Materealize

Purpose and distinctive contribution

Connect inorganic materials design to experimentally actionable synthesis recommendations.

Unifies structure generation, property and synthesizability prediction, and synthesis planning; instant tool composition and deliberative multi-agent debate provide complementary modes.

This page describes the specific system in the cited study, not every capability of the wider El Agente platform.

Publication and full author credit

Seongmin Kim; Jaehwan Choi; Kunik Jang; Junkil Park; Varinia Bernales; Alán Aspuru-Guzik; Yousung Jung. (2026). Materealize: a multi-agent deliberation system for end-to-end material design and synthesis. arXiv:2601.15743.

Publication or posting date: . Preprint; journal publication not independently verified.

Primary publication record →

Preprint and version history →

Research roles and contributions

Prof. Varinia Bernales and Prof. Alán Aspuru-Guzik are credited as coauthors alongside the complete team above. Detailed conception, supervision, implementation, and maintainer roles have not been independently verified for this page and are not inferred from author order.

Software, artifacts, and limitations

A public source-code repository, license, and maintained release have not been verified for this page.

Capabilities are bounded by the tasks, tools, models, and evaluation conditions reported in the study. No universal speedup, reliability, or fully autonomous experimental capability is claimed here. Consult the linked manuscript’s methods and limitations before applying its results to a new workflow.