Autoresearch: Agent minnu bɛ ɲinini kɛ GPU kelen nanochat kalanni kan u yɛrɛma

Yɔrɔ ɲinini daminɛ : ni AI cidenw y' u yɛrɛ dege

Hakilila dilannen diɲɛ kɔnɔ min bɛ ka yiriwa teliya la , bugunba dɔ kɛra hadamadenw ka cɛsiri gansan ye min ka kan ka kɛ ɲininiw ni misali yiriwali kama . Degeli hali ni modɛli fitinin kɛrɛnkɛrɛnnen ye, o bɛ kɔrɔbɔli caman de wajibiya, ka hyperparamètre tuning kɛ, ani ka sɔrɔw sɛgɛsɛgɛli kɛ. Nka n’an tun bɛ se ka nin sɔrɔli kɛcogo bɛɛ kɛ otomatiki ye do? Aw ye don Autoresearch waati la, yɔrɔ min na AI yɛrɛmahɔrɔnyalenw ka baara bɛ kɛ ni cidenyabaara ye : ka ɲinini kɛ u yɛrɛma ani ka fɛɛrɛ ɲumanw sɔrɔ walasa ka modɛliw dege minnu bɛ baara kɛ kosɛbɛ GPU kelen kan. Nin tɛ brute-force computation ko ye; a bɛ tali kɛ hakilitigiya la, min bɛ segin-ka-bɔ, min bɛ kalan caya ka bɔ fɛnɲɛnamafagalan fitininw na, ka AI ɲinini kɔrɔlenw kɛ fɛn ye min bɛ se ka sɔrɔ ani ka baara kɛ ka ɲɛ ka tɛmɛn fɔlɔ kan.

GPU kelen-kelen-ko gɛlɛya : Dugawu min bɛ fɛn dɔ la

A filɛli fɔlɔ la, ka modeli sɛgɛsɛgɛlenw dege GPU kelen kan, o bɛ se ka kɛ i n’a fɔ dan ye. O bɛɛ kɔfɛ, AI diɲɛ bɛ fanga la ni kibaruyaw ye minnu bɛ tali kɛ kuluba belebelebaw la, minnu bɛ se miliyɔn caman ma. Nka, o gɛlɛya in de tigitigi de b’a to autoresearch fanga ka bon kosɛbɛ. Ni an y’an sinsin nanochat misaliw kan — misali misɛnninw, minnu bɛ baara kɛ kosɛbɛ, minnu dabɔra baro baara kɛrɛnkɛrɛnnenw kama — an bɛ AI ciden wajibiya a ka baarakɛcogo ɲuman ni hakilitigiya bila jɔyɔrɔ fɔlɔ la ka tɛmɛ fanga kɔrɔ kan. Ciden ka kan ka fɛɛrɛw sɛgɛsɛgɛ i n’a fɔ :

• Jateminɛ kɛcogo ɲɛnamaw walasa ka modɛli hakɛ dɔgɔya k'a sɔrɔ seko bɔnɛba ma kɛ .
• Jɛkulu jɔcogo kura minnu bɛ paramɛtiriw ka baarakɛcogo ɲɛ .
• donanw labɛnni ni u labɛnni ɲɛfɛ fɛɛrɛ ɲumanw minnu bɛ bɛn modɛli hakɛ fitinin ma .
• daɲɛw kalanni lupuw minnu bɛ caman kalan misali damadɔw la .

Nin sinsin in GPU kelen kalanni kan, o bɛ ɲinini taabolo demokarasi kɛ, ka kɛ sababu ye ka jɛkulu fitininw ni jɛkuluw sen don AI yiriwali la, k'a sɔrɔ u ma se ka jatebɔ nafolo caman sɔrɔ.

yɛrɛmahɔrɔnya ɲininikɛla : jɛ-ka-baarakɛla kura ye yiriwalikɛlaw ye

O tuma na fɛ, autoresearch agent bɛ baara kɛ cogo di tiɲɛ na ? Miiri k’a filɛ i n’a fɔ kunnafoniko dɔnnikɛla min kɛrɛnkɛrɛnnen don kosɛbɛ, a yɛrɛmahɔrɔnyalen don. Ni laɲini dɔ dira a ma — i n’a fɔ "ka nanochat modɛli dɔ da min ka fisa ni fɛɛrɛko dɛmɛ ɲininkaliw ye" — o ciden bɛ kɔrɔbɔli dɔw labɛn. A bɛ fɛn kolomaw caman ɲɔgɔn falen-falen cogo labɛnnen na, ka kalan baara daminɛ, ka sɔrɔw jateminɛ ka kɛɲɛ ni mɛtɛrɛ latigɛlen ye (i n’a fɔ tiɲɛni walima jaabiw bɛnkan), ani ka kalan sɔrɔ sɛgɛsɛgɛli kelen-kelen bɛɛ la. A bɛ se ka sira salenw dɔn joona ani ka dɔgɔya siɲɛ fila sira layidu talenw kan, o bɛɛ kɛra k’a sɔrɔ hadamaden ma don a la. O bɛ ɲininikɛlan dɔ da min bɛ taa ɲɛ, min bɛ a yɛrɛ yiriwa, min bɛ baara kɛ tile 24/7, ka sira teliya ka bɔ hakilina dɔ la ka taa misali la min sɛgɛsɛgɛlen don.

ye "Autoresearch tɛ hadamaden ɲininikɛlaw bila u nɔ na; a bɛ dɔ fara u sekow kan. A bɛ baara sɛgɛnbali ɲɛnabɔ, n'o ye ka kɔrɔbɔli ba caman kɛ, ka dɔnnikɛlaw hɔrɔnya walasa u k'u sinsin gɛlɛyaw ɲɛfɔli kan, ka jaabiw kɔrɔfɔ, ani ka AI yiriwali siratigɛ la, min bɛ kɛ ni fɛɛrɛ ye."(Alimankan na)

Ka Autoresearch don i ka Modular Business OS kɔnɔ ni Mewayz ye

autoresearch fanga lakika bɛ sɔrɔ n' a donna baarakɛcogo la min ka bon kosɛbɛ . O yɔrɔ de la, kɛnɛ min bɛ i n’a fɔ Mewayz, o bɛ kɛ fɛn nafama ye. Mewayz bɛ jagokɛcogo modulari di, o yɛrɛmahɔrɔnya cidenw bɛ se ka jɔ min kan, ka bila sen kan, ka ɲɛnabɔ. Sani ciden ka baara kɛ silo kɔnɔ, a bɛ se ka kɛ i ka baarakɛcogo yɔrɔ yɛrɛma ye. Misali la, ni ciden ye nanochat modɛli ɲuman sɔrɔ baara dɔ kama, a bɛ se k’o modɛli bila a yɛrɛma i n’a fɔ modulu i ka Mewayz sigida kɔnɔ, k’a kɛ o yɔrɔnin bɛɛ la i ka kiliyanw dɛmɛjɛkulu walima i ka kɔnɔna dɔnniya sɔrɔyɔrɔ ye. O bɛ kɛ sababu ye ka sigida dagalen dɔ da, ɲininiw bɛ balo yɔrɔ min na k’a ɲɛsin baarakɛcogo ɲɛtaa ma k’a sɔrɔ bololabaara ma kɛ.

siniɲɛsigi ye otomatiki ye , min bɛ se ka sɔrɔ , wa a bɛ hakili sɔrɔ

AI ɲininiw kɛli otomatiki la GPU kelen ka yɛrɛsɛgɛsɛgɛlikɛlaw fɛ , o bɛ fɛnba dɔ jira . A bɛ donko gɛlɛya jigin AI kura yiriwali kama ani ka dɔ fara iterasiyɔn teliya kan kosɛbɛ. Ni o cidenw bɛ ka caya ka taa a fɛ, an bɛ se k’a jira k’u bɛna ɲinini gɛlɛya gɛlɛnw ɲɛnabɔ minnu ka gɛlɛn ka tɛmɛn fɔlɔ kan. Jagokɛlaw fɛ minnu bɛ baara kɛ ni plateforme ye i n’a fɔ Mewayz, o kɔrɔ ye ka se k’u ka AI baarakɛminɛnw nɔgɔya tuma bɛɛ ani u yɛrɛma, k’a lajɛ k’u bɛ ni misali ɲumanw ni nafamaw ye tuma bɛɛ minnu bɛ baara kɛ u ye. AI ka siniɲɛsigi tɛ modeli hakilitigiw jɔli dɔrɔn ye; o ye sistɛmu hakilitigiw jɔli ye walasa k' o modɛliw jɔ , wa autoresearch de bɛ ka sara ɲɛminɛ .

Ɲininkali minnu bɛ kɛ tuma caman na

Yɔrɔ ɲinini daminɛ : ni AI cidenw y' u yɛrɛ dege

Hakilila dilannen diɲɛ kɔnɔ min bɛ ka yiriwa teliya la , bugunba dɔ kɛra hadamadenw ka cɛsiri gansan ye min ka kan ka kɛ ɲininiw ni misali yiriwali kama . Degeli hali ni modɛli fitinin kɛrɛnkɛrɛnnen ye, o bɛ kɔrɔbɔli caman de wajibiya, ka hyperparamètre tuning kɛ, ani ka sɔrɔw sɛgɛsɛgɛli kɛ. Nka n’an tun bɛ se ka nin sɔrɔli kɛcogo bɛɛ kɛ otomatiki ye do? Aw ye don Autoresearch waati la, yɔrɔ min na AI yɛrɛmahɔrɔnyalenw ka baara bɛ kɛ ni cidenyabaara ye : ka ɲinini kɛ u yɛrɛma ani ka fɛɛrɛ ɲumanw sɔrɔ walasa ka modɛliw dege minnu bɛ baara kɛ kosɛbɛ GPU kelen kan. Nin tɛ brute-force computation ko ye; a bɛ tali kɛ hakilitigiya la, min bɛ segin-ka-bɔ, min bɛ kalan caya ka bɔ fɛnɲɛnamafagalan fitininw na, ka AI ɲinini kɔrɔlenw kɛ fɛn ye min bɛ se ka sɔrɔ ani ka baara kɛ ka ɲɛ ka tɛmɛn fɔlɔ kan.

GPU kelen-kelen ka gɛlɛya : dugawu min bɛ fɛn dɔ la

A filɛli fɔlɔ la, ka modeli sɛgɛsɛgɛlenw dege GPU kelen kan, o bɛ se ka kɛ i n’a fɔ dan ye. O bɛɛ kɔfɛ, AI diɲɛ bɛ fanga la ni kibaruyaw ye minnu bɛ tali kɛ kuluba belebelebaw la, minnu bɛ se miliyɔn caman ma. Nka, o gɛlɛya in de tigitigi de b’a to autoresearch fanga ka bon kosɛbɛ. Ni an y’an sinsin nanochat misaliw kan — misali misɛnninw, minnu bɛ baara kɛ kosɛbɛ, minnu dabɔra baro baara kɛrɛnkɛrɛnnenw kama — an bɛ AI ciden wajibiya a ka baarakɛcogo ɲuman ni hakilitigiya bila jɔyɔrɔ fɔlɔ la ka tɛmɛ fanga kɔrɔ kan. Ciden ka kan ka fɛɛrɛw sɛgɛsɛgɛ i n’a fɔ :

Sɛgɛsɛgɛlikɛla yɛrɛmahɔrɔnyalen : Co-pilote kura ye yiriwalikɛlaw ye

O tuma na fɛ, autoresearch agent bɛ baara kɛ cogo di tiɲɛ na ? Miiri k’a filɛ i n’a fɔ kunnafoniko dɔnnikɛla min kɛrɛnkɛrɛnnen don kosɛbɛ, a yɛrɛmahɔrɔnyalen don. Ni laɲini dɔ dira a ma — i n’a fɔ "ka nanochat modɛli dɔ da min ka fisa ni fɛɛrɛko dɛmɛ ɲininkaliw ye" — o ciden bɛ kɔrɔbɔli dɔw labɛn. A bɛ fɛn kolomaw caman ɲɔgɔn falen-falen cogo labɛnnen na, ka kalan baara daminɛ, ka sɔrɔw jateminɛ ka kɛɲɛ ni mɛtɛrɛ latigɛlen ye (i n’a fɔ tiɲɛni walima jaabiw bɛnkan), ani ka kalan sɔrɔ sɛgɛsɛgɛli kelen-kelen bɛɛ la. A bɛ se ka sira salenw dɔn joona ani ka dɔgɔya siɲɛ fila sira layidu talenw kan, o bɛɛ kɛra k’a sɔrɔ hadamaden ma don a la. O bɛ ɲininikɛlan dɔ da min bɛ taa ɲɛ, min bɛ a yɛrɛ yiriwa, min bɛ baara kɛ tile 24/7, ka sira teliya ka bɔ hakilina dɔ la ka taa misali la min sɛgɛsɛgɛlen don.

Ka Autoresearch don i ka Modular Business OS kɔnɔ ni Mewayz ye

autoresearch fanga lakika bɛ sɔrɔ n' a donna baarakɛcogo la min ka bon kosɛbɛ . O yɔrɔ de la, plateforme i n’a fɔ Mewayz bɛ kɛ fɛn nafama ye. Mewayz bɛ jagokɛcogo modulari di, o yɛrɛmahɔrɔnya cidenw bɛ se ka jɔ min kan, ka bila sen kan, ka ɲɛnabɔ. Sani ciden ka baara kɛ silo kɔnɔ, a bɛ se ka kɛ i ka baarakɛcogo yɔrɔ yɛrɛma ye. Misali la, ni ciden ye nanochat modɛli ɲuman sɔrɔ baara dɔ kama, a bɛ se k’o modɛli bila a yɛrɛma i n’a fɔ modulu i ka Mewayz sigida kɔnɔ, k’a kɛ o yɔrɔnin bɛɛ la i ka kiliyanw dɛmɛjɛkulu walima i ka kɔnɔna dɔnniya sɔrɔyɔrɔ ye. O bɛ kɛ sababu ye ka sigida dagalen dɔ da, ɲininiw bɛ balo yɔrɔ min na k’a ɲɛsin baarakɛcogo ɲɛtaa ma k’a sɔrɔ bololabaara ma kɛ.

siniɲɛsigi ye otomatiki ye , min bɛ se ka sɔrɔ , wa a bɛ hakili sɔrɔ

AI ɲininiw kɛli otomatiki la GPU kelen ka yɛrɛsɛgɛsɛgɛlikɛlaw fɛ , o bɛ fɛnba dɔ jira . A bɛ donko gɛlɛya jigin AI kura yiriwali kama ani ka dɔ fara iterasiyɔn teliya kan kosɛbɛ. Ni o cidenw bɛ ka caya ka taa a fɛ, an bɛ se k’a jira k’u bɛna ɲinini gɛlɛya gɛlɛnw ɲɛnabɔ minnu ka gɛlɛn ka tɛmɛn fɔlɔ kan. Jagokɛlaw fɛ minnu bɛ baara kɛ ni plateforme ye i n’a fɔ Mewayz, o kɔrɔ ye ka se k’u ka AI baarakɛminɛnw nɔgɔya tuma bɛɛ ani u yɛrɛma, k’a lajɛ k’u bɛ ni misali ɲumanw ni nafamaw ye tuma bɛɛ minnu bɛ baara kɛ u ye. AI ka siniɲɛsigi tɛ modeli hakilitigiw jɔli dɔrɔn ye; o ye sistɛmu hakilitigiw jɔli ye walasa k' o modɛliw jɔ , wa autoresearch de bɛ ka sara ɲɛminɛ .