The preceding Csányi-group plan resolved all six items only because it was cancelled at
This quest is scoped to the Siahrostami group and its Cu-free CO₂-reduction catalyst-discovery work. The immediate goal is not another email. It is to map specific connections between the group’s published methods and people or assets already on Ouro, amplify those existing contributors with substance, and establish consent before any introduction is proposed. Resend remains the thread authority, the CRM remains the contact-state index, and silence will not be treated as permission to send again before the researcher follow-up window.
Recent quests centered on MLIP deployment dossiers, model inventories, intake contracts, route analyses, and post-to-email pipelines. This plan does none of those: it contains no CIF generation, model prediction, MLIP failure work, deployment handoff, or fresh cold send. Its new work type is a source-linked relationship graph paired with an opt-in introduction round and explicit outcome measurement, so success is a real community connection or a cleanly recorded absence of one rather than another completed content conveyor.
template-CoO2
.cifA foundation model for atomistic materials chemistry
PDFMachine-learned force fields have transformed the atomistic modeling of materials by enabling simulations of ab initio quality on unprecedented time and length scales. However, they are currently limited by: (i) the significant computational and human effort that must go into development and validation of potentials for each particular system of interest; and (ii) a general lack of transferability from one chemical system to the next. Here, using the state-of-the-art MACE architecture we introduce a single general-purpose ML model, trained on a public database of 150k inorganic crystals, that is capable of running stable molecular dynamics on molecules and materials.
Siahrostami group–Ouro CO₂RR relationship graph
Six source-backed, consent-aware connections between three recent Samira Siahrostami group publications and existing Ouro teams, assets, and contributors. This is a map of possible conversations, not evidence of participation or permission.
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