Uppsats

Generative AI Applied to Technology Strategy - Using Open-source Large Language Models In an Agentic Way

H

Chalmers tekniska högskola / Institutionen för data och informationsteknik

Publicerad: 2024

Språk: Engelska

Sammanfattning

This thesis explores the application of generative AI in technology strategy, specificallythrough the use of open-source Large Language Models (LLMs) to develop anagent capable of understanding documents and providing insightful analysis.The research focuses on adapting existing LLMs to automate the extraction, synthesis,and analysis of external data from diverse sources. By implementing techniquessuch as Retrieval-Augmented Generation (RAG), we aim to enhance the accuracyand reliability of AI-generated content, mitigating issues like hallucination.The project involves the customization of LLMs for strategic decision-making, the developmentof a user-friendly interface, and rigorous evaluation to ensure operationaleffectiveness. Our findings indicate that integrating generative AI with strategicplanning processes can significantly improve decision-making efficiency and accuracy,offering valuable insights for the electrification of road transportation and beyond.

Information

Lärosäte / institution
Chalmers tekniska högskola / Institutionen för data och informationsteknik
Publiceringsdatum
2024
Uppsatstyp
H
Språk
Engelska

Utforska vidare

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