ISSN (Online) : 2456 - 0774

Email : ijasret@gmail.com

ISSN (Online) 2456 - 0774

LLM-Driven Autonomous Auditors on Blockchain: A New Framework for Verifiable Cloud Security

Abstract

 The high rate of cloud-native infrastructures and distributed applications development has posed challenges totheassuranceofcontinuous, reliable and verifiable security never before witnessed. Conventional methods of auditing are intensive in manual inspection,centralised monitoring tools and periodical compliance testing and in most cases they do not meet the dynamic natureofcloudenvironments. The recent developments in Large Language Models (LLMs) have shown good reasoning, anomaly detection, andpolicyinterpretation, which have contributed to the creation of a new category of autonomous agents. Similarly, blockchain technologyprovidesdistributed, cryptographically verifiable, immutable ledgers which are suitable to have transparent audit trails. This paper proposesasingle architecture of autonomous auditor with the support of LLM deployed on the blockchain networks to guarantee real-timesecurity,policy adherence and tamper-proof verifiability in the cloud ecosystems. The suggested architecture combines smart contractsinordertoenforce the rules, decentralized logs in order to provenance, LLM-based agent in order to interpret and make decisions, andareinforcement learning loop in order to self-optimize the auditor. The outcomes of experimental reasoning are marked byahigherlevelofconsistency in the audits, a decrease in human overhead, and a high degree of resistance to manipulation. The framework opens a way to sovereign AI auditors, who can provide unbiased, constant, and verifiable cloud security. Keywords: LLM Auditors; Blockchain Security; Autonomous Agents; Cloud Compliance; Verifiable Computing; Smart Contracts;Zero-Trust Cloud; Decentralized Audit Trails; AI Governance; Reinforcement Learning; Cloud Forensics; Secure Multi-Agent Systems.

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Paper Submission Open For December 2025
UGC indexed in (Old UGC) 2017
Last date for paper submission 31 December 2025
Deadline Submit the paper anytime.
Publication of Paper Within 15-30 Days after completing all the formalities
Publication Fees  Rs.5000 (UG student)
Publication Fees  Rs.6000 (PG student)