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Emu3 enables large-scale text, image and video learning based solely on next-token prediction, matching the generation and perception performance of task-specific methods, with implications for the development of scalable and unified multimodal intelligence systems.

Liu et al. report Chinese normative lifespan brain charts showing later neurodevelopmental milestones than those detected in Western cohorts. Individual deviations from these norms are valuable in assessing clinical risk and outcomes.

Humanity’s Last Exam, a multi-modal benchmark at the frontier of human knowledge, is designed to be an expert-level closed-ended academic benchmark with broad subject coverage.

The authors find that O-GalNAc transferase 2 (GALNT2) restricts viral infection, probably through the regulation of the proteolytic processing of viral glycoproteins via its O-linked glycosylation activity, impairing virus–cell fusion.

Metabolic syndrome (MS) is associated with enhanced risk to develop endometrial cancer (EC). Here, the authors show that oleic acid, increased in MS, promotes endometrial cancer by supporting the stability of the rate-limiting enzyme in polyamine metabolism ODC1 and polyamine accumulation.

SPACEc offers a user-friendly, expert-curated workflow for multiplexed image analysis, enabling researchers to easily perform advanced spatial biology studies and streamline the path from experiment to discovery.

Sodium-ion batteries are promising low-cost alternatives to lithium-ion systems yet limited by underperforming anodes. This Review highlights advances and challenges in hard carbon and alloy-based anodes, outlining design strategies to boost capacity, stability and commercial viability of next-generation high-energy sodium-ion batteries.

Less is known about the entire microbial pathogen profile of small mammals. Here, the authors analyse 2,408 tissue-resolved metatranscriptomes to map the infectome in small mammals, uncovering high viral, bacterial, fungal and parasitic diversity and showing how geography, hosts, and seasons shape zoonotic risk.

Yersinia pseudotuberculosis senses fungal tyrosol signalling through EnvZ–OmpR which triggers T6SS activation and antifungal effector release to reduce fungal competitors in the mouse gut.

Influenza virus ribonucleoprotein complexes (RNPs) are essential for replication and transcription. Here, authors solve the cryo-EM structure of influenza mini-vRNP to reveal detailed FluPol–NP–RNA coupling and suggest a conformational shift in RNPs during the viral life cycle.

Tpt1 family proteins are highly conserved and play essential roles in nucleic acid phosphate transfer in an NAD + -dependent manner. Here, the authors present several crystal structures of TkoTpt1 and reaffirm the two-step catalytic mechanism of the Tpt1-catalyzed reactions.

Plant Augmin cryo-EM structures reveal a 40-nm hetero-octameric fork with coiled-coil interfaces, dual CH domains at V-junction switch for microtubule binding and NEDD1 β-propeller binding to the V-junction boosts anti-parallel Augmin dimerization, recruiting γ-TuRC for branch nucleation.

Dairy wastewater treatment requires efficient and sustainable solutions. Yuqi Gong and colleagues reported a self-regulating anaerobic system that achieved high pollutant removal and methane production, while significantly reducing energy use and emissions.

Iron metal batteries are hindered by poor reversibility and hydrogen evolution. Here, authors introduce a urea-based hydrotrope to create a high-concentration ferrous sulfate electrolyte, enabling stable, dendrite-free cycling and advancing cost-effective, sustainable energy storage.

The anomalous in-plane Hall effect is predicted to arise in topological magnetic materials when an external magnetic field is applied within the sample plane. Here, the authors observe the anomalous in-plane Hall effect at room temperature in Fe₃Sn.

The authors show that hot-pressing markedly improves high-power performance. In the hot-pressing process, the combined effect of applied pressure and sintering aids reduces the sintering temperature, which not only minimizes lead volatilization but also promotes densification.

To turn on and obtain emission from lanthanide-doped insulating nanoparticles, an electrical excitation pathway coupling them to organic optical molecules to form nanohybrids is described, enabling tunable electroluminescence properties of LEDs fabricated from such materials.

Liu et al. developed a framework called ARNLE to explore host tropism of SARS-CoV-2 and found a shift from weak to strong primate tropism. Key mutations involved in this shift can be analysed to advance research on emerging viruses.

Genome and transcriptome analyses of 376 Gossypium hirsutum accessions uncover the regulation of gene expression during fiber development in allotetraploid cotton and highlight the potential for fiber quality improvement.

A graph-based pan-genome constructed from 30 genome assemblies covering Malus domestica ‘Golden Delicious’ and 29 wild diploid or polyploid Malus species highlights structural variation and genome evolution in the Malus genus.

Developing photocatalysts from earth-abundant materials is crucial for sustainable solar hydrogen production, yet challenges in efficiency and stability persist. Here, the authors report that the topological semimetal cobalt triarsenide functions as an active and durable platform for this reaction.

The mechanism through which auxin regulates chilling tolerance remains unclear. Here, the authors discover a negative regulator of chilling tolerance in japonica rice, which encodes an ABCB transporter with auxin efflux function, and show its potential to increase indica rice chilling tolerance.

The existence (or not) of electronic coherence in homopolymers is dependent on a balance between monomer–monomer interactions and environmental heterogeneity. Now, by understanding how even–odd orbital symmetry influences coherence and produces resistance oscillations as a function of distance—it is shown that DNA sequences can be designed to support coherent charge transport.

When negative-SET occurs in resistive random access memory it causes an irreversible hard breakdown. Here, the authors demonstrate that hydrogen ions moved directionally towards the electrodes under an applied electric field are an underlying factor in the occurrence of negative-SET.

Data-independent acquisition mass spectrometry (DIA-MS) has emerged as a key technology in quantitative proteomics. Here, the authors introduce DIA-BERT, a transformer model pre-trained on existing DIA datasets to enhance peptide identification and quantification.

Liu et al. developed a platform to identify transcription factors (TFs) that turn stem cells into desired cell types. They discovered six key TFs that produce microglia efficiently, enhancing cell differentiation methods.

The occupied anti-bonding states at the Fermi level in metavalently bonded systems stems from the interplay between metavalent bonds and the phase of orbitals. This provides a recipe for identifying superior dopants to improve the thermoelectric performance of metavalently bonded materials.

BPAN is a rare neurodegenerative disease caused by WDR45 mutations. Here, the authors discover that WDR45 can competitively displace G3BP1 from Caprin-1 to promote stress granule disassembly, a function that is disrupted by BPAN-associated WDR45 mutations.

Near-gapless and haplotype-resolved genome assemblies of the dwarfing ‘M9’ and semi-vigorous ‘MM106’ rootstocks and a major apple cultivar ‘Fuji’ provide insights into the genetic basis of rootstock-induced dwarfing traits.

Han et al. report the design and characterization of a pressure-fused biomineral tablet for the long-acting sustained release of IL-2, promoting antitumor immune responses in preclinical models of melanoma.

Two impact-melt fragments in Chang’e-6 lunar soils reveal that the Apollo basin was formed at ~4.16 Ga, implying a non-cataclysmic late heavy bombardment on the Moon between 3.8 and 4.0 Ga.

This work reports a single-atom Ni incorporated CeO₂ catalyst that boosts the efficiency of solar CO₂ reduction under concentrated light irradiation.

Sun et al. report human lifespan changes in the brain’s functional connectome in 33,250 individuals, which highlights critical growth milestones and distinct maturation patterns and offers a normative reference for development, aging and diseases.

A sort-in-memory system that relies on digit reads on one-transistor–one-resistor memristor arrays can offer improved throughput, energy efficiency and area efficiency compared with conventional sorting systems.