Framework for automating governance gates in enterprise accounting systems

LLM agents need role-scoped access control to safely handle enterprise tools

HQ arXiv: AI + Accounting arXiv · 2d ago · 1 min read

Research proposes progressive skill discovery framework to govern LLM agent access to enterprise toolsets, addressing safety and compliance risks in scaled deployments.

AI agents fail consistency tests crucial for audit, study finds

HQ arXiv: AI + Accounting arXiv · 4d ago · 1 min read

Research shows AI agents return inconsistent answers 38-74% of the time on repeated tasks—a critical failure for audit and compliance. Researchers propose "skill habit formation" to improve reliabi...

AI agents reverse-engineer business rules from legacy enterprise code

HQ arXiv: AI + Accounting arXiv · 7d ago · 1 min read

Researchers propose an agentic framework that autonomously generates Business Requirements Documents by reverse-engineering source code and configuration files, reducing manual work during system m...

Process Mining Agents Bridge Event Logs to Governed Business Actions

HQ arXiv: AI + Accounting arXiv · 18d ago · 1 min read

Researchers propose event-to-action process mining framework enabling AI agents to evaluate proposed actions against organizational controls, risk, and authority—extending traditional process minin...

Researchers propose irreversibility budget to manage fleet-level AI agent risks

HQ arXiv: AI + Accounting arXiv · 25d ago · 1 min read

Academic paper proposes cumulative risk-accounting framework for LLM agent fleets to prevent overdrawing principals' risk tolerance across workflows, addressing gaps in current per-agent authorizat...