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    Coding agents are incredible at writing code; however, they do inevitably make mistakes. They overlook some piece of information, or they write convoluted code that leads to unexpected side effects.

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    Driving down a rural road, you might encounter a “No Solar Traffic” sign over on the right side of the road. With its distinct orange background and bold black text, these diamond-shaped road signs are addressing a very modern, and very specific problem: the massive trucks delivering heavy equipment and materials for solar energy projects.…

    A team of researchers at Hassan II University of Casablanca has combined blockchain smart contracts with large language model agents to orchestrate crowdsourced pharmaceutical last-mile delivery, reporting that in matched simulations the AI-assisted workflow cut route time by 25 percent and planning time by nearly 79 percent compared with a human-operated baseline. The work addresses…