Production agent reliability improves with verification loops and specialist ...

CODS 2025 AssetOpsBench reveals multi-agent orchestration patterns in industr...

arXiv: AI + Accounting arXiv · 2mo ago · 1 min read

Retrospective analysis of privacy-aware Codabench competition on multi-agent orchestration for asset operations shows how hidden evaluation metrics shaped winning approaches in industrial accountin...

AI document intelligence automates large-scale audit transaction testing

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

Researchers present automated framework using Snowflake Document AI to extract structured data from millions of unstructured PDF statements, replacing labor-intensive manual audit sampling with sca...

OpenAI GPT-5.4 tops AI accounting benchmark at 77%, but reliability gaps persist

HQ Dual Entry Blog blogscraper · 4mo ago · 1 min read

DualEntry's benchmark tested 19 AI models on 101 accounting tasks; GPT-5.4 led with 77.3% accuracy but failed on roughly 1 in 4 real-world accounting workflows.

AI Models Fail One-Third of Real Accounting Tasks, Study Shows

HQ Dual Entry Blog blogscraper · 4mo ago · 1 min read

DualEntry Labs benchmarks AI models on actual accounting work, finding 66% accuracy and identifying critical gaps in autonomous finance capabilities.

AI agents optimize cryptographic audit scheduling for blockchain data integrity

HQ arXiv: AI + Accounting arXiv · 3d 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...