MatterPub Date : 2026-05-06Epub Date: 2026-03-31DOI: 10.1016/j.matt.2026.102757
Thomas Pickles , Sterling G. Baird , Mohammad Salehian , Alastair J. Florence
{"title":"ThinkFactory 2025: Community discussion on harmonizing and accelerating self-driving laboratories","authors":"Thomas Pickles , Sterling G. Baird , Mohammad Salehian , Alastair J. Florence","doi":"10.1016/j.matt.2026.102757","DOIUrl":"10.1016/j.matt.2026.102757","url":null,"abstract":"<div><div>ThinkFactory 2025 was a virtual workshop jointly hosted by the Acceleration Consortium and CMAC to facilitate discussion on harmonizing and accelerating self-driving laboratories. The 3-h event brought together more than 50 participants for plenary and breakout discussion across four themed tracks: AI and machine learning, data, orchestration, and robotics. Key priorities highlighted by the community included the need for clearer benchmarks to demonstrate value, improved accessibility for experimentalists without programming expertise, and stronger standards for interoperability, safety, and reproducibility. Participants also emphasized the importance of structured human-AI collaboration and shared infrastructure to promote openness and efficiency. This paper outlines the event structure and design and key discussion insights, providing a reproducible framework for hosting collaborative, cross-institutional virtual workshops.</div></div>","PeriodicalId":388,"journal":{"name":"Matter","volume":"9 5","pages":"Article 102757"},"PeriodicalIF":17.5,"publicationDate":"2026-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147827532","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
MatterPub Date : 2026-05-06Epub Date: 2026-03-24DOI: 10.1016/j.matt.2026.102708
Meng Xie (谢梦) , Yizheng Bao (包艺拯) , Tengfei Hu (胡腾飞) , Jiyue Wu (吴际越) , Wei Liu (刘炜) , Shuang He (何爽) , Tingyu Zhang (张婷玉) , Shaobo Guo (郭少波) , Hengchang Nie (聂恒昌) , Yezhan Lin (林业展) , Haitao Huang (黄海涛) , Nan Meng (孟楠) , Genshui Wang (王根水)
{"title":"Reversible giant pyroelectricity for enhanced energy harvesting and solar-driven pyro-catalysis","authors":"Meng Xie (谢梦) , Yizheng Bao (包艺拯) , Tengfei Hu (胡腾飞) , Jiyue Wu (吴际越) , Wei Liu (刘炜) , Shuang He (何爽) , Tingyu Zhang (张婷玉) , Shaobo Guo (郭少波) , Hengchang Nie (聂恒昌) , Yezhan Lin (林业展) , Haitao Huang (黄海涛) , Nan Meng (孟楠) , Genshui Wang (王根水)","doi":"10.1016/j.matt.2026.102708","DOIUrl":"10.1016/j.matt.2026.102708","url":null,"abstract":"<div><div>Pyroelectric energy harvesting is frequently constrained by irreversible polarization loss at phase transitions, necessitating repetitive re-poling. This study circumvents this limitation by designing a fully reversible, rhombohedral-type, ferroelectric-to-ferroelectric (FE-FE) transition in lanthanum-modified lead zirconate titanate-bismuth scandate ceramics. By optimizing the substitution level, a giant and recyclable pyroelectric response (∼60 × 10<sup>−8</sup> C·cm<sup>−2</sup>·K<sup>−1</sup>) is achieved near ambient temperature. <em>In situ</em> structural analysis reveals a competitive mechanism where B–O bond expansion and A-site-dominated polarization redistribution collectively amplify temperature sensitivity. As a proof of concept, the optimized ceramics facilitate 97.6% degradation of tetracycline hydrochloride through solar-driven pyro-catalysis over 20 cycles without performance decay. These results establish phase-transition engineering as a transformative approach for self-restoring pyroelectric materials. This research paves the way for efficient utilization of ambient thermal and solar resources in energy harvesting and environmental remediation.</div></div>","PeriodicalId":388,"journal":{"name":"Matter","volume":"9 5","pages":"Article 102708"},"PeriodicalIF":17.5,"publicationDate":"2026-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147507187","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
MatterPub Date : 2026-05-06Epub Date: 2026-03-19DOI: 10.1016/j.matt.2026.102677
Yu-Chuang Fang , Yu-Hua Huang , Wei Wei , Su-Yan Zou , Cong-Yi Sheng , Xu-Dong Wang , Dai-Bin Kuang
{"title":"Constructing reverse electric field by buried interfacial heterojunction engineering enables high-performance perovskite X-ray detectors","authors":"Yu-Chuang Fang , Yu-Hua Huang , Wei Wei , Su-Yan Zou , Cong-Yi Sheng , Xu-Dong Wang , Dai-Bin Kuang","doi":"10.1016/j.matt.2026.102677","DOIUrl":"10.1016/j.matt.2026.102677","url":null,"abstract":"<div><div>Large-area halide perovskite thick films offer significant potential for next-generation X-ray detectors. However, bias-induced ion migration at buried interfaces significantly degrades device performance. Here, we introduce an innovative buried interface engineering strategy by incorporating a low-polarity solution (ethyl acetate)-processable 1D perovskite (PBL<sub>4</sub>PbI<sub>6</sub>, PBL = pregabalin) as bottom contact layer, which simultaneously addresses three critical issues: (1) low-polarity ethyl acetate eliminates solvent residue, improving device repeatability and stability; (2) low lattice mismatch (≈1.3%) of underlying 1D layer enables high-quality crystalline growth of top 3D layer; (3) a built-in reverse electric field at 1D/3D heterostructure, enables efficient carrier extraction, while suppressing excessive field-induced ion migration. As a result, ion migration activation energy increases from 149 to 182 meV. The optimized detectors achieve a high sensitivity of 76,553 μC Gy<sub>air</sub><sup>−1</sup> cm<sup>−2</sup> and a low detection limit of 9.5 nGy<sub>air</sub> s<sup>−1</sup>, outperforming most reported perovskite thick-film X-ray detectors based on interface engineering.</div></div>","PeriodicalId":388,"journal":{"name":"Matter","volume":"9 5","pages":"Article 102677"},"PeriodicalIF":17.5,"publicationDate":"2026-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147479037","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
MatterPub Date : 2026-05-06Epub Date: 2026-03-30DOI: 10.1016/j.matt.2026.102748
Chenru Duan , Aditya Nandy , Shyam Chand Pal , Xin Yang , Wenhao Gao , Yuanqi Du , Hendrik Kraß , Yeonghun Kang , Varinia Bernales , Zuyang Ye , Tristan Pyle , Ray Yang , Zeqi Gu , Philippe Schwaller , Shengqian Ma , Shijing Sun , Alán Aspuru-Guzik , Seyed Mohamad Moosavi , Robert Wexler , Zhiling Zheng
{"title":"The rise of generative AI for metal-organic framework design and synthesis","authors":"Chenru Duan , Aditya Nandy , Shyam Chand Pal , Xin Yang , Wenhao Gao , Yuanqi Du , Hendrik Kraß , Yeonghun Kang , Varinia Bernales , Zuyang Ye , Tristan Pyle , Ray Yang , Zeqi Gu , Philippe Schwaller , Shengqian Ma , Shijing Sun , Alán Aspuru-Guzik , Seyed Mohamad Moosavi , Robert Wexler , Zhiling Zheng","doi":"10.1016/j.matt.2026.102748","DOIUrl":"10.1016/j.matt.2026.102748","url":null,"abstract":"<div><div>Advances in generative artificial intelligence are transforming how metal-organic frameworks (MOFs) are designed and discovered. This perspective introduces the shift from laborious enumeration of MOF candidates to generative approaches that can autonomously propose and synthesize in the laboratory new porous reticular structures on demand. We outline the progress of employing deep learning models, such as variational autoencoders, diffusion models, and large language-model-based agents, that are fueled by the growing amount of available data from the MOF community and suggest novel crystalline materials designs. These generative tools can be combined with high-throughput computational screening and even automated experiments to form accelerated, closed-loop discovery pipelines. The result is a new paradigm for reticular chemistry in which AI algorithms more efficiently direct the search for high-performance MOF materials for clean air and energy applications. Finally, we highlight remaining challenges such as synthetic feasibility, dataset diversity, and the need for further integration of domain knowledge.</div></div>","PeriodicalId":388,"journal":{"name":"Matter","volume":"9 5","pages":"Article 102748"},"PeriodicalIF":17.5,"publicationDate":"2026-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147577990","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
MatterPub Date : 2026-05-06Epub Date: 2026-03-24DOI: 10.1016/j.matt.2026.102703
Bangxin Li , Yiqian Du , Jiachen Sun , Xiaowei Lv , Xiaodi Zhou , Jiacheng Cui , Guanyu Chen , Hualiang Lv , Renchao Che
{"title":"A flexible and dynamic single-atom-based electromagnetic switch","authors":"Bangxin Li , Yiqian Du , Jiachen Sun , Xiaowei Lv , Xiaodi Zhou , Jiacheng Cui , Guanyu Chen , Hualiang Lv , Renchao Che","doi":"10.1016/j.matt.2026.102703","DOIUrl":"10.1016/j.matt.2026.102703","url":null,"abstract":"<div><div>Conventional electromagnetic materials are functionally limited, lack real-time switching, and require centimeter-scale dimension and mechanical properties, posing challenges in complex and extreme applications. Here, we report a single-atom-anchored two-dimensional material synthesized via the general thermal splitting of heavy <em>5p</em>-series nanoparticles onto graphitic carbon nitride (g-C<sub>3</sub>N<sub>4</sub>) nanosheets. We demonstrate that the incorporation of heavier single atoms induces strong electronic correlations in quantum phases, leading to anomalous electronic phenomena such as band flattening, inversion, and densely packed, continuous van Hove singularities—features that are challenging to conventional approaches. The electromagnetic transistor enables dynamically programmable control over electromagnetic signals, including selective transmission, absorption, and shielding. This functionality is achieved with ultra-low voltage operation (<1.0 V) and a highly miniaturized transistor thickness of ∼800 μm, nearly an order of magnitude smaller than conventional materials. Furthermore, this transistor maintains stable performance under mechanical deformation and across a broad temperature range (300–900 K), ensuring long-term reliability in extreme conditions.</div></div>","PeriodicalId":388,"journal":{"name":"Matter","volume":"9 5","pages":"Article 102703"},"PeriodicalIF":17.5,"publicationDate":"2026-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147524733","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
MatterPub Date : 2026-05-06DOI: 10.1016/j.matt.2026.102818
Steve Cranford
{"title":"AI agents of change and missed serendipity in materials science","authors":"Steve Cranford","doi":"10.1016/j.matt.2026.102818","DOIUrl":"10.1016/j.matt.2026.102818","url":null,"abstract":"","PeriodicalId":388,"journal":{"name":"Matter","volume":"9 5","pages":"Article 102818"},"PeriodicalIF":17.5,"publicationDate":"2026-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147827571","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A neuron-scale all-hydrogel electrode array for chronic brain activity recording","authors":"Mingxu Wang, Cunkai Zhou, Jun Ma, Hongqiang Yin, Yongfeng Wang, Hao Shen, Changlei Ge, Yuchen Zhou, Mengyuan Liu, Yujie Liu, Shuqi Wang, Sujie Qin, Lianhui Li, Ting Zhang","doi":"10.1016/j.matt.2026.102798","DOIUrl":"https://doi.org/10.1016/j.matt.2026.102798","url":null,"abstract":"Biocompatible neural interface is regarded as an effective paradigm to enhance seamless neural symbiosis and sustained functional efficacy, yet it remains a challenging task. In this work, by extending the metastable fiber-forming window of the spinning solution to coordinate the coupled stretching and annealing processes, we pushed the geometric diameter of the poly (3,4-ethylenedioxythiophene) polystyrene sulfonate hydrogel fibers to the neuron-scale level (1.0–20 μm tunable) and developed an all-hydrogel electrode array that emulates the biological characteristics of neuronal cells, including ultra-fine geometric morphology, ultra-soft mechanical compliance (1.8 × 10<sup>−3</sup> nN m per width), sufficient hydration capacity, and open-topology adaptability in three dimensions. These multidimensional biomimetic features facilitate precise and chronic neural signal recordings (over 6 months) from single neurons under vigorous activities. In addition, the all-hydrogel electrode interface presents a stable conformal interface and negligible immune responses in the <em>in vivo</em> experiments, holding promise as a novel biological template to advance bioelectronic platforms.","PeriodicalId":388,"journal":{"name":"Matter","volume":"328 1","pages":""},"PeriodicalIF":18.9,"publicationDate":"2026-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147744020","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
MatterPub Date : 2026-04-21DOI: 10.1016/j.matt.2026.102797
Diana G. Oldal, Rifan Hardian, Hakkim Vovusha, Maxim V. Peskov, Udo Schwingenschlögl, Changxia Shi, Eugene Y.-X. Chen, Gyorgy Szekely
{"title":"Stereoregular self-assembly of biobased recyclable polymer membranes for enantioselective nanofiltration","authors":"Diana G. Oldal, Rifan Hardian, Hakkim Vovusha, Maxim V. Peskov, Udo Schwingenschlögl, Changxia Shi, Eugene Y.-X. Chen, Gyorgy Szekely","doi":"10.1016/j.matt.2026.102797","DOIUrl":"https://doi.org/10.1016/j.matt.2026.102797","url":null,"abstract":"Separation of racemic mixtures is crucial in pharmaceuticals and agrochemicals, whose enantiomers exhibit distinct pharmacological and biological activities. Herein, we design chiral membranes via stereoregular self-assembly of recyclable polymers for enantioselective nanofiltration. By incorporating two inherent stereogenic centers into the repeating unit, we created well-defined chiral recognition sites for amino acids. As a result of stereoregular self-assembly, the polymer adopted more extended conformations with larger radii of gyration, denser packing, and higher crystallinity, leading to superior thermal, mechanical, and chemical stabilities. The dual stereogenic centers enable tailoring both enantioselectivity and nanofiltration performance. We unveil the relation between enantioselectivity and enantiomer rejection, and reveal the effects of applied pressure on the enantioselectivity in both permeate and retentate, highlighting the pressure-dependent separation behavior. The design of stereoregular self-assembled membranes offers intrinsically ordered architectures, refined molecular selectivity, and precise structural control without complex processing, establishing a new design strategy for sustainable, high-performance separation systems.","PeriodicalId":388,"journal":{"name":"Matter","volume":"24 1","pages":""},"PeriodicalIF":18.9,"publicationDate":"2026-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147726573","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Intrinsically elastic three-dimensional architected Bi2Te3-based composites with high thermoelectric performance","authors":"Yanjie Fang, Jiaqi Guo, Xin Guo, Ding Zhang, Ruohan Niu, Wenqi Fan, Xiaotian Jiang, Jiafei Ren, Rujun Ma","doi":"10.1016/j.matt.2026.102776","DOIUrl":"https://doi.org/10.1016/j.matt.2026.102776","url":null,"abstract":"Inorganic semiconductors have long attracted significant attention for heat-to-electricity conversion due to their excellent thermoelectric performance. However, their intrinsic rigidity and brittleness limit their applications in flexible electronics and wearable devices. Here, we present a novel fabrication strategy for highly elastic bismuth telluride (Bi<sub>2</sub>Te<sub>3</sub>)-based thermoelectric composite using a salt-template method combined with silicone elastomer immersion. The resulting elastic inorganic composites exhibit a high Seebeck coefficient (195.8 μV/K), electrical conductivity (1406.6 S/m), low thermal conductivity of about 0.43 W/mK, and a relatively high ZT value of 0.0376 at room temperature, which exceeds most previously reported 3D-architected flexible thermoelectric materials. After 1,000 compression cycles, these composites still maintain excellent thermoelectric and mechanical stability. The optimized elastic Bi<sub>2</sub>Te<sub>3</sub>-based composites also demonstrate a high temperature detection resolution (0.01 K), confirming their sensitive temperature response capability. As wearable devices, they enable self-powered respiratory monitoring and can drive small-power electronic devices by harvesting human body heat.","PeriodicalId":388,"journal":{"name":"Matter","volume":"15 1","pages":""},"PeriodicalIF":18.9,"publicationDate":"2026-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147709176","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
MatterPub Date : 2026-04-16DOI: 10.1016/j.matt.2026.102773
Mengda He, Qinggang Zhang, Zhisong Liu, Weiyu Wei, Changwei Yuan, Xinrong Liao, Qun Wan, Xizheng Liu, Yichen Qu, Mingming Liu, Matteo L. Zaffalon, Hangping Yao, Lei Ma, Long Kong, Sergio Brovelli, Liang Li, Shuit-Tong Lee
{"title":"Mesopore-selective sintering enabled by framework-anchored potassium for densified encapsulation of nanocrystals","authors":"Mengda He, Qinggang Zhang, Zhisong Liu, Weiyu Wei, Changwei Yuan, Xinrong Liao, Qun Wan, Xizheng Liu, Yichen Qu, Mingming Liu, Matteo L. Zaffalon, Hangping Yao, Lei Ma, Long Kong, Sergio Brovelli, Liang Li, Shuit-Tong Lee","doi":"10.1016/j.matt.2026.102773","DOIUrl":"https://doi.org/10.1016/j.matt.2026.102773","url":null,"abstract":"Embedding semiconductor nanocrystals (NCs) in mesoporous silica nanospheres (MSNs) improves stability under harsh conditions. However, room-temperature solution processes typically yield insufficiently protective shells, whereas conventional high-temperature sintering enables densified encapsulation but often damages thermally sensitive NCs and causes irreversible MSN agglomeration. Here, we resolve this conflict through a mesopore-selective sintering strategy for low-temperature densified encapsulation. By pre-installing ultralow, framework-anchored K (0.5–1.0 atom %) in mesopore walls, we achieve local bond activation: atomically dispersed K coordinated to Si–O–Si bridges locally polarizes the silica network and lowers the Si–O bond dissociation energy from 2.54 to 1.38 eV. This programmed bond weakening triggers mesopore-selective collapse at markedly reduced temperatures, yielding densified, ceramic-like shells without bulk fluxing or sacrificing solution processability. This strategy successfully encapsulates CsPbBr<sub>3</sub> NCs at 400°C, alongside temperature-sensitive InP/ZnSe NCs and K<sub>2</sub>SiF<sub>6</sub>:Mn<sup>4+</sup> phosphor, yielding solution-processable fluorescent nanospheres with ceramic-level stability for biological or micro-LED applications.","PeriodicalId":388,"journal":{"name":"Matter","volume":"9 1","pages":""},"PeriodicalIF":18.9,"publicationDate":"2026-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147709116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}