Policy-as-Skill framework enables auditable LLM decision support for complian...

Researchers introduce Policy-as-Skill, a modular runtime that packages LLM-driven policy decisions with evidence validation, version control, and audit trails—achieving 53.8% exact accuracy on 600 ...

8 more from arXiv: AI + Accounting

AI agents fail consistency tests crucial for audit, study finds

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...

Framework Proposes Graded Independence Standards for AI Auditors

Academic paper argues audit independence for agentic AI systems must move beyond binary classification, introducing graded standards across principal, substrate, and evidence independence dimensions.

AICPA and former IRS chief launch council to manage AI risks in tax

AICPA partners with ex-IRS Commissioner Danny Werfel to establish Council on AI Tax Risk, addressing information integrity and accountability as AI adoption in tax accelerates.

2 more from CPA Practice Advisor

Agentic AI reshapes compliance finance integration after decades of ERP strug...

Sovos explores how agentic AI addresses the persistent gap between finance automation and tax compliance, tackling ERP limitations and regulatory complexity that have plagued enterprises for 20+ ye...

Finance Teams Navigate Outcome-Based Pricing Rules for AI Services

Deloitte's June 2026 ASC 606 guidance on outcome-based pricing for agentic AI SaaS is forcing controllers and revenue accounting leaders to rethink revenue recognition as vendors shift to per-resul...

Why Ad-Hoc AI Prompts Fail for GRC Programs

LogicGate argues that "vibe coding" GRC systems with isolated AI prompts creates compliance chaos; enterprises need integrated platforms with governed AI agents and proven audit trails.

CAEs must rethink controls, skills for agentic audit era

AuditBoard explores how Chief Audit Executives must adapt internal controls, guard against "agent washing," and upskill teams as AI agents reshape audit practices.

AppZen deploys agentic AI to automate indirect tax recovery in T&E expenses

AppZen's agentic AI automates indirect tax recovery in travel and expense workflows, reducing manual auditing and preventing tax compliance leakage through intelligent expense categorization.

AICPA challenges IRS guidance on AI cost savings and CPA pricing

AICPA pushes back on IRS guidelines requiring tax practitioners to pass AI savings to clients, citing implementation costs and value-pricing concerns.

Knowledge graph system makes equity analyst queries auditable and reproducible

OntoKG-EQ addresses the audit and reproducibility crisis in equity analysis by replacing ad-hoc spreadsheets with a provenance-grounded knowledge graph that links analyst queries to evidence, times...

AI agents transforming finance from record-keeping to autonomous action

Auditoria.AI explores how autonomous AI systems are evolving finance beyond passive record-keeping and dashboards toward active decision-making and transaction execution, requiring new safety archi...

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