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Title:Razvoj agenta umetne inteligence za avtomatiziran vnos podatkov v sistem za upravljanje oglasov nepremičnin : diplomsko delo
Authors:ID Polegeg, Gregor (Author)
ID Kosar, Tomaž (Mentor) More about this mentor... New window
ID Majninger, Sandi (Comentor)
ID Lukman, Klemen (Author)
Files:.pdf VS_Polegeg_Gregor_2026.pdf (630,56 KB)
MD5: 5F8327558E4AA22EAC0632BE19A94F44
 
Language:Slovenian
Work type:Bachelor thesis/paper
Typology:2.11 - Undergraduate Thesis
Organization:FERI - Faculty of Electrical Engineering and Computer Science
Abstract:Diplomsko delo obravnava razvoj agenta umetne inteligence za avtomatiziran vnos po- datkov v sistem za upravljanje oglasov nepremičnin. Agent sprejema govorne in pisne vnose v slovenščini ter jih pretvori v strukturirane ukaze za sistem za upravljanje odnosov s strankami. Sistem je zasnovan na mikrostoritveni arhitekturi z upravljanjem konteksta pogovora. Po primerjalni analizi je bil izbran model Qwen 3 235B na infrastrukturi Ce- rebras z odzivnim časom 3–10 sekund. Evalvacija kaže 93–95-% natančnost pretvorbe in 85-% zmanjšanje časa vnašanja v primerjavi z ročnim postopkom.
Keywords:agenti umetne inteligence, veliki jezikovni modeli, mikrostoritvena arhi- tektura, glasovni uporabniški vmesnik
Place of publishing:Maribor
Place of performance:Maribor
Publisher:[G. Polegeg]
Year of publishing:2026
Number of pages:1 spletni vir (1 datoteka PDF (IX, 41 str.))
PID:20.500.12556/DKUM-98547 New window
UDC:004.8(043.2)
COBISS.SI-ID:289389059 New window
Publication date in DKUM:18.08.2026
Views:219
Downloads:4
Metadata:XML DC-XML DC-RDF
Categories:KTFMB - FERI
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Licences

License:CC BY-NC-ND 4.0, Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
Link:http://creativecommons.org/licenses/by-nc-nd/4.0/
Description:The most restrictive Creative Commons license. This only allows people to download and share the work for no commercial gain and for no other purposes.
Licensing start date:19.06.2026

Secondary language

Language:English
Title:Development of an artificial intelligence agent for automated data entry in a real estate advertisement management system
Abstract:The thesis presents the development of an artificial intelligence agent for automated data entry into a real estate listing management system. The agent accepts voice and text input in Slovenian and converts it into structured commands for the customer relationship ma- nagement system. The system is based on a microservice architecture with conversation context management. After a comparative analysis, the Qwen 3 235B model on Cereb- ras infrastructure was selected, achieving a response time of 3–10 seconds. Evaluation shows 93–95% conversion accuracy and an 85% reduction in data entry time compared to manual input.
Keywords:artificial intelligence agents, large language models, microservice architec- ture, voice user interface


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