Harness Engineering Enables Auditable Enterprise LLM Agents

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

1 more from arXiv: AI + Accounting

Open-source benchmark tests AI's ability to file taxes

TaxCalcBench, a new open-source evaluation framework, measures whether AI agents can accurately complete tax filing tasks—addressing a critical gap in benchmarking AI for accounting workflows.

2 more from HN: Accounting & AI

Xero Integrates PaperLess for Automated Accounts Payable Processing

Xero launches certified integration with PaperLess to automate accounts payable workflows, eliminating manual invoice processing for accounting teams.

Xero launches agentic AI platform JAX for automated bookkeeping

Xero's new agentic platform JAX automates book reconciliation and accounting tasks for small business, marking the company's shift into autonomous AI agents for its 5M users.

Enterprise vendors embed autonomous AI in finance—but oversight lags

SAP, Oracle, Workday, and Microsoft are rolling out AI agents across finance workflows, raising questions about control, auditability, and the need for independent oversight mechanisms.

EY expands AI for tax preparation while acknowledging limitations

Ernst & Young is scaling AI deployment across tax preparation to improve efficiency, but the firm is being transparent about where AI still falls short.

1 more from Accounting Today

AuditFile adds e-signatures to agentic audit platform

AuditFile expands its agentic audit suite with e-signature capability, enabling engagement and rep letters to move from draft to signed, certified filing without leaving the platform.

1 more from CPA Practice Advisor

AI-Generated Receipt Fraud Surges as Tax Pros Embrace AI Research Tools

Tax professionals' AI adoption for research jumped to 60% weekly use in 2026, but the trend has a dark side: employees are using AI to fabricate expense receipts, a phenomenon called 'revenge spend...

Brazilian accountants explore AI automation for SPED, invoices, and cash books

ContNews hosts discussion on automating accounting workflows (SPED filings, nota fiscal, livro caixa) using AI agents, with developer Roberto Dias Duarte demonstrating agentic AI for code review in...

3 more from YouTube: AI Accounting

PwC Estonia Partner Returns to Accounting With Human-First Vision Amid AI Dis...

Former PwC partner Karl Paadam argues AI will automate bookkeeping and reconciliation, leaving trust and relationships as accounting's true competitive advantage.

Sikich deploys Basis AI platform for automated month-end closing

Chicago accounting firm Sikich ($438.9M revenue) partners with Basis to integrate AI-powered automation into client accounting services, covering month-end closing, transaction processing, and reco...

Parsewise launches document reasoning API for structured data extraction

YC-backed Parsewise debuts API that transforms unstructured documents into schema-compliant data with lineage tracking, targeting use cases where LLMs struggle with scale and cost.

Stay ahead of AI in accounting

Get the latest news on agentic AI for accounting, audit, and tax delivered to your inbox. Curated by AI, reviewed by professionals.

Subscribe to Newsletter