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Firm360 launches AI-powered tax prep automation with Juno

Practice management platform Firm360 unveiled AutoPrep, an AI-powered tax preparation automation tool built on Juno technology, targeting CPA firms seeking workflow efficiency.

6 more from CPA Practice Advisor

Generic AI Still Falls Short in Accounting Demands

Opinion piece argues accounting requires AI systems capable of traceability and defensibility—generic models fail to meet audit and regulatory standards.

Context Engineering Emerges as Critical Factor in AI Agent Reliability

Research paper argues that AI agent failures stem from weak context engineering—poor instructions, tools, and guardrails—not agent architecture alone, with implications for reliable accounting auto...

5 more from arXiv: AI + Accounting

TRACE Schema Enables Auditable AI Agent Reasoning in Accounting

Researchers propose TRACE, a typed schema for recording AI agent reasoning traces to ensure auditability and accountability in accounting workflows, addressing a critical gap in making AI agent dec...

Accounting firms risk training AI competitors, Botkeeper warns

Botkeeper argues accounting firms should avoid training AI systems that could disrupt their business model, raising questions about how firms should approach AI adoption and vendor partnerships.

State tax agencies deploy AI to modernize audit selection and compliance

Tax administrators at 2026 SEATA conference reveal AI and advanced analytics are reshaping state tax enforcement, enabling more sophisticated risk identification and audit targeting across the Sout...

Tax pros embrace AI as productivity tool, not job killer

Tax practitioners increasingly view AI as a workplace asset boosting efficiency rather than a threat to employment, with demand for accountants and auditors remaining strong.

1 more from Accounting Today

Sampling methodology breaks down in autonomous finance systems

MindBridge argues that traditional audit sampling—the practice of reviewing representative transaction samples to infer population health—becomes obsolete when autonomous finance systems enable 100...

AI agents risk silent data loss in four critical scenarios

Technical deep-dive on four failure modes where AI agents lose write operations without logging errors—a critical reliability gap for accounting systems handling financial transactions.

AI spending surges at accounting firms despite measurable results gap

IPA survey finds 70%+ of accounting firms boosting AI budgets, but evidence of ROI remains sparse—highlighting disconnect between investment confidence and proven outcomes.

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