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Verification register Energy, Climate, Space & Materials

Living definition

What is Argonne Closed-Loop Catalyst Discovery System?

Chemistry & Catalysis Energy, Climate, Space & Materials

As of
2026-07-23
Revision
2026-07-23.1
Method
v1.3.0

Definition

The term, in context

AI-assisted draft · approved dataset

Argonne's Closed-Loop Catalyst Discovery System pairs robotic synthesis and testing equipment with AI models that analyze each experiment's results and choose the next catalyst formulation to try, cycling through design, synthesis, and evaluation without a human in the loop to compress the search for new industrial catalysts.

Live readiness status

Status as of the current dateline

AI-assisted assembly · derived results

As of 2026-07-23, verified readiness is 19 (claimed 30, reported 27, gap 11) — Critical evidence strength; current signals suggest Too early to adopt.

The readiness fact belongs to the canonical Readiness Verdict for Argonne Closed-Loop Catalyst Discovery System.

Dataset approval

Human editorial release

pragma.vision editorial — standing authorization (operator dev@soft.house, 2026-07-17)

Dataset
2026-07-23.1
Hash
sha256:2946693d2bc5cb60960d58d1e68b228b21021ebbdb21122cce1fb0a6793301ce
Approved
2026-07-23

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