• IBM published a July 30, 2026 press release with Algorithmiq claiming quantum advantage in simulating heterogeneous quantum matter on its Quantum Heron processor.
• Work targets “trusted” beyond-classical results via noise manipulation, multi-processor runs, calibrated noise models, error-mitigation uncertainty.
• Algorithmiq open-sourced monoprop to benchmark quantum-advantage claims against leading classical molecular ground-state simulations.
• Full announcement links to https://arxiv.org/abs/2607.25998.

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