neza
Ihindurwa mu ndimi 10 hamwe n'ihindura ry'ururimi (buri rupapuro)
Amasomo 4 afite slide ziganira harimo iri somo rya GenAI
Urupapuro rw'Ingaruka, Urupapuro rw'Itangazamakuru hamwe n'amafoto ajyanamo
Sisitemu ya blog, ububiko bw'amafoto hamwe n'icyo kureba, kwerekana raporo za PDF
GoatCounter + GA4 analytics, SEO yuzuye + JSON-LD + llms.txt
Yubatswe mu: ~amasaha 4 Mu buryo bwa kera: ibyumweru 2–3 n'umuhanga wo kubaka urubuga Icyitonderwa: Ndi umuhanga wa backend & ML - simbizi kubaka urubuga!
Amatangazo 150,000+ y'ukuri yakusanyijwe mu masoko 3 (Emlakjet, Hepsiemlak, Sahibinden)
AI chat: sobanura icyo ushaka, ubona amatangazo akwiye
Gukoresha ijwi
Isesengura n'amanota ya AI kuri buri tangazo
Intara 81, uturere 973 mu Buturuki bwose
Indimi 10, ibikurikiranwa, gusangira
Stack: Next.js 16 + Prisma + Neon PostgreSQL + Claude API + Cloudinary + Bright Data
Aho gukoresha filters na formulaire, abakoresha bavuga gusa:
Umukoresha: Ndashaka inzu y'ibyumba 3 muri Çankaya, ntarenze 15,000 TL/ukwezi, ifite balcon AI: Nabonye amatangazo 23 akwiye ibyo ushaka. Dore 5 ya mbere ashingiye ku manota y'agaciro: 1. 3+1, Kızılay, 12,500 TL - Amanota: 92/100 ✓ Balcon ✓ Gutwikira umuriro ✓ Hafi ya metro ...
Icyongereza cy'akazi n'ubucuruzi ku bakozi bo ku isi hose
AI tutor hamwe n'imyitozo yo kuganira
Module zo kwandika, kuvuga, kumva, ikinamico, n'amagambo
Amasuzuma yihindura n'inzira z'amashuri
Indimi 18 na next-intl (urubuga rufite indimi nyinshi cyane)
Urutonde rw'abakinnyi, sisitemu y'inshuti, gukurikirana iterambere
Stack: Next.js 16 + Prisma + Neon PostgreSQL + next-intl
Abakoresha bahangura ibisubizo by'ibyabaye mu isi nyayo
CPMM (Constant Product Market Maker) ku giciro
Ubukungu bw'akarusho: “Oy Hakkı” (uburenganzira bwo gutora) ifaranga
50 ku buntu iyo wiyandikishije, +3 buri munsi, ugura binyuze muri Stripe
Ibyiciro: Ubukungu, Politiki, Tekinoloji, Isi, Uburezi
Indimi 10, ubuyobozi bw'umuyobozi, sisitemu yo gusoza hakiri kare
Ubugoye: Imibare y'imari, igiciro gikora mu gihe nyacyo, guhuza ubwishyu - byose byubatswe na AI
Ibizamini bya YKS na LGS (kwinjira muri kaminuza/amashuri yisumbuye y'Abatwuruke)
Ibibazo by'ibizamini bikorwa na AI
Sisitemu y'amanota ya “net” y'Abatwuruke (ibyiza − amakosa/4)
Impande 4 z'abakoresha: umuyobozi, umwarimu, umunyeshuri, umubyeyi
Gukora ikizamini mu gihe nyacyo hamwe n'isaha
Isesengura ry'imikorere no gukurikirana iterambere
Stack: Next.js 16 + Prisma + SQLite Ibyihariye: Amategeko y'uburezi bw'Abatwuruke, kubara net
Isuzuma ry'amahoteri n'ibiryo rishingiye kuri AI muri Ankara
Gukusanya amakuru no guhuza amafoto mu buryo bwikora
Guteranya isuzuma n'amanota mu buryo bwenge
Kubona amahoteri ashingiye ku hantu
Indimi nyinshi
Stack: Next.js 16 + Prisma + PostgreSQL Ibyihariye: Amakuru y'ibiryo/amahoteri, guteranya isuzuma, igengwa kuri Ankara
Umuryango utari uwa leta ushyigikiwe na Google utoza abahanga 1,200+ b'Abanyafurika
500+ y'amahirwe y'akazi mu masosiyete akomeye ya tekinoloji
Ibicuruzwa 7 byaremwe (Adot, AfroChat, Akil, Dime, Eskalate, RateEat, SkillBridge)
Ibikorwa mu bihugu 5+
Nubatse iyi mishinga yose icyarimwe mu byumweru ~3. Dore umubare w'ikigereranyo wa prompts:
| Umushinga | ~Prompts | ~Igihe Cyakoreshejwe |
|---|---|---|
| emrevarol.com | ~80 | ~amasaha 4 |
| evimibul.org | ~350 | ~icyumweru 1 |
| english.cash | ~250 | ~icyumweru 1 |
| pusulam.ai | ~300 | ~iminsi 10 |
| deneme.live | ~150 | ~iminsi 5 |
| neyesek.biz | ~100 | ~iminsi 3 |
| IGITERANYO | ~prompts 1,230 | ~ibyumweru 3 (icyarimwe) |
Buri mushinga watangiye n'itegeko rimwe rya claude
Buri mushinga wakoresheje iterambere rishingiye ku myitwarire, rihaganaga
Buri mushinga wagezeho gushyigikira indimi nyinshi binyuze mu guhindura kwa AI
Buri mushinga waherejwe mu buvuzi na AI (Vercel, GitHub)
Buri mushinga ukoresha stack imwe igezweho (Next.js, Prisma, PostgreSQL/SQLite)
Nta mushinga wakennye ikipe - umuntu umwe yubatse buri wese
| Umushinga | Mu Buryo bwa Kera | Na GenAI | ~Prompts |
|---|---|---|---|
| emrevarol.com | ibyumweru 2–3 | amasaha 4 | ~80 |
| evimibul.org | amezi 3–4 | ~icyumweru 1 | ~350 |
| english.cash | amezi 2–3 | ~icyumweru 1 | ~250 |
| pusulam.ai | amezi 4–6 | ~iminsi 10 | ~300 |
| deneme.live | amezi 2–3 | ~iminsi 5 | ~150 |
| neyesek.biz | ukwezi 1–2 | ~iminsi 3 | ~100 |
| IGITERANYO | ~amezi 16 (amakipe 6) | ~ibyumweru 3 (umuntu 1) | ~1,230 |
Ibintu ntari kuzigera nubaka n'amaboko:
Indimi 10–18 hamwe n'ihindura ryuzuye rya UI mu mishinga yose
Gushakisha mu kiganiro gishingiye kuri AI hamwe n'ijwi
Moteri y'imibare y'imari ya CPMM ku masoko y'ibihanuro
Gukusanya amatangazo 150,000+ ku rubuga hamwe no gukuraho ibisa
Amasomo afite slide ziganira hamwe na slide 90+
Gukora ibibazo by'ibizamini na AI hamwe n'amanota ya net y'Abatwuruke
Kwigisha AI mu gihe nyacyo hamwe n'ubugoye buhinduka
“Ndi ikipe y'umwe yohereza nk'ikipe ya mirongo ibiri.”
Uburyo bw'akazi bwo kubona umusaruro mwinshi mu bikoresho bya AI byo kwandika kode.
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
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.
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
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
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
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
Ibyabaye nyabyo biva mu kubaka iyi mishinga na AI.
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.
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.
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.
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)
Ibizaza:
Agent za AI zohereza, zikurikirana, kandi zikosore ibibazo by'ubuvuzi ku bwayo
Sisitemu z'agent nyinshi aho AI zikorana ku mishinga minini
AI igena UX, yandika amagambo, kandi ikora ibikoresho
Iterambere rishingiye ku ijwi: “Hey Claude, ongeraho ishakiro mu mutwe”
AI yiga ibyo ukunda kandi igutegurira ibyo ukeneye
Icyo wize uyu munsi, n'icyo ukora ejo.
1. Igihe cyo kwandika kode ku buryo bwa kera kirangiye - emera iterambere rishingiye kuri AI
2. Tekereza mu myitwarire, ntabwo ari kode - sobanura iki, ntabwo ari uko
3. Tangira buto, subiramo haganaga - ikintu kimwe ku gihe
4. Gerageza imyitwarire, ntabwo ari kode - niba bikora neza, ni byiza
5. Izera imashini - genzura ibisubizo, ntugandike nanone
6. Agaciro kawe kari mu cyerekezo, gufata ibyemezo, n'uburyohe - ntabwo ari syntax
7. CLAUDE.md ni ubwonko bw'umushinga wawe - shyiramo amakuru meza
8. Ntugahagarike kwiga ibintu by'ibanze - AI yongera ubumenyi, ntabwo ari ubujiji
9. Linda imfunguzo za API zawe - moderi za AI ntizita ku mfatura yawe, shyiraho imipaka hanyuma ukurikirana buri munsi
10. Buri gihe gira kopiya z'umutekano - ntukigere ukora force push, andika byose, kora raporo za buri munsi
Baka ikintu nyacyo iki cyumweru.
Shyiraho Claude Code cyangwa Codex CLI. Kora umushinga mushya.
Hitamo igitekerezo cyoroshye (urubuga rwawe, todo app, calculatrice). Ubake byose na AI. Kurikira umuzingo w'isubiramo.
Ongeraho ibintu bishya 3 haganaga. Gerageza buri kimwe. Kora commit nyuma ya buri kimwe.
Ohereza kuri Vercel cyangwa Netlify. Sangira URL. Ereka isi.
Claude Code: npm install -g @anthropic-ai/claude-code
Codex CLI: npm install -g @openai/codex
Iri somo: emrevarol.com/lecture/coding-with-genai.html
Amasomo yose: emrevarol.com/lecture/
emrevarol.com - Portfolio & amasomo
evimibul.org - Imitungo itimukanwa ya AI
english.cash - Kwiga Icyongereza na AI
pusulam.ai - Amasoko y'ibihanuro
deneme.live - Urubuga rw'ibizamini rwa AI
neyesek.biz - Isuzuma ry'ibiryo rya AI
a2sv.org - Afrika kuri Silicon Valley
“Ejo hazaza ni ah'abantu bashobora gusobanura mu buryo busobanutse icyo bashaka kubaka. Imashini zizikemura ibisigaye.”
Noneho genda ubake ikintu gitangaje.
Emre Varol · Umushinze & CEO, A2SV