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Negative hadron yields in the jet diffusion wake reveal that missing particles originate from jet-excited medium, not just vacuum fragmentation.
Jet quenching follows a universal scaling curve down to light-ion collisions at the LHC, revealing that microscopic droplets of quark-gluon plasma form even in O+O systems.
Extensive offline evaluation, human calibration, and online A/B tests show that SARA-7B generates more specific, polarity-consistent, and grounded rationales than strong MLLM baselines, while SARA-Ranker improves engagement and reduces negative feedback in production.
Giving agent harness optimizers unconstrained edit scope reliably degrades performance; enforcing graduated, periodic permission scheduling ($1\to2\to3$) instead yields an immediate 20% jump in held-out task completion.
Transforming historical sequences into a powerful resource, PraMem significantly improves long-horizon behavior prediction beyond existing methods.