New benchmark exposes ranking instability in AI agent repair systems

Manual audit testing creates growing risk as audits lag behind digital accoun...

AccountingWeb RSS · 6d ago · 1 min read

External audits rely heavily on manual testing despite automation advances, creating efficiency and risk gaps as accounting systems become increasingly digital.

AI agents optimize cryptographic audit scheduling for blockchain data integrity

HQ arXiv: AI + Accounting arXiv · 16d ago · 1 min read

Researchers propose DRQN-CMDP, a deep reinforcement learning approach using recurrent neural networks to adaptively schedule audits of off-chain data while maintaining security miss-rate constraint...

Sampling methodology breaks down in autonomous finance systems

HQ MindBridge Blog RSS · 21d ago · 1 min read

MindBridge argues that traditional audit sampling—the practice of reviewing representative transaction samples to infer population health—becomes obsolete when autonomous finance systems enable 100...

Harness Engineering Enables Auditable Enterprise LLM Agents

HQ arXiv: AI + Accounting arXiv · 27d ago · 1 min read

Researchers propose harness-engineering framework that transforms prototype LLM applications into traceable, auditable agent architectures with deterministic behavior, source boundaries, and reprod...

CAGE-1 framework evaluates control and governance in enterprise AI agents

HQ arXiv: AI + Accounting arXiv · 1mo ago · 1 min read

New research paper introduces CAGE-1 evaluation framework for auditing autonomous AI agents in enterprise workflows, addressing control, authorization, policy compliance, and accountability challen...