I-I-Agent ye-Intelligent Intelligence (i-AI Agent) okanye i-Agent ye-Intelligent Intelligence (i-Agent ye-Intelligent Intelligence) ifumaneka kwiiminyaka emininzi ezidlulileyo, kwaye ukuba abantu abaninzi, i-I-Agent ye-Intelligent Intelligence (i-Intelligent Intelligence) ingasetyenziswa kwiimeko ezidlulileyo. Ndingathanda malunga ne-AI kunye ne-Large Language Models (LLMs), yaye ngoko ndiyaziqhelekanga kakhulu kwi-tools kunye ne-workflows njengezinye amaqela zayo. I-Self-Declared "I-Skeptic Cautious" Kwiintsuku ezidlulileyo, uThomas Ptacek wabhala , leyo iye yandisa iingcinga yam ukuba ukuyijabulisa indlela zokusebenza. Ufuna ukuba uqhagamshelane ne-agent Kwi-2025, ndicinga i-Thorsten Ball kwaye nangona ndingathanda kwaye ndingathanda ngexesha le-Thorsten, ndingathanda nangona ngexabiso efanelekileyo. Indlela yokufunda i-agent? Njengomdla yokuba "ukukhuthaza iingcingo" yintoni iingcingo kunye neendlela zokusebenza, ndicinga iiyure eziliqela ukubonisa iingcingo yokwakha - kwaye iye yandisa. Ndicinga ukuba lula ukuba utshintshele le y'all, kwaye ukhangele indlela unako ukufumana into ukusebenza ngokukhawuleza. Yintoni iRenovate? Kwiimeko ezininzi ezikhoyo, (aka Renovate CLI aka Renovate) iprojekthi ye-Open Source ye-updates ye-dependence kwiintlobo ze-package managers kunye ne-package ecosystems, kwi-9 i-platforms ezahlukileyo (i-GitHub, i-GitLab, i-Azure DevOps kunye neentlobo ezininzi), kwaye i-support ye-tune-updates ye-dependence yaye i-adjustment yayo yokuxhomekeke kwi-updates ye-dependence. Ukulungiselela I-Mend's Cloud-hosted Renovate isetyenziselwa i-1.3M+ i-repositories, kwaye i-Renovate CLI isetyenziswa ngama-millions ye-repositories ngokufanelekileyo. Yintoni i-Agent Nangona i-buzzword hype malunga neengcali, ndingathanda ukuba Ukunyaniseka kunye nokunyaniseka: Uhlobo lweSimon Willison Umdlali we-LLM isebenza izixhobo kwi-loop ukufumana inkxaso. Oku kuthatha i-LLM yethu kwaye inikezela ukufumana izixhobo (eyaziwa ngokuba yi-"instruments calling"), ezinikezelwa ngqo ( njengoko siya kukusebenza kwakhona) okanye nge . I-Model Context Protocol (i-MCP) isicelo Njengoko iimodeli ze-the-art ziquka ezidlulileyo kwi-"tool calling", oku kuthetha ukuba sinikezela iimodeli isixhobo, kwaye uyakwazi ukufumana indlela yokufaka. Yintoni nathi ukuvelisa? Ndingathanda ukuba indlela efanelekileyo yokufunda oku kuya kufundisa i-LLM ngakumbi malunga neendlela yokwenza i-Renovate configuration. Njengoko i-Renovate ibonelela ekhokelweni ezininzi kunye Ukucaciswa kwimveliso ngokufanelekileyo, kukho iindlela ezininzi ezahlukahlukeneyo zokufaka i-repository yakho. Iintlobo ze-Configuration I-LLM iye yaziwa kakuhle kwi-Renovate configuration ngokubanzi iinkcukacha zonyango zabo zokusebenza, kwaye ukuba zinokufumana i-web, i-documentation yethu yokusebenza, kodwa ayikho i-documentation epheleleyo ye-Renovate esetyenziselwa. Thina i-community emangalisayo, kwaye ngenxa yobungcali yobungcali yobungcali kwiprojekthi, kunokuba kunzima ukufikelela kwiimveliso ezidlulileyo - nangona kwakhona njengomnxeba! Ngokusho oku, ndingathanda kwiimfuneko ezilandelayo ndingathanda kwi-agent yam: umthamo ukuguqulwa i-agent kwi-Renovate version eyodwa Ukuphatheleka i-functionality eyenziwa kwisixaso Umthamo ukunceda ukuguqulwa kwe-configuration Ukulungiselela ukuba i-configuration efanelekileyo (ukusebenzisa i-renovate-config-validator, efakwe njenge-Renovate npm package) Umthamo yokubonisa ukuba iimveliso ze-configuration ziyafumaneka, ngokuchofoza i-renovate, kunye nokubonisa ukuba iimveliso ezidlulileyo ziyafumaneka, usebenzisa lo mveliso efanayo. Ukwakhiwa kwe-agent Ukwenza i-Input Loop Basic Okokuqala, ndiyibhele ngokugqithisileyo post yeThorsten (and Geoffrey Huntley's post) ) ukufumana i-shell esisiseko ye-agent yam up kunye nokuhamba. workshop, ngokusekelwe blog post Ukuze ukunceda ukuba kufuneka ukwenza i-Anthropic i-subscription eyahlukileyo, ndinike amaphuzu embalwa ukuze usebenzise i-AWS Bedrock setup yethu, kwaye i-up-and-running! I-post ye-Thorsten iyona elungileyo, kunye ne-step-by-step nature, efanayo ne-style yokubhaliweyo, inikeza isibini elungileyo kwi-basics. Ukufundisa i-agent yintoni i-config ye-"valid" ifumaneka Emva kokuba ndingathanda isilwanyana esisodwa esebenza kunye ne-read_file tool esincinane, ndisungula ukulungiselela ukufumana i-base-line yeyona nto i-model yaziwa malunga ne-Renovate configuration. Ndingathanda ukuba ezinye izicwangciso ezidlulileyo ziyafumaneka ukusetyenziswa iimpawu eziluncedo, ezaziwayo njengoko "i-power user" ye-Renovate, kodwa ayikho wonke umntu, kuze kube lula i-Renovate. Njengomdla ngokushesha, ngenxa yokuphuhlisa okuqhubekayo kweRenovate, sincoma ama-re-naming okanye i-refactor yeefayile. Ngaphandle kokwenza oku ukuguqulwa kwe-breakthrough, sinikezela i-automated Ukusetyenziswa kwe-Renovate, ukuba awukwazi ukuguqulwa kwifayile ye-configuration, ngoko ke, usebenzisa igama elitsha le-field ye-configuration. Oku kubandakanyeka xa i-Renovate isebenza, ukuze akugqiba abasebenzisi ukuvelisa iifayile ye-configuration ngokushesha - kodwa kunceda ukuba isetyenziswe kwi-repository. “Config ukuhambisa” I-Renovate inesiseko, leyo kunokufumana xa usebenzisa i-configuration ebhalisiweyo, kodwa kunokufumana xa usebenzisa into ebhalisiweyo leyo kufuneka ukuguqulwa kwe-configuration. renovate-config-validator I-Renovate-y yokuqala yaye ndicinga ukongeza kwi-agent , ukufundisa i-LLM indlela yokubeka ukuba ibonelela kuphela, ukuguqulwa kwakhona. validate_config Emva kokuvelisa isixhobo kunye nokuvelisa kwi-LLM, ndingathanda ukuba i-LLM isebenzisa isixhobo ngokufanelekileyo, kodwa ayibonakalisa ukuba awunayo iingcebiso malunga ne-config migration. Ukukhuthaza i-agent ukuyifaka oku ngokucacileyo, ndingathanda ukuba inkxaso lwekhompyutha yam kubandakanya: [...] Uya kufuneka uqiniseke ukuba nayiphi na iinkonfiguration ufumane ngoko kuvalwa ngu izixhobo, kwaye ukuba nayiphi na ukuguqulwa ye-configuration efunyenwe kwisibhozo ifunyenwe - akufutshane abasebenzisi nge-configuration eyenza ukuguqulwa! Ukulungiselela Ukulungiselela Ukungabonakali, i-agent iye yenza kakhulu, kwaye iye yenza i-config kwi-migrated form 🎉 Nge-functionality eyona, i-agent yaba kakhulu kakhulu kakhulu, njengoko ngoku akakwazi "ukukhusela" i-field ye-configuration kunye nokuguqulwa kubasebenzisi, njengoko kuqhutywa nge-configuration. , ufumane ukuba i-config ebhalisiweyo, kwaye uqhagamshelane kwakhona, ngexesha ukuba i-config efanelekileyo. validate_config Ukupholisa i-text rendering Kule ngexesha, naluphi na umnxeba owaziwa ukufumana imibuzo emangalisayo kwimibuzo yam, kunye nokunikezela isakhiwo esifanelekileyo, kwaye ndingathanda ukuqala ukusetyenziswa kwakhona. I-LLM ikakhulukazi ithatha imibuzo kunye ne-Markdown, kwaye nangona i-second nature yokufunda, ndiyabakhokelela ukuba ifumaneka kwi-Markdown, ikakhulukazi njengoko sinayo iibhayisikili ezininzi ukwenza oku! Kule ngexesha, ndinxalenye kwi Charm Bracelet's library ukuguqulwa Markdown, okuholela ukuguqulwa ukusuka: Ukucinga Ukusuka kwiphepha elungileyo: Ukupakisha izixhobo Ndingathanda ukuba ndingathanda ngakumbi kwi-versions ye-Renovate, i-tooling kunye ne-documentation yayo, kodwa ayikwazi ukwenza oku ngempumelelo xa ndingathanda kwi-versions ezininzi ze-Renovate ezisekelwe kwikhompyutha yam. Ukunciphisa iiphakheji, ndiza kuqala ukuvelisa umfanekiso we-Docker ebonakalayo ebonakalisa i-agent yam: ukuba inguqulelo elifanelekileyo ye-renovate-config-validator eyakhiwe ukufumana le version ye-Renovate ethu isebenze (kuba uqhagamshelane ne-agent) Ukuba unayo i-docs yesixazululo yesixazululo esithathwe Ngoku kuba inguqulelo elibizayo ye-Renovate, ndicandisa i-system prompt yokubonisa i-agent ukuba: 		System: []anthropic.TextBlockParam{
			// ...
			{
				Text: "Renovate is a fast-moving project, so you may know about outdated configuration at any time. You are currently running as Renovate " + a.meta.Version + ", which may not be the latest at this point in time. [config validation prompt as above]",
			}
 Ukucinga Ukucinga docs I-step elandelayo ye-logic iya kuba ukuba i-LLM iyakwazi ukuyisebenzisa i-documentation ye-Renovate eyodwa ngokufanelekileyo, kwaye iyakwazi ukufumana iimeko ze-usage ze-configurations ezahlukahlukeneyo ukuze zibonise iimpendulo zayo. Ukusetyenziswa a isixhobo, nto leyo uyavumela zonke iidokhi (~66k iinjini Markdown), leyo akugqithisileyo, kuba LLMs zithembisa iinkcukacha ezincinane (AKA "i-context window") yayo, kwaye ukuphazamiseka ukuba idatha emininzi iya kuthatha imali emininzi, kunye nokunciphisa iinkcukacha ezisetyenziswayo ukuxhaswa kwinxalenye yexabiso. read_docs Ngaba ufuna ukuyifunda , leyo kunokuba yiphepha elula yeendokhumenti, leyo ngexesha ~13k iinjini Markdown, ngoko ndingathanda ukuba ndingathanda indlela yokuhlala le ifayile ngexesha elula ukuba i-LLM uyakwazi ukuchithwa. Izixhobo ze-repository config Yinto yeyona ngaba awukwazi ukuyisombulula, kodwa kubalulekile ukuba uyifunze indlela yokuhlanganisa iifayile ezinkulu kwizinga ezincinane ezisebenza kakuhle kwi-LLMs, kwaye ngoko ke abantu. Ndizama ukuqalisa a isixhobo, leyo inokufumanisa zonke iifayile kwi ifayile (kuveliswa kwi-GitHub ye-Renovate), yaye ngoko kunokuba usebenzise ukufumana ifayile eyodwa, nangona nayiphi na iingxaki ze-context length zithintela iifayile ze-docs. list_docs docs read_file Ukusebenza ngokwenene Renovate Izixhobo lokugqibela ngaba ndingathanda ukuvelisa i-Renovate (i-dry run mode) kwaye uyifumana ukuba iimveliso ezidlulileyo ezidlulileyo. Ukwenza oku njengomntu, ndiza kuqhuba Renovate kwi umzila, yaye nqakraza i-logs ukuze ubone ukuba ukuguqulwa kwakhona. Ukucinga Ukucinga Khangisa, i-agent ingathanda ukwenza ngokugqibeleleyo, nge-instrument call, Ukusebenza i-Renovate CLI kwi-copy ye-repository ye-local, ngokuxhomekeke kwi-configuration eyenza i-agent. run_renovate Emva kokuphumelela i-command, i-agent ibonelela i-log line ezizodwa ( ) leyo inikeza ulwazi malunga neefayile Renovate iye yandiswe, kunye neentlawulo efanelekileyo ezaziwa, kwaye iyasetyenziswa kakhulu ekubunjweni. packageFiles with updates Njengoko sinokufumana, zonke izixhobo ezininzi ezinikezwayo ezinikezelwa kwi-agent iye yenza i-powerful, kwaye ndiqala ukubonisa ukuba kunokufumaneka ngakumbi ukuba, ngoko ke, ukongezelela i-regex ukucacisa i-regex. inguqulelo A uya kufumana i-version yamanje kunye ne-updates ze-version ezidlulileyo. golangci-lint Makefile Ngaba awukwazi ukucacisa i-system prompt ukufundisa ngokucacileyo into efunyenwe xa ndingathanda xa ndingathanda kwi-log lines, kodwa kubalulekile ukuba ungenza kakhulu. Ukufundwa Ngexesha le nqubo, ndiyafundisa kakhulu malunga neengcali kunye ne-LLMs, kwaye ndifundiswa ukuba akukho "magic" kakhulu njengoko ngexesha elinye, kwaye ukuba kunokuba lula ukwenza into emangalisayo. Ukukhangisa ngokucacileyo Ndingathanda ukuba ndingathanda indlela elula ukufikelela kwi-agent ephantsi (ngokusekelwe kwi-post ye-Thorsten) kwaye ngoko ke i-Go yaba kuphela iiyure ezininzi ezininzi ezininzi yokufika kwimiphumo yokugqibela, kuxhomekeka kwi-700 iiyure ye-code. Ndingathanda ukuba izinto ezininzi ziyafumaneka kwi-LLM phantsi kwe-cap, kodwa ibonakala! Incremental ukwakhiwa fun Ndingathanda ngokwenene ukufumana njani iimveliso ezininzi ezifana nokongeza isixhobo esitsha okanye ukuguqulwa kwe-system prompt kunceda ukwandisa ukusebenza kwimveliso jikelele. Njengoko ndinika iimveliso, ndidlulisa izixazululo efanayo ukufumana umngcipheko (kuba ukufumana i-LLMs ayikho-deterministic). Ukufumana i-UX efanelekileyo kulula nge-agent eyenziwe Xa unayo i-agent eyenziwe kwiimfuneko ezizodwa, unokukwazi ukulawula ngokukhawuleza ukuba oku kuba. Kwimeko yam, sisebenza ngokubanzi iifayile ye-JSON ebonakalayo kwi-repository, kunye nokufunda iingxaki ze-Renovate CLI emva kwezingxaki zayo. Ndingathanda ukuvelisa ngoku, kodwa into ndingathanda ukuba i-side panel kwi-interface ye-agent, nto leyo ibonisa i-Renovate yeshishini elidlulileyo, ngoko kuxhomekeke ngexesha elidlulileyo, ngoko kuxhomekeke kwi-feedback ye-LLM, kuxhomekeke kwi-UI. Umgangatho ebuthandayo Njengoko kwangaphambili, ukucwangcisa ubungakanani umxokozelo lethu kunye ne-context window ye-LLM iye yinto engapheliyo. Ukongezelela oku kwimveliso ukuba ezinye iilwimi ze-log ye-Renovate ziyafumaneka kakhulu (ngakumbi kwi-repository elikhulu) kwaye ngoko ke sinayo izindawo ezongezelelweyo ukufikelela indlela yokunciphisa ukusetyenziswa kwe-token ngexesha elifanelekileyo. Ndiya kufumanisa ukuba nangona i-system prompt yam uhamba i-LLM ukuya kwi-action elifanelekileyo esekelwe kwi-formulations (i.e. kwi-JSON Schema esetyenziswa kwi-definition ye-tool eyodwa), ngamanye amaxesha ndiza ukuba ndiza kakhulu, i-i.e. Ukuba ndingathanda ukuba uqhuba . can you lookup what updates are available --dry-run=lookup Oku kunokuba i-MCP Server Ziziphi na abathengi abaziwayo kwi-LLMs, i-agents, kunye ne-Model Context Protocol uya kufumana ukuba ininzi le nto ayikho ngokwenene yi-agent-specific, kwaye ukuba izixhobo zibe ziye zithunyelwe kwi-MCP Server. Yeyona ngokupheleleyo iplani, kodwa ngexesha le post blog, kubalulekile ukuba ibonisa ukuba kulula ukuvelisa yonke into kwinqanaba elinye, ngaphezu kokufunda ukongeza i-MCP server ebonakalayo ukuxhaswa. Ngaba ndiya kufuneka uyenze ngaphezulu Ngoku, ngoko ke kukho izinto ezininzi ezininzi iingcebiso iingcebiso! Ngaba ndiyabakhokela indlela yokusetyenziswa ukwandisa ubomi yami, ekusebenziseni njenge-Renovate Community Manager, ukufumana imibuzo yabasebenzisi. Kwaye ukugcina imibala yakho, ndifuna kakhulu ukuba ufumane le Open Source'd xa kwindawo elungileyo. Ukucinga Njengomntu owenziwe kakhulu kunye ne-LLMs kunye neengcali, ndiye ndingathanda ukuba ndingathanda ukuba ndingathanda kakhulu. Ndiyathanda enye ingxelo ukuba kufuneka ukwakha i-agent. U-Jamie Tanna I-Senior Developer kunye ne-Open Source Project Maintenance U-Jamie u-manager ye-Mend Renovate, apho umqhubi umlawuli we-community, ngoko uya kufumaneka! Ukugcina iiprojekthi ze-Open Source unokufunda kwi-decade edlulileyo, kwaye ungenza iinyanga ezidlulileyo ze-5 ezisebenza kakhulu kwi-Open Source. kwimeko yokulawula iingxaki kunye nokunceda iimveliso ukudlulisela i-software engcono.

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Yintoni ndingathanda ukuvelisa i-agent ye-Renovate config (njenge-sceptic efanelekileyo ye-AI)

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