Gateway Architecture Solves MCP Authentication Crisis for Enterprise LLM Agents

Benchmark reveals agentic AI models fail repeatedly at accounting tasks

HQ arXiv: AI + Accounting arXiv · 8d ago · 1 min read

AgentRelBench, a new reliability framework, tested nine LLM models on accounting operations and found systematic failures in irreversible tasks—exposing that single-run audits miss critical agent d...

Provenance tracking framework ensures AI agents meet audit requirements

arXiv: AI + Accounting arXiv · 10d ago · 1 min read

Research proposes Matrix, a causal-state layer for agentic workflows that enforces governed execution with inspectable provenance—critical for institutional settings like accounting where correct o...

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...

Framework for assessing AI agent production readiness beyond capability tests

HQ arXiv: AI + Accounting arXiv · 24d ago · 1 min read

arXiv paper introduces ProofAgent Index (PAI), a governance readiness framework for AI agents in production, addressing gap between capability demos and real-world operational constraints in accoun...

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

AccountingWeb RSS · 25d 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.