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Parallel LLM scientific agents collaborate far more effectively when sharing raw evidence rather than hypotheses, unlocking a 9.5-point discovery quality gain and nearly doubling exploration speed without succumbing to premature consensus.
CoQui achieves superior image generation quality with fewer qubits by decoupling pixel control from quantum resource constraints.