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Spider silks are remarkable materials characterized by superb mechanical properties such as strength, extensibility, and lightweightedness. Yet, to date, limited models are available to fully explore sequence‐property relationships for analysis and design. Here a custom generative large‐language model is proposed to enable the design of novel spider silk protein sequences to meet complex combinations of target mechanical properties. The model, pretrained on a large set of protein sequences, is fine‐tuned on ≈1,000 major ampullate spidroin (MaSp) sequences for which associated fiber‐level mechanical properties exist, to yield an end‐to‐end forward and inverse generative approach that is aplied in a multi‐agent strategy. Performance is assessed through: 1) a novelty analysis and protein type classification for generated spidroin sequences through Basic Local Alignment Search Tool (BLAST) searches, 2) property evaluation and comparison with similar sequences, 3) comparison of resulting molecular structures, and 4) a detailed sequence motif analyses. This work generates silk sequences with property combinations that do not exist in nature and develops a deeper understanding of the mechanistic roles of sequence patterns in achieving overarching key mechanical properties (elastic modulus (E), strength, toughness, failure strain). The model provides an efficient approach to expand the silkome dataset, facilitating further sequence‐structure analyses of silks, and establishes a foundation for synthetic silk design and optimization. [ABSTRACT FROM AUTHOR]

Porous grafts facilitate constructive remodeling of blood vessels. Incorporating multiple biomimetic cues to porous grafts can promote vascular regeneration. However, the fabrication of such medical devices remains challenging. Here, beta‐sheet rich silk nanofibers (BSN) are added to poly(vinyl alcohol) (PVA) solution and aggregated under a cylindric electric field to form circumferentially and axially oriented tubular structures, to simulate the endothelial and media layers of blood vessels. PVA in the aligned tubes is then crystallized through repeat freezing–thawing process to offer mechanical performances. Through tuning the ratio of BSN and PVA, the composite tubes with dual anisotropic microstructures exhibit better mechanical properties than pure PVA vascular grafts. Significantly improved cell adhesion, spreading, proliferation, and alignment are achieved. Both endothelial and smooth muscle cells show improved biological activity on the grafts due to the regulatory roles of the aligned structures. In vivo studies reveal the formation of endothelial layers within four weeks of implantation, ensuring long‐term patency. The endothelial and smooth muscle double layers are regenerated after eight months postimplantation, forming hierarchical microstructures and compositions similar to native vessels. The porous composite grafts with multiple aligned structures guide vascular remodeling to regenerate blood vessels, demonstrating potential for clinical translation. [ABSTRACT FROM AUTHOR]