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Verification register Energy, Climate, Space & Materials

Living definition

What is PET-MAD?

Computational Materials & Chemistry Discovery 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

PET-MAD is a machine-learning interatomic potential built on a point-edge-transformer neural network architecture and trained across a broad, chemically diverse set of atomic structures. This breadth lets a single PET-MAD model simulate the physical behavior of many different classes of materials, rather than requiring a separate model to be trained for each material system.

Live readiness status

Status as of the current dateline

AI-assisted assembly · derived results

As of 2026-07-23, verified readiness is 74 (claimed 80, reported 80, gap 6) — Strong evidence strength; current signals suggest Adopt with guardrails.

The readiness fact belongs to the canonical Readiness Verdict for PET-MAD.

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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