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For regulated industries, AWS’s neurosymbolic AI promises safe, explainable agent automation

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now AWS is banking on the fact that by bringing its Automated Reasoning Checks feature on Bedrock to general availability, it will give more enterprises and regulated industries the confidence to use and deploy more AI applications and agents. It is also hoping that introducing methods like automated reasoning, which utilizes math-based valida

How logic can help AI models tell more truth, according to AWS

AWS distinguished scientist Byron Cook makes the case for "automated reasoning." Amazon AWS The term "reasoning" is a familiar metaphor in today's artificial intelligence (AI) technology, often used to describe the verbose outputs generated by so-called reasoning AI models such as OpenAI's o1 or DeepSeek AI's R1. Another kind of reasoning is quietly taking root in the most advanced applications, perhaps closer to actual reasoning. Also: Will AI think like humans? We're not even close - and we

Anthropic Let an AI Agent Run a Small Shop and the Result Was Unintentionally Hilarious

Anthropic ran an experiment where its Claude chatbot was put in charge of a tiny, automated "shop" inside its San Francisco headquarters — and the results were nothing short of hilarious. Despite claims in an Anthropic post that "Claudius," the name given to the AI agent in charge of stocking the shop's shelves, was "close to success," everything about the gambit seems to demonstrate just how bad AI is at managing things in the real world. Dubbed "Project Vend," the month-long experiment was u

"Microsoft Locked My Account – I Lost 30 Years of Photos and Work"

I’m beyond frustrated. Microsoft randomly locked my account after I moved 30 years' worth of irreplaceable photos and work to OneDrive. I was consolidating data from multiple old drives before a major move—drives I had to discard due to space and relocation constraints. The plan was simple: upload to OneDrive, then transfer to a new drive later. Instead, Microsoft suspended my account without warning, reason, or any legitimate recourse. I've submitted the compliance form 18 times—eighteen—and e