LLM-ASOSIY AGENTLAR ARXITEKTURASI: DASTURIY INJINIRINGNI AVTOMATLASHTIRISHDA SUNʼIY INTELLEKTNING YANGI PARADIGMASI

Qabul qilingan: 2026-05-31

Nashr etilgan: 2026-06-06

Annotatsiya

Ushbu maqolada katta til modellari (LLM) asosidagi agentlar arxitekturasining dasturiy injiniring sohasidagi inqilobiy ahamiyati ilmiy-tahliliy jihatdan oʼrganiladi. ReAct, Chain-of-Thought va Reflexion paradigmalari taqqoslanib, ularning murakkab muhandislik vazifalarini yechishdagi samaradorligi baholanadi. Multi-agent tizimlar va vositalar bilan boyitilgan (tool-augmented) agentlarning arxitektura tamoyillari, ularni dasturiy taʼminot ishlab chiqish hayot siklining (SDLC) turli bosqichlariga integratsiyalash usullari tahlil qilinadi. Tadqiqot GitHub Copilot, Amazon CodeWhisperer, Devin va OpenClaw kabi tijorat hamda ochiq kodli agentik platformalar uchun empirik koʼrsatkichlarga asoslanib, Oʼzbekiston dasturiy taʼminot sanoati uchun amaliy tavsiyalar ishlab chiqadi. Natijalar shuni koʼrsatadiki, LLM-agentlarning toʼgʼri arxitektura asosida joriy etilishi dasturchining unumdorligini 35–65% ga oshirishi va xatolarni bartaraf etish sikllarini sezilarli darajada qisqartirishi mumkin.

Adabiyotlar ro'yxati

  1. Wang, L., Ma, C., Feng, X., Zhang, Z., Yang, H., Zhang, J., & Wen, J. (2024). A Survey on Large Language Model-based Autonomous Agents. Frontiers of Computer Science. Vol.†18. No.†66. P. 186345. https://doi.org/10.1007/s11704-024-40231-1

  2. Wei, J., Wang, X., Schuurmans, D., Bosma, M., Chi, E., Le, Q., & Zhou, D. (2022). Chain-of-Thought Prompting Elicits Reasoning in Large Language Models. Advances in Neural Information Processing Systems (NeurIPS). Vol.†35. P. 24824–24837.

  3. Ernst, N. A., Carver, J., & Meng, N. (2022). Technical Debt and Refactoring: A Large-Scale Empirical Study. IEEE Transactions on Software Engineering. Vol.†49. No.†3. P. 1201–1219. https://doi.org/10.1109/TSE.2022.3152459

  4. Liu, Y., He, H., Han, T., Zhang, X., Liu, M., & Ge, Z. (2024). Understanding LLM Hallucinations in Code Generation. IEEE Software. Vol.†41. No. 2. P. 88–97. https://doi.org/10.1109/MS.2023.3336800

  5. Russell, S., & Norvig, P. (2020). Artificial Intelligence: A Modern Approach (4th ed.). Pearson. Upper Saddle River, NJ. 1132 p.

Mualliflar haqida

Jasurjon Abduvayitov

Litsenziya

Mualliflik huquqi (c) 2026 MMIT Proceedings

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

Qanday iqtibos keltirish kerak

LLM-ASOSIY AGENTLAR ARXITEKTURASI: DASTURIY INJINIRINGNI AVTOMATLASHTIRISHDA SUNʼIY INTELLEKTNING YANGI PARADIGMASI. (2026). MMIT Proceedings, 101-107. https://doi.org/10.61587/

O'xshash maqolalar

Siz ham ushbu maqola uchun {$ advancedSearchLink} olishingiz mumkin.