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Wetin na ɛjɛntik injinɛri?

Kɔmɛnt dɛn

16 min read Via simonwillison.net

Mewayz Team

Editorial Team

Hacker News

Wetin na Ejentik Ɛnjinia?

Insay di res fɔ bil smat, mɔ ɔtonamɛnt biznɛs, wan nyu paradaym de kɔmɔt na di wɔl fɔ atifishal intɛlijɛns: ɛjɛntik injinɛri. I ripresent wan fondamental shift frɔm jɔs yuz AI tul fɔ du isol wok, to akitɔk ɔl sistɛm dɛn fɔ intɛligent, kɔlabɔraytiv ɛjɛn dɛn we kin rizin, plan, ɛn ɛksɛkutiv kɔmpleks wokflɔ wit smɔl mɔtalman intavɛnshɔn. Imajin nɔto jɔs wan chatbot we de ansa sɔpɔt tikɛt, bɔt wan sɛlf-ɔkestrayt nɛtwɔk fɔ spɛshal AI "wokman dɛm"—wan we de triaj di prɔblɛm, ɔda wan we de analayz di kɔstɔma in istri, wan tɔd we de draft wan sɔlvishɔn, ɛn wan supavaysa we de mek shɔ se kwaliti ɛn ɛskalayt ɔl we i rili stɔp. Dis na di prɔmis fɔ ɛjɛntik injinɛri, ɛn i de ridifayn aw wi de tink bɔt ɔpreshɔnal efyushɔn ɛn biznɛs prɔses ɔtomɛshɔn.

Biyɔn Ɔtomɛshɔn: Frɔm Tul to Timmet

Tradishɔnal ɔtomɛshɔn, lɛk rul-bɛs rɔbɔt prɔses ɔtomɛshɔn (RPA), de fala strikt "if-dis-dɛn-dat" lɔjik. I sabi du tin dɛn we pɔsin kin du we i de ripit, we pɔsin kin ebul fɔ tɔk bɔt bɔt i kin brok we i gɛt sɔntin fɔ du wit tin we nɔ klia ɔ we i de chenj. Ejentik injinɛri de muv pas dis rigiditi. I de yuz big langwej mɔdel (LLM) ɛn ɔda AI fɔ mek ɛjɛn dɛn wit ki kapabiliti: persepshɔn fɔ ɔndastand dɛn envayrɔmɛnt (data, yuz rikwest, sistɛm stetɔs), planin fɔ brok dɔŋ gol dɛn insay stɛp dɛn, akshɔn fɔ yuz tul ɛn API fɔ afɛkt chenj, ɛn riflɛkshɔn fɔ evalyu autkam ɛn ajɔst kɔs. Dis nɔto tul dɛn; dɛn na proaktiv, rizin ɛniti dɛm we kin ebul fɔ handle variability ɛn mek disizhɔn insay difayn bɔda, we de akt mɔ lɛk kapable dijital tim mɛmba dɛm pas simpul skript dɛm.

"Ejentik injinɛri nɔto fɔ bil wan, wan wan AI. Na fɔ disayn ɛkosistim dɛn we spɛshal, kɔlabɔrayt intɛlijɛns dɛn we de mirɔ di divɛlɔpmɛnt pan wok ɛn tim wok we dɛn kin fɛn na mɔtalman ɔganayzeshɔn dɛn we de wok fayn fayn wan." we yu kin yuz

Di Kɔr Prinsipul dɛm fɔ wan Ejen Sistɛm

Fɔ bil ifektiv ɛjɛntik sistɛm dɛn nid fɔ gɛt spɛshal akitɔkchral maynd. Saksesful implimentishɔn dɛn kin tipikul bil pan sɔm fawndeshɔn prinsipul dɛn:

    we dɛn kɔl
  • Spɛshalayzeshɔn: Dɛn mek ɛjɛn dɛn wit spɛshal wok ɛn ɛkspɛriɛns (e.g., risach ɛjɛn, validɛshɔn ɛjɛn, kɔmyunikeshɔn ɛjɛn), we de mek dɛn ebul fɔ wok fayn ɛn kɔrɛkt.
  • Ɔkestrashɔn: Wan fɔm, we dɛn kin kɔl "kru" ɔ "swam," de manej di wokflɔ, de gi wok bitwin di ɛjɛn dɛn ɛn mek shɔ se dɛn wok togɛda fayn fayn wan.
  • Tul Yuz: Ejen dɛn gɛt di abiliti fɔ yuz sɔftwɛl tul dɛn—databas, kɔlkyulɛta, API, wɛb brawza—fɔ gɛda infɔmeshɔn ɛn ɛksɛkutiv akshɔn dɛn na di dijital wɔl.
  • Mεmori & Kכntekst: Ejen dεm de kip sכt tεm εn lכng tεm mεmכri, we de alaw dεm fכ lan frכm intarakshכn, mεnten kכntekst כlsay we dεn de tכk כ projεkt, εn impruv as tεm.

Transfɔm Biznɛs Ɔpreshɔn

Di prɛktikal aplikeshɔn dɛm fɔ ɛjɛntik injinɛri na bɔku bɔku wan. Insay di kastoma ɔpreshɔn, wan ɛjɛntik sistɛm kin ebul fɔ handle wan kɔmpleks ritɔn riŋwe bay we i de chɛk invɛntari, validet di polisi, bigin fɔ pik-ap na westɛm, ɛn ɔpdet di CRM—ɔl dis na wan tɔk we nɔ gɛt wan prɔblɛm. Insay makɛt, wan swam ɔf ɛjɛn dɛn kin ɔtonamɛnt fɔ analayz kampen pefɔmɛns, ajɔst bid, jenarayz A/B tɛst kɔpi, ɛn kɔmpilayt wan ripɔt. Fɔ di prodak tim dɛn, di ɛjɛn dɛn kin kɔntinyu fɔ triz bɔg ripɔt dɛn, prɔyoritɛt dɛn agens di rodmap, ɛn ivin draft di fɔs kɔd fiks dɛn. Di kɔmɔn trɛd na di ɛnd-to-ɛnd hanlin fɔ mɔlti-stɛp prɔses dɛm we nid fɔ jɔj ɛn akses to bɔku sistɛm dɛm, we de fri mɔtalman talɛnt fɔ ay-lɛv strateji ɛn kriyaytiv prɔblɛm-sɔlv.

Bil Yu Ejen Fiuja wit Mewayz

Fɔ implimɛnt ɛjɛntik injinɛri kin saund lɛk wok fɔ Silicon Valley jayant dɛm, bɔt modular biznɛs ɔpreshɔn sistɛm dɛn de mek dis pawaful paradaym aksesbul. Dis na di say we wan pletfɔm lɛk Mewayz kin bi instrɔmɛnt. Mewayz de gi di impɔtant modular infrastukchɔ—di sikyɔriti data layt, di prɛ-kɔnekt tul intagreshɔn, ɛn di ɔkestreshɔn fremwɔk—we biznɛs dɛn kin bil ɛn diploy dɛn yon kɔstɔm ɛjɛntik tim dɛn pan. Insted fɔ res wit lɔw-lɛvɛl API kɔd ɛn sikyɔriti protɔkɔl, tim dɛn kin yuz Mewayz in modular OS fɔ disayn ɛjɛntik wokflɔ dɛn we dɛn de si, difayn spɛshal rol dɛn, asaynd dɛn di rayt tul dɛn frɔm di Mewayz laybri, ɛn sɛt dɛn kolaboreshɔn lɔ dɛn. Dis de ridyus di kɔmplisiti ɛn kɔst fɔ enta di ɛjɛntik tɛm bad bad wan, we de alaw kɔmni dɛn fɔ pe atɛnshɔn fɔ disayn intɛligent prɔses dɛn we de ɛp dɛn dairekt wan fɔ mek dɛn gɛt dɛn yon kɔmpitishɔn advantej. Insay di men tin, Mewayz de gi di plegrɔun we yu kin trɔst, we gɛt kɔnɛkshɔn usay yu ɛjɛntik wokman dɛn kin lan, wok togɛda, ɛn drayv ɔtonamɛnt ɔpreshɔn.

Di fiuja fɔ biznɛs prodaktiviti nɔ de pan ɔtomatik wok dɛn, bɔt na fɔ ɔtonam fɔ manej di prɔses dɛn. Ejentik injinɛri na di blueprint fɔ da fiuja de, we de tɔn statik softwe to dinamik, intɛligent ɔpreshɔn. Bay we dɛn adopt wan modular pletfɔm we dɛn mek fɔ dis nyu rialiti, biznɛs kin bigin fɔ kɔnstrɔk dɛn ɛjɛntik kapabiliti tide, wan intɛligent wokflɔ wan tɛm.

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Kwɛshɔn dɛn we dɛn kin aks bɔku tɛm

Wetin na Ejentik Ɛnjinia?

Insay di res fɔ bil smat, mɔ ɔtonamɛnt biznɛs, wan nyu paradaym de kɔmɔt na di wɔl fɔ atifishal intɛlijɛns: ɛjɛntik injinɛri. I ripresent wan fondamental shift frɔm jɔs yuz AI tul fɔ du isol wok, to akitɔk ɔl sistɛm dɛn fɔ intɛligent, kɔlabɔraytiv ɛjɛn dɛn we kin rizin, plan, ɛn ɛksɛkutiv kɔmpleks wokflɔ wit smɔl mɔtalman intavɛnshɔn. Imajin nɔto jɔs wan chatbot we de ansa sɔpɔt tikɛt, bɔt wan sɛlf-ɔkestrayt nɛtwɔk fɔ spɛshal AI "wokman dɛm"—wan we de triaj di prɔblɛm, ɔda wan we de analayz di kɔstɔma in istri, wan tɔd we de draft wan sɔlvishɔn, ɛn wan supavaysa we de mek shɔ se kwaliti ɛn ɛskalayt ɔl we i rili stɔp. Dis na di prɔmis fɔ ɛjɛntik injinɛri, ɛn i de ridifayn aw wi de tink bɔt ɔpreshɔnal efyushɔn ɛn biznɛs prɔses ɔtomɛshɔn.

Biyɔn Ɔtomɛshɔn: Frɔm Tul to Timmet

Tradishɔnal ɔtomɛshɔn, lɛk rul-bɛs rɔbɔt prɔses ɔtomɛshɔn (RPA), de fala strikt "if-dis-dɛn-dat" lɔjik. I sabi du tin dɛn we pɔsin kin du we i de ripit, we pɔsin kin ebul fɔ tɔk bɔt bɔt i kin brok we i gɛt sɔntin fɔ du wit tin we nɔ klia ɔ we i de chenj. Ejentik injinɛri de muv pas dis rigiditi. I de leva big langwej mɔdel (LLM) ɛn ɔda AI fɔ mek ɛjɛn dɛn wit ki kapabiliti: fɔ ɔndastand dɛn envayrɔmɛnt (data, yuz riŋwe, sistɛm stetɔs), plan fɔ brok dɔŋ gol dɛn to stɛp, akshɔn fɔ yuz tul ɛn API fɔ afɛkt chenj, ɛn riflɛkshɔn fɔ evalyu di autkam ɛn ajɔst di kɔs. Dis nɔto tul dɛn; dɛn na proaktiv, rizin ɛniti dɛm we kin ebul fɔ handle variability ɛn mek disizhɔn insay difayn bɔda, we de akt mɔ lɛk kapable dijital tim mɛmba dɛm pas simpul skript dɛm.

Di Kɔr Prinsipul dɛm fɔ wan Ejen Sistɛm

Fɔ bil ifektiv ɛjɛntik sistɛm dɛn nid fɔ gɛt spɛshal akitɔkchral maynd. Saksesful implimentishɔn dɛn kin tipikul bil pan sɔm fawndeshɔn prinsipul dɛn:

Transfɔm Biznɛs Ɔpreshɔn

Di prɛktikal aplikeshɔn dɛm fɔ ɛjɛntik injinɛri na bɔku bɔku wan. Insay di kastoma ɔpreshɔn, wan ɛjɛntik sistɛm kin ebul fɔ handle wan kɔmpleks ritɔn riŋwe bay we i de chɛk invɛntari, validet di polisi, bigin fɔ pik-ap na westɛm, ɛn ɔpdet di CRM—ɔl dis na wan tɔk we nɔ gɛt wan prɔblɛm. Insay makɛt, wan swam ɔf ɛjɛn dɛn kin ɔtonamɛnt fɔ analayz kampen pefɔmɛns, ajɔst bid, jenarayz A/B tɛst kɔpi, ɛn kɔmpilayt wan ripɔt. Fɔ di prodak tim dɛn, di ɛjɛn dɛn kin kɔntinyu fɔ triz bɔg ripɔt dɛn, prɔyoritɛt dɛn agens di rodmap, ɛn ivin draft di fɔs kɔd fiks dɛn. Di kɔmɔn trɛd na di ɛnd-to-ɛnd hanlin fɔ mɔlti-stɛp prɔses dɛm we nid fɔ jɔj ɛn akses to bɔku sistɛm dɛm, we de fri mɔtalman talɛnt fɔ ay-lɛv strateji ɛn kriyaytiv prɔblɛm-sɔlv.

Bil Yu Ejen Fiuja wit Mewayz

Fɔ implimɛnt ɛjɛntik injinɛri kin saund lɛk wok fɔ Silicon Valley jayant dɛm, bɔt modular biznɛs ɔpreshɔn sistɛm dɛn de mek dis pawaful paradaym aksesbul. Dis na di say we wan pletfɔm lɛk Mewayz kin bi instrɔmɛnt. Mewayz de gi di impɔtant modular infrastukchɔ—di sikyɔriti data layt, di prɛ-kɔnekt tul intagreshɔn, ɛn di ɔkestreshɔn fremwɔk—we biznɛs dɛn kin bil ɛn diploy dɛn yon kɔstɔm ɛjɛntik tim dɛn pan. Insted fɔ res wit lɔw-lɛvɛl API kɔd ɛn sikyɔriti protɔkɔl, tim dɛn kin yuz Mewayz in modular OS fɔ disayn ɛjɛntik wokflɔ dɛn we dɛn de si, difayn spɛshal rol dɛn, asaynd dɛn di rayt tul dɛn frɔm di Mewayz laybri, ɛn sɛt dɛn kolaboreshɔn lɔ dɛn. Dis de ridyus di kɔmplisiti ɛn kɔst fɔ enta di ɛjɛntik tɛm bad bad wan, we de alaw kɔmni dɛn fɔ pe atɛnshɔn fɔ disayn intɛligent prɔses dɛn we de ɛp dɛn dairekt wan fɔ mek dɛn gɛt dɛn yon kɔmpitishɔn advantej. Insay di men tin, Mewayz de gi di plegrɔun we yu kin trɔst, we gɛt kɔnɛkshɔn usay yu ɛjɛntik wokman dɛn kin lan, wok togɛda, ɛn drayv ɔtonamɛnt ɔpreshɔn.

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