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AI Materials Discovery Faces New Bottleneck in ‘Verification’: Only 0.2% of DeepMind GNoME Predictions Experimentally Validated
AI Invasion USA Overview While AI has effectively solved the 'generation problem' in protein structure prediction (AlphaFold) and material candidate discovery (GNoME), 'verification' has emerged as the new bottleneck. Only approximately ... -
Scilight Press Introduces ‘Harness’ Framework Integrating LLM Agents and Materials Project to Enhance Perovskite Bandgap Prediction
Scilight Press Unknown Overview Scilight Press has proposed "Harness," a novel framework to integrate Large Language Model (LLM) agents with existing material databases in materials science. This framework translates LLM agent proposals ... -
Vietnamese Researchers Accelerate New Material Discovery for Polymers, Pharmaceuticals, and Metals with AI-Driven Inverse Design
Vietnam News Vietnam Overview Vietnamese scientists are actively exploring AI-driven "inverse design" in materials science, accelerating new material discovery by identifying optimal structures from desired properties. Unlike traditional... -
Google DeepMind’s GNoME AI Discovers 2.2 Million New Crystal Structures, Equaling 800 Years of Experimental Data
Alcimed France Overview Google DeepMind's GNoME AI model has identified 2.2 million novel crystal structures, predicting 380,000 of them to be stable, an achievement comparable to 800 years of traditional experimental discovery. This bre... -
‘Raincoat’ Technology Dramatically Boosts Durability of Lead-Free Solar Cells, Achieving Both Efficiency and Stability
Compound Semiconductor UK Overview Researchers have developed a protective "raincoat" layer, demonstrating its effectiveness in shielding lead-free perovskite solar cells, particularly tin-based devices, from degradation due to oxygen an... -
Japan’s 7th Strategic Energy Plan Targets 23-29% Solar Power by 2040, with 20 GW from Next-Gen Perovskite Solar Cells
ScienceX Japan Overview Japan's 7th Strategic Energy Plan, formulated in February 2025, sets an ambitious target for solar power to account for 23-29% of the nation's total electricity supply by fiscal year 2040. To achieve this, approxi... -
Sekisui Chemical Stock Potentially 20% Undervalued Amid Ausbuild Deal Review, Analysts Suggest
Simply Wall St Australia Overview Analysts suggest Sekisui Chemical (TSE:4204) stock may be up to 20% undervalued following a review of its Ausbuild deal. The company is making steady progress in expanding high-performance plastics produ... -
All-Perovskite Triple-Junction Solar Cell Achieves Record 30.1% Efficiency, Patented by RenShine Solar for Manufacturing
Perovskite-Info China Overview An international research collaboration, including Nanjing University and RenShine Solar, has achieved a groundbreaking 30.1% power conversion efficiency (29.3% certified) in an all-perovskite triple-juncti... -
Chinese Scientists Demonstrate Underwater Perovskite Solar Cells Operating at 10m Depth, Unlocking Subaquatic Photovoltaic Potential
TechRadar UK Overview Researchers at China's Yunnan University have successfully demonstrated perovskite solar cells (PSCs) functioning efficiently at a depth of 10 meters, proving new possibilities for underwater solar power generation.... -
Soochow University and LONGi Unveil 34.0% Perovskite-Silicon Tandem Solar Cell Based on Dual-Anchored Interfacial Design
pv magazine Global China Overview Researchers from Soochow University and solar power leader LONGi have achieved an impressive 34.0% conversion efficiency in perovskite-silicon tandem solar cells through an innovative dual-anchored inter...
