Ukufundwa nguDomain 
 
 TL;DR: Usebenzisa i-AI ukufumana iimfuno kunye nokwakha imodeli ye-mental eyahlukahlukeneyo xa uthetha ikhowudi. TL;DR: Usebenzisa i-AI ukufumana iimfuno kunye nokwakha imodeli ye-mental eyahlukahlukeneyo xa uthetha ikhowudi. Iingxaki ezininzi 🙂 Uya kuqhagamshelane ngqo kwi-code generator kunye ne-prompt emangalisayo, efanelekileyo. I-AI ibonakalisa i-logic yakho yebhizinisi, kodwa ibonakalisa njenge-condescending. I-problem ivela i-spaghetti ebomvu, evamile ukugcina emva koko. I-AI ayikho i-button ye-magic yabasetyhini. Yintoni i-programmer yabasetyhini kunye ne-learning companion. Ndiyathanda i Trend kunye nophuhliso ngempumelelo Taylorist, ukhangela kwinxalenye analysis kunye neplans unrealistic. Ukulungiswa kwe-Spec-Driven Iingxaki ezijoliswe I-Hallucinations: I-AI ibonise iinkcukacha xa ungaphendula iinkcukacha ezithile. I-Technical Debt: Ukulungiselela iinkqubo ezininzi ezihlangene kwimiphumo ye-logic kwaye awukwazi ukuxhaswa kwimeko ye-real-world . Ukucinga : I-AI unako ukufumana izicelo zakho kwiiyure ezininzi. Ukulungiswa kwe-context Logic Drift: Ikhowudi "isebenza". Nangona kunjalo, akugqiba . Ukuphendula Kwakhona Indlela yokwenza ️ Nceda uqhagamshelane nawe. Uyakwazi ukuhlaziywa kwimeko ephakamileyo kunye nokuba i-AI inikeza imibuzo ukufumanisa iimeko ezinzima. Work together in learning mode. UDave Farley uthetha ukuba . Iingcali kwi-learning Umbhali a Uyazi kunye ne-AI uqhagamshelane kwi-document eyenza i-architecture, i-data models, kunye neengxaki. iimveliso Ukusetyenziswa . Ukucinga Yenza i-AI kwi-reading-only environment yokufunda i-codebase yakho kunye nokuthintela i-plan xa ufake. Plane xa uye uye kunye nokufuneka imiba ngaphandle kokwenza iingcebiso malunga ne-routemap rigid. Ukubaluleka ngokuzenzakalelayo Ngokungafani nezidingo zehlabathi. Ukucinga Ukuguqula i-live spec kwi-checklist elula yeengxaki zokusebenza kwe-atomic. I-backlog iya kwandisa kunye nokunciphisa xa ufunde i-domain. Kuyinto i-artefact ebonakalayo. Yenza i-context enzima xa ufundisa. Ukwakha a ifayile ukugcina iinkqubo zeprojekthi ukuba i-AI ayikwazi ukufumana. iimveliso Iimpawu Ungafundisa malunga ne-domain ngokukhawuleza ngenxa yokuba i-AI ingasebenza njenge-mentor ye-encyclopedic. Uya kufuneka uqhagamshelane ngokufanelekileyo kwi-architecture. Unxibelelanisa i-boilerplate ngelixa ukugcina i-stability ye-system. Ukulungiselela i-Human 30% gap ngokuxhomekeka kwi-system coordination. Umzekelo Zonke izixhobo ziquka i-high-speed encoders, kodwa ziquka kakhulu. Zifumaneka kakuhle xa utyelela kunye nenkceda elula kunye neengxaki ze-modular. I-"waterfall kwi-15 imizuzu" yindlela ivumela ukuba wena kunye ne-AI ziyafumaneka kwiphepha elifanayo ngaphambi kokusebenza i-code diff yokuqala. Ukusebenza ngokushesha Ukulungiselela ngokushesha: Build me a task management app with React and Node.

Create a behavior specification and a Gantt project
 Ukulungele ngokushesha: You are a Senior Software Engineer. I want to build a task app.

Ask me 10 clarifying questions about the architecture, security, 
and data model. 

After I answer, help me draft a spec.md.

Let's build it together with TDD and contract tests.
 Iingxaki ☀️ I-AI inokufunda i-bug kunye ne-confidence epheleleyo. Nceda uqhagamshelane zonke iimveliso. Uhlobo [X] I-Semi-Automatic iintsuku ️ 
 
 Ukucaciswa Umgangatho [X] Ubunzima Iimpawu ze-Tips Ukusetyenziswa kwe-CLAUDE.md kwi-project memory. Yenza iinkonzo ze-MCP kwi-Documentation Live. Ukusebenza Agents Parallel for refactors ezinkulu. Ukuhlaziywa Ufuna ukuhambisa ukucwangcisa kunye ne-AI ngaphandle kokuhambisa. Kuthintela iiyure ze-debugging. 15 imizuzu Ukusebenzisa i-Copilote ukwandisa umklamo wakho kunye ne-approval yakho, yaye uyakwazi ukuxhaswa kwe-hard-accidental typing. Zonke iinkcukacha i️ https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html?embedable=true https://www.linkedin.com/posts/kentbeck_the-descriptions-of-spec-driven-development-activity-7413956151144542208-EGMz?embedable=true https://tidyfirst.substack.com/p/earn-and-learn?embedable=true https://addyosmani.com/blog/ai-coding-workflow/?embedable=true 
 
 
 
 
 
 
 
 
 
 
 Zifumaneka nge-path clear (i-specs ngaphambi kwe-code) Ukuqhathanisa umsebenzi kwiindawo ezincinane, iterative Zibonisa i-context kunye neengxaki ezininzi Khetha i-model efanelekileyo (kuvelisa i-multiple xa kufuneka) Ukusetyenziswa kwe-AI ye-coding kwi-life cycle Yenza umntu kwi-lock - ukuyifumana, ukuyifaka, kunye nokufunda yonke into Qhagamshelana ngokubanzi kwaye usebenzise i-version control njenge-net yokhuseleko. Ngaba usebenzise ikhowudi ungayifumana. Qhagamshelana neengxaki ze-AI kunye neengxaki Ukubandisa kunye ne-automation njenge-force multipliers Qhagamshelana nokufundisa (i-AI ivula izilwanyana zakho) https://www.youtube.com/v/Xahv9nMegXA Zaziwa ngokuba Ukulungiswa kwe-Spec-Driven Ukusuka kwamanzi kwi-15 imizuzu Ukucaciswa Vibe Ukucaciswa I-Disclaimer Iingxaki ezaziwayo apha ziquka yam. Ndingathanda ukuba ndingathanda ukuba ndingathanda ukuba ndingathanda ukuba ndingathanda. Ndisebenzisa iintlobo ze-AI ze-proofreading ukuze ngcono ezinye iintlobo. Nceda siphinde imibuzo kunye ne-dialogue. Ndicinga iziphumo zayo nge-30 iminyaka kwi-software industry, i-25 iminyaka yokufunda, kunye nokubhala iiyure ezininzi ze-500 kunye nenqaku. Le nqaku lihlanganisa i-AI Coding Tip series. https://maximilianocontieri.com/ai-coding-tips

Winner of Noonies 2020 for the award Hacker Noon Contributor of the Year - REFACTORING.

2020 - Hacker Noon Contributor of the Year in REFACTORING

2022 - HackerNoon Contributor of the Year - Clean Code

2022 - HackerNoon Contributor of the Year - Debugging

2022 - HackerNoon Contributor of the Year - Github

2022 - HackerNoon Contributor of the Year - Machine Learning

2022 - HackerNoon Contributor of the Year - Quality Assurance

2022 - HackerNoon Contributor of the Year - Refactoring

2022 - HackerNoon Contributor of the Year - Software Architecture

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I-AI Coding Tip 008 - Indlela yokusetyenziswa kwe-Spec-Driven Development nge-AI

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