ILMIY ANALITIKANI AVTOMATLASHTIRISH: ILG’OR SUN’IY INTELLEKT YORDAMIDA YARATILGAN VA QO’LDA LOYIHALASHTIRILGAN MA’LUMOTLAR KONVEYERLARINI QIYOSIY TAHLILI
Qabul qilingan: 2026-05-29
Nashr etilgan: 2026-06-06
Annotatsiya
Ushbu maqolada dasturchilar tomonidan qo'lda yaratilgan ilmiy analitika ma'lumotlar konveyerlari ilg'or agentli TI (Sun'iy intellekt) freymvorklari (AutoGen, AutoGPT, OpenAgents, OpenHands, Claude va Gemini) tomonidan yaratilgan yechimlar bilan empirik jihatdan taqqoslanadi. Dastlab, minglab hujjatlarni barqaror yig'ish, semantik filtrlash va klasterlashni ta'minlaydigan ikkita mustaqil qo'lda yaratilgan konveyer tavsiflanadi. So'ngra TI agentlarining xuddi shunday funktsionallikni qayta yaratish qobiliyati baholanadi. Empirik natijalar shuni ko'rsatadiki, TI tomonidan yaratilgan kod API-dan noto'g'ri foydalanish, sohaviy xatoliklar va ishonchlilik mexanizmlarining (keshlash, dedublikatsiya) yo'qligidan aziyat chekadi. TI kodini nosozliklarini tuzatish vaqti (35–150+ soat) noldan qo'lda tizim yaratish vaqtidan (~60 soat) sezilarli darajada oshib ketdi. Tahlil asosida mualliflar deterministik dasturiy yadro va LLMdan aniq yo'naltirilgan maqsadlarda foydalanishni birlashtirgan gibrid arxitekturani taklif qilmoqdalar.
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