Scarcity, inconsistent definitions, LCA gaps, scale mismatches, geographic bias, and the co-optimization problem — the data obstacles that actually block progress, and the 2026 fixes that are starting to work…
How generative diffusion models, LLM agents, and self-reflective discovery frameworks are turning static material repositories into active innovation engines For most of the past decade, material databanks were passive reference…