Kwimeko , Ndibandakanya i-vibe-coding workflow yam. Ininzi liye kubandakanya, ngoko ke ixesha lokugqithisa into efunyenweyo kwaye utshintshe i-update kumazwe afanayo. Umzekelo wokuqala Umzekelo wokuqala Kwiminyaka emininzi kuphela, kodwa kubonakala ngexesha elide. Ndingathanda ekuqaleni kwimvakalelo yam xa ndicinga kwi-Claude Code ngexesha elide: 
 
 Ndingathanda izinto ezininzi ezilungileyo malunga neCloude Code kodwa ayikwazanga kwakhona, ngenxa yokuba ndingathanda i-IDE yokuthintela i-code, kwaye ndingathanda i-Cursor. Ukuthumela i-Cursor kunye ne-Cloude Code kwi-$400 / ngenyanga kunokuba i-overkill yam. Kwakhona, ndingathanda i-Cursor team emva kokufunda i-interview yayo ne-Lex Fridman (i-interview yeqela le-AI engaziwa phakathi kwamanye amaxesha), kwaye ndingathanda ukuba ziyafumaneka. Ndingathanda izinto ezininzi ezilungileyo malunga neCloude Code kodwa ayikwazanga kwakhona, ngenxa yokuba ndingathanda i-IDE yokuthintela i-code, kwaye ndingathanda i-Cursor. Ukuthumela i-Cursor kunye ne-Cloude Code kwi-$400 / ngenyanga kunokuba i-overkill yam. Kwakhona, ndingathanda i-Cursor team emva kokufunda i-interview yayo ne-Lex Fridman (i-interview yeqela le-AI engaziwa phakathi kwamanye amaxesha), kwaye ndingathanda ukuba ziyafumaneka. Izixhobo ezininzi zithunyelwe phantsi komhlaba ukususela ngexesha elide, kwaye i-Claude Code yintoni isixhobo yam yokuqala. Ngaba usebenzisa kwiinkqubo ezininzi zayo, nangaphandle kweenkqubo, njengoko ukuhlaziywa kweedatha kwiifomati ezininzi ze-tablets okanye ukuvelisa i-logo nge-API ye-Nano Banana 3. Ngokuvamile, i-catalyst enkulu ye-switch yaye i-Opus 4.5. Njengomthengisi we-Sonnet 4, ndidlulanga ukulayisha iingxaki zayo kwi-Cursor kunye neengxaki ze-GPT-5 ezahlukileyo, nangona kunjalo ndidlulanga ngexesha elide kunye neengxaki ye-"engxaki engaphantsi." Ukusuka kwe-Sonnet 4.5 yaye yaye yaye yaye i-95% yayo ye-workflow kwi-Cloude, kodwa akukho nto le- "dunk slam" ndithanda - ikakhulu ngenxa ye-latency. Iingxaki ze-Rasoning ze-Sonnet ziyixesha elide kakhulu. Ndidlala ixesha ekubeni kunye ne-Codex kunye ne-Composer, ekubeni i-Sonnet Three izinto ezininzi ezidlulileyo kwinkqubo yam, ngaphandle kwe-Opus entsha, ziye: ukufika kwe-Opus. Ukunciphisa iinkcukacha zokhuseleko, kunye . playwright skill for Claude plugins from Compound Engineering for Claude Code Umculo we-playwright ye-Claude Plugins ukusuka Compound Engineering for Claude Code I-AI yokuVavanyelwa kubunzima ngokufanelekileyo, kodwa nathi: i-developer okanye i-AI yeengxaki zithintela ikhowudi elula. Nge-AI, kunokuba kunzima ngakumbi - ndingathanda ngokuvamile ukuvavanyela yonke into nge-unity tests, kunye ne-agent ngokuvamile ibonelela i-suit ebonakalayo ngokufanelekileyo, nangona kunjalo ngexesha lokufunda kwi-500 iingxaki ngexesha lokuVavanyelwa ngokufanelekileyo. Kwixesha elide, ukubhala izifundo ze-E2E kunye ne-AI yaba ingxaki enkulu. Ayikho kwakhona umngcipheko enkulu ye-E2E ekuqaleni, ikakhulu ngenxa yokuba iindleko zokusebenza kubandakanya kwi-quadratically njengoko isiseko se-codebase. Zonke into ifumaneke xa ndingathanda ukuba nge-setup efanelekileyo kunye neemodeli ezintsha, ukuyifaka kwakhona yaba elula kwaye efumaneka. Ngoku, le nqaku lwe-manager ye-classic - "kuyifumana ngokuzenzekelayo ngaphambi kokuthunyelwe kwi-QA" - nto leyo ngokuvamile ilawulwa, yaye yaba ingxenye yentsimbi ye-Claude.md yam. Ndifuna nje ukuyifaka i-Playwright E2E Xa kuxhomekeke kwimeko yokhuseleko, ndingathanda ukuba iingoma malunga neengxaki ze-AI ezinxulumene iiyure ezilixhenxe ngaphandle kweengxaki ze-human ziye BS epheleleyo. Ndingathanda ngokugqithisileyo iingcebiso ze-permission evela kwi-Claude, nangona iingcebiso ezininzi ze-pre-configured kwaye i-auto-mode ifumaneka. Zonke into ifumaneka xa ndisungula ukuqhuba i-Claude Code kunye ne-Code. Kwaye ngexesha ngexesha ngexesha ngexesha le-AGI epheleleyo - umnxeba ngexesha i-task solo kwaye ibonelela imiphumo efanelekileyo. --dangerously-skip-permissions Kodwa nayiphi na iimpawu zezi zithunyelwe ngokufanelekileyo njengoko ifumaneka xa ifumaneka ne-compound engineering. It is a tricky term to translate into Russian, because in a financial context, "compound" usually just becomes "сложный" (complex / compound interest), which does not quite capture the structural essence here. Kwi-workflow yam, ebizwa kakhulu kwi-Compound Engineering methodology ye-Every, ndiyifake i-learning-cycle ye-closed-loop: i-AI agents zihlanganisa iingxaki, iingcebiso kunye nezisombululo ezisetyenziswayo, emva koko i-bake that experience ngqo kwi-knowledge base (usebenzisa iifayile ezifana ne-AI). inguqulelo CLAUDE.md Ukufumana iimveliso ezidlulileyo ezidlulileyo kwi-team ye-five. Ixesha elidibanisa ngokufanelekileyo: malunga ne-80% yeengxaki zihlanganisa, ukuhlaziywa, kunye nokuvavanya, kwaye kuphela i-20% yathengiswa kwi-coding efanelekileyo. Izixhobo ezininzi zihlanganisa uphando - ukunyathela isiseko se-coding, ukuxhaswa kwe-history, kunye nokufumana indlela efanelekileyo - ukuze uqhagamshelane iinkcukacha ze-agents. Technically, yonke into ndiza kufuneka xa baked into Compound Engineering izilwanyana I-Toolkit ikhona kwi-24 i-agents ezizodwa, i-13 i-slash commands, kunye ne-11 iingcebiso ze-supercharged nge-MCP servers. ikhowudi ikhowudi Zonke inkqubo yokusebenza ibandakanya i-plan-delegate-evaluate-codify. I-checklists ezibonakalayo ye-testing kunye ne-versioning ezibonakalayo ukuba ama-agents zihlanganisa ngokufanelekileyo, okuvimbela inkqubo yokufunda ebandayo apho zonke iimeko ze-fix kunye ne-edge zithunyelwe ngokuzenzakalelayo kwi-knowledge base. Ndiyathanda indlela efana ne-compound engineering workflow: Okokuqala, ndicinga i phase (ukusebenzisa i I-command). Kule ndiyifaka iimpawu ze-high-level kwi-specifications ezininzi ezisebenza njenge- blueprint yeengxaki zayo ze-AI. Lezi zophuhliso zithunyelwe njengezifayile ze-Markdown. Kwiimveliso ezininzi ezininzi, i-plan iyahlukaniswa kwiingxaki ze-manageable. Plan /workflows:plan Umzekelo wokuqala kwimeko yokusebenza (ngoku) ), nto leyo lula kakhulu ngenxa Claude ingqalelo overengineer ngexesha lokuqala yokufaka. Ukuba ufuna iinkcukacha ezininzi granular, ungasebenzisa i umyalelo ukuqhuba iinkcukacha ezithile. Ukuba iplani yakho ibandakanya iimpawu ezininzi, unako ukuqhuba ukuhlaziywa into yokwakha, into yokukhuthaza, kwaye into yokufuneka ngaphezulu. Ngokuvamile, yonke injineli yakho yokulawula inqubo ibhalwe kwiifayile Markdown kunye neengcali ze-AI abasebenza njengeengcali Review /plan_review /deepen_plan /triage Okulandelayo, i Ukucaciswa ( ): inkqubo ithatha iingxaki, ukuqhuba ngokuhambelana usebenzisa i-git worktrees ezizodwa. Le setting ivumela ukucacisa ukucaciswa ngaphandle kokufaka i-branch yokuqala okanye ukucacisa iifayile ezininzi ziyafumaneka ngokufanelekileyo Work /workflows:work Xa ikhowudi ifanelekileyo, ndiza Ukucinga ( ). Kuyinto i-audit ye-multi-agent apho ama-algorithms ezininzi ezizodwa zithanda ama-bugs ngaphambi kokuhlanganisa. Ngokuquka kwimeko yokuhlanganisa, i-output ikakhulukazi iifayile ze-Markdown ezihlangene ne-Markdown yakho Njengoko iiplani zokuqala, i-agent ye-specialist ibekwe isakhiwo se-dependence yeempawu ze-corrections ukuze kuqinisekisa ukuba iimveliso ezahlukileyo ziyafumaneka. Review /workflows:review /triage Ukusabela le nqakraza iintlobo ezivela kwimveliso apho i-AI-driven code reviews zincedisa iinkonzo kunye nokunciphisa i-error yabantu. Kwiimeko ezininzi ezinxulumene ne-privacy, iinkonzo zokusebenza efana ne-LLM ezisetyenziswa nge-Ollama ukuze ibhale i-codebase ngokupheleleyo kwi-perimeter efanelekileyo. Ngokusetyenziswa kwimfuneko ze-agent ngokuthe ngqo kwi-living cycle ye-development, inkqubo isebenza ngaphantsi kwe-assistant efanelekileyo kwaye afanelekileyo kwe-peer programmer. I-Home Stretch iye (ngoku) ). Kule phase, inkqubo ibonisa izifundo ezaziweyo - ukuba iingcebiso ezithile okanye iimfashini ezintsha - ukuze zifake kwi-workflow ngexesha elandelayo. Compound /workflows:compound Ukongezelela oku kwi-Claude Code yakho kulula: Okokuqala, ukongezelela i-marketplace kunye , kunye nokufaka i-plugin yenyewe nge- . /plugin marketplace add https://github.com/EveryInc/compound-engineering-plugin /plugin install compound-engineering Yintoni, ngoko ke kufanelekile ngexesha nje? I-typical workflow yam kuthetha oku: Nqakraza ukuvelisa i-function description ekhethekileyo kwi-user experience, i-layering kwi-critical technical context (ukuba ndinayo i-architectural vision). isebenza njenge "i-living memory", ebandakanya iinkqubo ezilungileyo ze-cross-project ezisetyenziswe kwi-stack yam: no-build, BEM, i-vanilla Rails, i-self-hosting, njl. CLAUDE.md Kubalulekile, zonke iiprojekthi ziquka i-CI script yendawo yokusebenza iimvavanyo kunye ne-linters. I-Test-Fix-Commit (i-Test-Fix-Commit) ifumaneka ngokucacileyo into yokwenza i-test ye-good, indlela yokubhaliweyo, kwaye ibonise i-test-fix-commit: ukuvalwa kwimveliso kunye ne-CI script ngaphambi kokuthintela i-repo. CLAUDE.md "Manual" ukucwangcisa ayikho typo apha. Ukusebenzisa izilwanyana okanye ukuhlanganiswa kwe-browser ye-native nge-Plugins ye-Chrome, i-Claude inokufunda ngempumelelo iintlobo ze-username. Ukuba utshintshe isicelo se-API-first, kunokuba lula - inokukwazi ukuqhuba iingcebiso kunye nokugqiba kwiingcebiso. Le phase manual kuyimfuneko yokuvimbela "i-test-passing optimization" kunye ne-hallucinations. Ingxelo Compound curl Ingxelo Compound Emva kokuba ndiza i-Claude usebenzisa i ifayibha kwaye uqhagamshelane ukwenza isakhiwo esitsha. Ukuba ndingathanda iimpawu ezininzi ngexesha elinye, ndiyifake isakhiwo esitsha usebenzisa isixhobo se-compound engineering (akukho isicelo se-slash esifanelekileyo, kodwa ukuba uqhagamshelane i-Claude ukuba uyenze, oku kutshintshisa isandla se-workflow efanelekileyo). --dangerously-skip-permissions Okokuqala, ndiza kuxhomekeke kwi-planning phase efanelekileyo: iimveliso Ukusetyenziswa Ukuba kufuneka. Kwimveliso, umgangatho kwimiphumo lokugqibela ilawulwe apha kwi-planning stage. /plan /plan_review /triage Xa iplani ibonakala kakuhle, ndiza Claude isebenza ngokuhambelana kwi-branch kwaye ayinxibelelana nam, ngenxa ye- Ukucinga /workflows:work --dangerously-skip-permissions Indawo elide kwaye enzima kakhulu kwinkqubo kuqala ngexesha i-coding yenzelwe "kuye" - ukubuyekeza kunye nokuVavanyelwa. Phambi ukuqala ukuVavanyelwa kweCode, ndibiza i-agent ukuvavanyela ukuba iimvavanyo ziye zithunyelwe (ngaphandle kwezicelo ezininzi ze-coding). , le ngxaki ikwazi ukuchithwa - I-AI ikhona ngokufanelekileyo njengomntu), isebenze usebenzisa i-CI script yam (eyenza i-linting kunye ne-test execution), kwaye zibonise ukuba zonke iimfuneko ezintsha ziquka. claude.md Emva koko, i-revision cycle ihamba ukusetyenziswa iimveliso Zonke iingxaki ezidlulileyo ziyafumaneka. Kwiimeko ezininzi iintlobo ezininzi ezidlulileyo; ngokuvamile, i-revision yokuqala ibonisa ukuba inkqubo epheleleyo iyiphi na ingxaki ezininzi, ezihlangene iziphumo ezininzi ukufumana imiphumo efanelekileyo. Ngokuqhelekileyo, zonke iingxaki ezihlangeneyo ngexesha le-revision kunye neengxaki ze-fixing kwi-triage stage zihlanganiswa nge- . /workflows:review /triage /resolve_parallel Ngaphandle kwe-local review, izixhobo ezimbini zincedisa ukuba ikhowudi isebenza: i-Bot review ye-Claude-powered kwi-GitHub kunye ne-Cursor BugBot. Ndiyakuthanda ukuba i-Cursor BugBot. Ndiyakuthanda ukuba i-cursor ye-BogBot ngenxa yokusebenza ngempumelelo kakuhle, ukugcina i-bugs ezininzi ezixhomekeke kunye ne-test. Zonke izixhobo zithunyelwe ngokuzenzakalelayo kwi-commit ye-branch. Ndicinga i-Claude ukhawuleza iingcebiso ze-PR: ukuba ziyafumaneka ezininzi, uye yenza iplani; ukuba iinyathelo ezininzi, ufakele ngokuthe ngqo ngaphandle kokufunda kwi-GitHub. Emva kwimeko ezininzi, ndingathanda i-manual test, kwaye ukuba yonke into ibonakala ngempumelelo, yonke into efunyenwe yi-deploying. Ukuba ndingathanda into efanelekileyo yokufunda ngexesha elandelayo, ndingathanda kuphela . /workflows:compound Iingxelo kunye neengxelo. Izixhobo elidlulileyo xa usebenzisa i-AI agents iingxaki yabantu. Umzekelo ukuba umntu kufuneka uqhagamshelane ngokugqithisileyo ngalinye iingxaki ye-agent iya kuba. Kwiimeko ezininzi iiprojekthi, i-value engundoqo ye-code inokukhawuleza. Uyakwazi ukufumana iiyure ezine ze-Cloude ngexesha elifanayo ukufundisa iindlela ezininzi ezininzi kwiingxaki elinye, ngoko nje ukhethe umngcali. Uyakwazi ukufundisa iingxaki ezincinane kunye nezifundo ezinokuthi awukwazi ukufumana kwi-real life. Uyakwazi ukufumana zonke iingxaki ziye ziye zithunyelwe-ukuba iinkcukacha ze-project yakho Iintsuku ezisixhenxe ze-cod review kunye neengcali kuphela ukuze ufumane imiphumo efanelekileyo? Akukho ingxaki, nto leyo kuphela ukucinga i-button ezilixhenxe. Iifayile ezilixhenxe ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi? Akunxibelelanisa - akukho umntu uya kubandakanya umgangatho weifayile ezininzi, ngenxa yokuba akukho umntu uya kubandakanya ngempumelelo. Yonke oku kuxhomekeke ukuba zibonise umsebenzi. Xa ama-agents zokusebenza ngokuhambelana, uya kufumana iintlobo ezininzi ze-micro-pauses kwi-workflow yakho. Ungayifumana nge-doomscrolling kwi-TikTok, kodwa kunzima kakhulu ukuqhuba i-instances ezininzi ze-Claude ngexesha elifanelekileyo, ukuqhuba i-git worktrees, kunye nokufumana imisebenzi ezininzi ngexesha elifanelekileyo. Ngaba kukho iinkcukacha ezifanelekileyo apha? 
 
 
 
 
 
 
 
 Ukubala ngakumbi kwegama, ndifuna ukufunda i-Dan Shipper's article "Compound Engineering: How Everything Codes With Agents" kwi-Every.to. Icebisa i-cycle ye-development ye-internal kwaye ibonise indlela leyo ivumela i-developer ye-solo ukuba isebenze kwi-scale ye-a-department. Kukho izicelo zokufaka kunye neengxaki ze-agent orchestration. Enye izinto - "The Story Behind Compounding Engineering", apho abaculi abahlanganisa iinkqubo, kuquka izifundo malunga ne-AI yokufunda iingxaki ze-code phambi. Ingaba unokufunda Reddit (r / ClaudeCode), apho iziphumo efanayo ziyafumaneka: abaninzi zithunyelwe ukuvelisa kwama-3-5x, ikakhulukazi kwi-code review kunye neengxaki ze-security. Kukho iividiyo ze-demo kwi-YouTube (isib. "Compound Engineering with Claude Code"), ezibonisa izifundo apho umntu omnye usebenza ngesantya we-team. Ukuba usebenzise wena, nqakraza iifayile ze-README kunye ne-CLAUDE.md kwi-repository kwi-GitHub - ziquka iifayile ze-checklists. I-Chain of Thought series ibonisa indlela yokwakha i-application architectures kwi-age ye-agents. I-plugin ivumela i-Claude ukuba usebenze iiyure ngaphandle kokusuka kwi-rails. "I-Compound Engineering: Yintoni yonke into nge-Agents" "I-Story Behind Compounding Engineering" Ukucinga "I-Compound Engineering kunye ne-Claude Code" iimveliso “I-Chain of Thought” I-plugin ivumela i-Claude ukuba usebenze iiyure ngaphandle kokusuka kwi-rails. malunga ne-Author , i-ex-fullstack dev, ex-fintech executive, ngoku umlawuli we-tech product, i-vibe-coding kunye ne-roR enthusiast. U-Ivan Kuznetsov U-Ivan Kuznetsov

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