Microsoft, OpenAI, Perplexity, and Cloudflare are building decision models, a category of AI systems designed to make fast, calibrated judgments. Experts debate whether this represents a genuine breakthrough or a more efficient repackaging of existing technology, and whether better-tuned confidence scores can solve ' tendency to overstate certainty.
A new study found that deploying teams of costs two to five times more than using a single agent, often without measurable performance gains. Panelists discuss when the added expense and complexity of agent teams makes business sense.
Anthropically updated its usage policy to ban "sustained and needless abusive or cruel behavior" toward Claude, sparking discussion about whether the move protects the model, shapes user behavior, or serves as a marketing signal.
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