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Roadmap ⑨ · Available individually · €19 · web roadmap + A1 poster · Version 1.0 · As of 2026-08-19

Advanced Materials

From simulation to synthesis: AI finds candidates in weeks — manufacturing, qualification and regulation take years

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Roadmap Advanced Materials as paper panel — retrospective since 2020, outlook to 2036, four layers

Poster · A1 portrait

The roadmap as a poster

All 36 milestones in four layers with rationale, dependencies, maturity, key figures, ADL classification and recommended action — set for printing at A1 portrait (594 × 841 mm), still legible at A2. Vector PDF, searchable text.

Sharing within organisations welcome; modification and commercial re-use only with permission.

1 Executive summary (excerpt)

For centuries materials research was a craft of trying, measuring and discarding. Since 2023 it has become a computational problem: with GNoME, Google DeepMind predicted 2.2 million crystal structures, 380,000 of them classified as stable; Berkeley’s A-Lab synthesised 41 new compounds in 17 days without a human hand at the furnace; machine-learned interatomic potentials compute millions of atoms with quantum-chemistry accuracy. In 2025 an MIT field study in an industrial lab measured the effect causally for the first time: 44 % more materials discovered, 39 % more patent filings — with falling job satisfaction among researchers, because judgement about candidates moves to the machine.

The bottleneck has thus moved, and to an uncomfortable place. Prediction is not synthesis: whether a material can be made — with which precursors, at what temperature, in which process window — is still predicted only unreliably by the models. And even a synthesised material classically needs ten to twenty years to reach series application, because qualification, standardisation and approval do not accelerate just because discovery does. The second finding: in this field regulation often decides more than physics. The PFAS restriction covers more than 10,000 substances and forces a material transition in semiconductor manufacturing, medical technology and energy that means years of qualification work; the Critical Raw Materials Act and China’s export controls on heavy rare earths make availability a location question; the ecodesign and construction products regulations make recyclability a selection criterion.

2 What you get

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3 What a roadmap looks like

The freely accessible showcase roadmap Robotics & Humanoid Systems shows structure, depth and poster exactly as you get them here.

4 Questions about buying

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Access to the web roadmap (permanent, tied to your e-mail address, sign-in by link without password) and the poster as PDF/PNG for download — as of the time of purchase (version and date are printed on page and poster). Later updates are not included.
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