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Diffusion models can now generate high-fidelity virtual contrast-enhanced CT scans from non-contrast scans, potentially reducing the need for invasive contrast agents and radiation exposure.
Multi-agent systems for automated research face a fundamental trade-off: parallel exploration offers speed and stability, while expert teams unlock deeper reasoning at the cost of increased fragility.
