N bɛ porogaramuw sɛbɛn cogo min na ni LLMw ye

ne bɛ porogaramuw sɛbɛn cogo min na ni LLMw ye

San caman kɔnɔ , porogaramu sɛbɛnni tun ye bololabaara ye min tun bɛ a kelen na kosɛbɛ , min tun bɛ fɛn fitininw ɲini . Flow cogoya tun ye senuma ye, wa tigɛtigɛ o tigɛcogo — daɲɛgafe min ɲinɛna, boilerplate sigicogo sɛgɛnnen — o tun bɛ se k’a tiɲɛ. Bi, ne ka taabolo tɛ kelen ye kosɛbɛ. N ye Large Language Models (LLM) don ɲɔgɔn na i n’a fɔ jɛɲɔgɔn, ka n ka teliya dɔrɔn tɛ, nka ka n ka miirili jɔcogo yɛrɛ sɛmɛntiya. A ka dɔgɔ ni grinding through code ye, wa a ka ca ni orchestrating intelligent systems ye. Nin jiginni in de y’a to tigitigi plateformes i n’a fɔ Mewayz bɛ mankan bɔ n kɔnɔ ; u b’a faamu ko bi jagokɛminɛnw man kan ka kɛ kɛlɛbolo kelenw ye, nka u ka kan ka kɛ sigidaw ye minnu bɛ se ka wuli ka bɔ u nɔ na, ​​minnu bɛ se ka labɛn, minnu bɛ ladamu paradigme kuraw la. N bɛ LLMw ta cogo min na walasa ka porogaramuw dilan nin waati kura in na, o filɛ nin ye.

ka bɔ fɛn dilannikɛla la ka taa a bila sɛbɛnnikɛla la : ka ɲɛsin bolodacogo ɲɛfɔli ma

Yɛlɛma min ka gɛlɛn kosɛbɛ, o ye ne bɛ daminɛ yɔrɔ min na. N tɛ IDE da wuli tugun ka kalasi sɛbɛnni daminɛ. O nɔ na, ​​n bɛ barokɛyɔrɔ dɔ da wuli ka gɛlɛya ɲɛfɔli daminɛ tubabukan gansan na. N bɛ modulu in kuntilenna fɔ, a dontaw, a bɔlenw, ani jago siratigɛ la hadamaden ta fan fɛ. N bɛ tech stack ɲɛfɔ, misali minnu bɛ tali kɛ o la, ani wajibi minnu tɛ baarakɛcogo ye. LLM bɛ baara kɛ i n’a fɔ prototype rapide, ka nin lakali in tigɛli kɛ kode sɛbɛn fɔlɔ ye. O bɛ jɛya min tɛ se ka da a la, o wajibiya ka kɔn o ɲɛ; ni n ma se k' a ɲɛfɔ ka jɛya modeli la , hakilina ma labɛn . O ye wale ye min bɛ Mewayz ka hakilila modulari jira—i bɛ baarakɛcogo jɛlenw, yɛrɛmahɔrɔnyalenw ɲɛfɔ yɔrɔ min na sanni i ka hami u waleyali la.

Baroko segin-ka-bɔnye : Saniyali ni tiɲɛni

Kode fɔlɔ sɛbɛnfura tɛ dafalen ye abada, wa o de ye a kun ye. Maji lakika bɛ Kɛ baro segin-segin na min bɛ Nà o kɔ fɛ. Nin yɔrɔ in de la n bɛ wuli ka bɔ fɛn dilannikɛla la ka kɛ sɛbɛnnikɛla ye. N bɛ kode boli, ka fili walima edge case sɔrɔ, ka sɔrɔ ka baro kɛ ni LLM ye walasa k’a labɛn. Laɲiniw bɛ kɛ tigitigi ye: "Baara bɛ dɛsɛ ni baarakɛlaw ka lisi lankolon don. A ladilan walasa ka fɛn kɔrɔ dɔ segin ani ka lasɔmini sɛbɛn." LLM bɛ hakilina di o labɛnni kan, tuma caman na, a bɛ hakilinaw ɲɛfɔ. O kɔ-ni-kɔ in bɛ debugging ni refactoring teliya kosɛbɛ. A bɛ i n’a fɔ porogaramukɛla fila bɛ n bolo min bɛ API sɛbɛn bɛɛ hakili jigin o yɔrɔnin bɛɛ la min sɛbɛnna, o b’a to n bɛ se ka n sinsin hakilijagabɔ sanfɛla ni sistɛmu dilanni kan.

dɔ farali , a tɛ fɛn bila a nɔ na : Hadamaden min bɛ lupu kɔnɔ

A nafa ka bon kosɛbɛ k' a fɔ ko LLM tɛ fɛn laban sɛbɛn ; Ne bɛ. A bɛ dɔ fara ne ka sekow kan. N bɛ baara kɛ n’a ye baara segin-ka-bɔnyew kɔrɔtacogo gɛlɛnw kama ani ɲinini fɔlɔw, nka fɛn dilanni latigɛ labanw, lakana lajɛw, ani jagokɛlaw ka hakilinata jɛlenw nuanced, olu ye ne ta ye. Modeli bɛ se ka fɛɛrɛ saba lawuli walasa ka fɛn dɔ waleya; N b’u jateminɛ ka da baarakɛcogo kan, u ladoncogo kan, ani u bɛ bɛn cogo min na sigida belebeleba kɔnɔ. Nin hadamaden-kɔnɔ-model in bɛ jogoɲumanya ni tigiya sabati. O hukumu kɔnɔ, kode min dilannen don, o bɛ kɛ modulu yɔrɔ wɛrɛ ye min ka kan ka jateminɛ ani ka don ɲɔgɔn na — taabolo min bɛ kɛ i n’a fɔ a bɛ kɛ cogo min na ni a bɛ baara kɛ OS sɛgɛsɛgɛlen kɔnɔ i n’a fɔ Mewayz, yɔrɔ min na baarakɛminɛnw ni kunnafonidilan suguya wɛrɛw bɛ jateminɛ kɛ tuma bɛɛ ani ka ɲɔgɔn don ɲɔgɔn na.

Ne ka LLM-powered baarakɛcogo sɛgɛsɛgɛli

Fɛn kura walima modulu kura danma dɔ kama, ne ka taabolo bɛ tugu nin wale ninnu kɔ tuma bɛɛ sisan :

• Articulate : ka kan gansan ɲɛfɔli dafalen sɛbɛn baro kɔnɔ .
• Jɛkulu : LLM ka waleyali sɛbɛn fɔlɔ ni kɔrɔbɔli jɔnjɔnw bɔ .
• ɲininkali kɛ : A ɲini modɛli fɛ a ka dakun gɛlɛnw ɲɛfɔ ani ka hakilinaw di optimisations .
• Jɛɲɔgɔnya : ka kodɔn fara ɲɔgɔn kan bolo la , k' a lajɛ n' a bɛ bɛn porozɛ in kɛcogo n' a sariyaw ma .
• Lakanali & Seginkanni : Ka seginkanni kɛ ka ɲɛ, bololabaarakɛlaw ka lakana, dakunw, ani jagokɛlaw ka hakilinaw tiɲɛni.

ye

"LLM tɛ dabɔbaa bila a nɔ na; a bɛ dabɔbaa jɔyɔrɔ ɲɛfɔ kokura ka bɔ daɲɛgafe sɛbɛnbaga la ka se sistɛmuw ka fɛɛrɛbɔla ma."

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Siniko ye Composable ye

Nin ​​jiginni in n ka bololabaara la, o b’a jira ko fɛn dɔ jiginna kosɛbɛ porozɛw dilanni na ka taa dɔnkilidacogo ni dɔnkilidacogo sanfɛla la. Porozɛw sɛbɛnni ni LLMw ye, o tɛ kodɔn wale raw ye, wa a ka ca ni baarakɛcogo hakilitigiw dilanni ye, ka bɔli kɛ, ani ka gɛlɛyaw ɲɛnabɔ. A bɛ fanga di n ma ka sigida barikama caman jɔ joona ni dɔnniya doni bɔli ye. O bɛ bɛn kosɛbɛ ni jago OS modulari yeli ye. I n’a fɔ Mewayz bɛ se ka jagokɛlaw dɛmɛ u k’u ka baarakɛcogo labɛn ka bɔ modulu ɲumanw na cogo min na, LLMw b’a to n ka porogaramuw labɛn ka bɔ baro hakilitigiw la, ka kode labɛnni ni dɔnniya jugu fara ɲɔgɔn kan walasa ka min bɛna kɛ kɔfɛ, o jɔ.

Ɲininkali minnu bɛ kɛ tuma caman na

n bɛ porogaramuw sɛbɛn cogo min na ni LLMw ye

San caman kɔnɔ , porogaramu sɛbɛnni tun ye bololabaara ye min tun bɛ a kelen na kosɛbɛ , min tun bɛ fɛn fitininw ɲini . Flow cogoya tun ye senuma ye, wa tigɛtigɛ o tigɛcogo — daɲɛgafe min ɲinɛna, boilerplate sigicogo sɛgɛnnen — o tun bɛ se k’a tiɲɛ. Bi, ne ka taabolo tɛ kelen ye kosɛbɛ. N ye Large Language Models (LLM) don ɲɔgɔn na i n’a fɔ jɛɲɔgɔn, ka n ka teliya dɔrɔn tɛ, nka ka n ka miirili jɔcogo yɛrɛ sɛmɛntiya. A ka dɔgɔ ni grinding through code ye, wa a ka ca ni orchestrating intelligent systems ye. Nin jiginni in de y’a to tigitigi Mewayz i n’a fɔ plateformew bɛ ne lasɔmi; u b’a faamu ko bi jagokɛminɛnw man kan ka kɛ kɛlɛbolo kelenw ye, nka u ka kan ka kɛ sigidaw ye minnu bɛ se ka wuli ka bɔ u nɔ na, ​​minnu bɛ se ka labɛn, minnu bɛ ladamu paradigme kuraw la. N bɛ LLMw ta cogo min na walasa ka porogaramuw dilan nin waati kura in na, o filɛ nin ye.

ka bɔ fɛn dilannikɛla la ka taa a bila sɛbɛnnikɛla la : ka ɲɛsin bolodacogo ɲɛfɔli ma

Yɛlɛma min ka gɛlɛn kosɛbɛ, o ye ne bɛ daminɛ yɔrɔ min na. N tɛ IDE da wuli tugun ka kalasi sɛbɛnni daminɛ. O nɔ na, ​​n bɛ barokɛyɔrɔ dɔ da wuli ka gɛlɛya ɲɛfɔli daminɛ tubabukan gansan na. N bɛ modulu in kuntilenna fɔ, a dontaw, a bɔlenw, ani jago siratigɛ la hadamaden ta fan fɛ. N bɛ tech stack ɲɛfɔ, misali minnu bɛ tali kɛ o la, ani wajibi minnu tɛ baarakɛcogo ye. LLM bɛ baara kɛ i n’a fɔ prototype rapide, ka nin lakali in tigɛli kɛ kode sɛbɛn fɔlɔ ye. O bɛ jɛya min tɛ se ka da a la, o wajibiya ka kɔn o ɲɛ; ni n ma se k' a ɲɛfɔ ka jɛya modeli la , hakilina ma labɛn . O ye wale ye min bɛ Mewayz ka modulu hakilila jira—i bɛ baarakɛcogo jɛlenw, yɛrɛmahɔrɔnyalenw ɲɛfɔ yɔrɔ min na sanni i ka hami u waleyali la.

Baroko segin-ka-bɔnye : Saniyali ni tiɲɛni

Kode fɔlɔ sɛbɛnfura tɛ dafalen ye abada, wa o de ye a kun ye. Maji lakika bɛ Kɛ baro segin-segin na min bɛ Nà o kɔ fɛ. Nin yɔrɔ in de la n bɛ wuli ka bɔ fɛn dilannikɛla la ka kɛ sɛbɛnnikɛla ye. N bɛ kode boli, ka fili walima edge case sɔrɔ, ka sɔrɔ ka baro kɛ ni LLM ye walasa k’a labɛn. Laɲiniw bɛ kɛ tigitigi ye: "Baara bɛ dɛsɛ ni baarakɛlaw ka lisi lankolon don. A ladilan walasa ka fɛn kɔrɔ dɔ segin ani ka lasɔmini sɛbɛn." LLM bɛ hakilina di o labɛnni kan, tuma caman na, a bɛ hakilinaw ɲɛfɔ. O kɔ-ni-kɔ in bɛ debugging ni refactoring teliya kosɛbɛ. A bɛ i n’a fɔ porogaramukɛla fila bɛ n bolo min bɛ API sɛbɛn bɛɛ hakili jigin o yɔrɔnin bɛɛ la min sɛbɛnna, o b’a to n bɛ se ka n sinsin hakilijagabɔ sanfɛla ni sistɛmu dilanni kan.

dɔ farali , a tɛ fɛn bila a nɔ na : Hadamaden min bɛ lupu kɔnɔ

A nafa ka bon kosɛbɛ k' a fɔ ko LLM tɛ fɛn laban sɛbɛn ; Ne bɛ. A bɛ dɔ fara ne ka sekow kan. N bɛ baara kɛ n’a ye baara segin-ka-bɔnyew kɔrɔtacogo gɛlɛnw kama ani ɲinini fɔlɔw, nka fɛn dilanni latigɛ labanw, lakana lajɛw, ani jagokɛlaw ka hakilinata jɛlenw nuanced, olu ye ne ta ye. Modeli bɛ se ka fɛɛrɛ saba lawuli walasa ka fɛn dɔ waleya; N b’u jateminɛ ka da baarakɛcogo kan, u ladoncogo kan, ani u bɛ bɛn cogo min na sigida belebeleba kɔnɔ. Nin hadamaden-kɔnɔ-model in bɛ jogoɲumanya ni tigiya sabati. O hukumu kɔnɔ, kode min dilannen don, o bɛ kɛ modulu yɔrɔ wɛrɛ ye min ka kan ka jateminɛ ani ka don ɲɔgɔn na — o ye wale ye min bɛ kɛ i n’a fɔ a bɛ kɛ cogo min na n’i bɛ baara kɛ OS sɛgɛsɛgɛlen kɔnɔ i n’a fɔ Mewayz, yɔrɔ min na baarakɛminɛnw ni kunnafonidilan suguya wɛrɛw bɛ jateminɛ kɛ tuma bɛɛ ani ka ɲɔgɔn don ɲɔgɔn na.

Ne ka LLM-powered baarakɛcogo sɛgɛsɛgɛli

Fɛn kura walima modulu kura danma dɔ kama, ne ka taabolo bɛ tugu nin wale ninnu kɔ tuma bɛɛ sisan :