GAM takes aim at “context rot”: A dual-agent memory architecture that outperforms long-context LLMs

For all their superhuman power, today’s AI models suffer from a surprisingly human flaw: They forget. Give an AI assistant a sprawling conversation, a multi-step reasoning task or a project spanning days, and it will eventually lose the thread. Engineers refer to this phenomenon as “context rot,” and it has quietly become one of the…

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The ‘truth serum’ for AI: OpenAI’s new method for training models to confess their mistakes

OpenAI researchers have introduced a novel method that acts as a “truth serum” for large language models (LLMs), compelling them to self-report their own misbehavior, hallucinations and policy violations. This technique, “confessions,” addresses a growing concern in enterprise AI: Models can be dishonest, overstating their confidence or covering up the shortcuts they take to arrive…

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How the CEO of Macy’s sees retail in a world of tariffs and shifting consumer habits (and how he gets ready for the parade)

It’s been a tumultuous year for the legacy retailer, shaped by new tariffs, shifting consumer habits, and the constant flip between “wartime” and “peacetime” leadership. Tony Spring, Macy’s Inc. chairman and CEO, shares why his team is now on “version 27” of the company’s forecast and plan, and what it really means to court the…

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