Verifiability Gap emerges as core constraint for agentic AI governance in Fin...

Verifiability gap emerges as core governance challenge for agentic AI in fintech

HQ arXiv: AI + Accounting arXiv · 12d ago · 1 min read

Research paper argues agentic AI governance in fintech is constrained by verifiability gaps—the shortfall between delegation authority demands and explainability/reproducibility—not capability limits.

LLM agents fail to follow financial compliance rules despite citing them

HQ arXiv: AI + Accounting arXiv · 3d ago · 1 min read

ReguSim benchmark reveals DeepSeek and Gemini agents cite compliance rules but still violate constraints in trading scenarios, highlighting gaps between LLM reasoning and execution.

Study audits self-evolving financial agents for security drift and capability...

HQ arXiv: AI + Accounting arXiv · 5d ago · 1 min read

Researchers audit three self-evolving financial AI agents (SkillOpt, AWM, ReasoningBank) in e-banking scenarios, finding that performance gains don't guarantee security preservation or behavioral c...

Agent Decomposition Degrades Financial Policy Compliance, New Benchmark Reveals

HQ arXiv: AI + Accounting arXiv · 6d ago · 1 min read

Fiducia-bench, a new research benchmark, shows that decomposing financial agents into components undermines governance—reducing escalation, abstention, and auditability compliance critical for regu...

SAGE-Fin framework constrains financial agents through runtime governance

arXiv: AI + Accounting arXiv · 14d ago · 1 min read

Researchers propose SAGE-Fin, a structured authority-handoff contract system that prevents AI financial agents from executing unauthorized transactions by controlling proposed effects at runtime ra...