Real-life ways small firms use AI

Artificial intelligence (AI) can increase CPA practice effectiveness and output without additional headcount. It can be particularly helpful in small firms where staffing, budgets, and resources are limited. Firms are already using AI to speed up tax work, support audit and assurance work, and build simple tools to improve communication with clients. According to a […]

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Is AI Reasoning Right for the Wrong Reasons?

I’ll just say it: What the hell is going on with AI “reasoning”? Sorry for the air quotes. That punctuational side-eye was more common in 2024, when the specially trained cousins of LLMs now known as “large reasoning models,” or LRMs, were still new. Nowadays it may seem downright churlish, though, given that a “general-purpose […]

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Stanford Paper Challenges Core Assumption Behind Offline-to-Online Reinforcement Learning Pipelines

A new preprint from Stanford’s Human-Centered AI Lab, now available on arXiv, challenges one of the quieter orthodoxies in modern machine learning: that when you fine-tune a pre-trained policy with online reinforcement learning, you absolutely must carry over a pre-trained Q-function alongside it. The paper argues that in many common settings, this assumption is not […]

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