It has been proven that silica fume (SF), which is a by-product from the manufacturing of single-crystal silicon, is beneficial for enhancing the mechanical properties, durability, and workability of geopolymers, as it can be quickly dissolved and form silicate-based cementitious phases in alkaline environments. However, the reinforcement mechanism of SF on geopolymer remains unclear due to the chemical complexity of geopolymer and the variety of SF types. Additionally, the solubility of calcite in an alkali environment is quite limited, and thus the formation of the amorphous calcium-based gels will be thwarted due to the lack of soluble calcium ions. Most importantly, with the development of the single-crystal industry, the amorphous silica content, crystallinity, and trace elements of SF itself have changed, which blocks the understanding of the activation mechanism of geopolymers combined with SF and insoluble calcite. To unveil the underlying modification mechanisms of SF on geopolymer materials along with insoluble calcite, in this study, two types of SF were used as the fly ash replacement in a fly ash/limestone system to prepare geopolymer materials. The reinforcement effect significantly depends on the SF types even with similar particle size and chemical compositions. The results indicate that the mechanical properties of geopolymer materials modified with SFs are not only governed by the ratio and contents of Si, Ca, Al, and Mg in SFs but also depend on the crystallinity and activity of the SFs. The hydration products could be varied according to the reaction environment. The research results not only contribute to the optimization design and application of geopolymer materials but also pave new pathways for the upcycling use of solid wastes such as SF, low-grade fly ash, or even other aluminosilicate solid wastes to achieve sustainable development.

Photochromic materials are pivotal for rewritable smart media, yet conventional systems suffer from sluggish kinetics, UV dependency, and low optical contrast. Herein, we present a visible-light-responsive Sn-TiO2/phosphotungstic acid (PTA) nanocomposite film mediated by polyvinylpyrrolidone (PVP) that addresses these challenges through interfacial engineering and bandgap modulation. Sn-doped TiO2 nanoparticles, synthesized hydrothermally, are covalently linked to phosphotungstic acid (PTA) clusters via PVP-assisted dispersion, enabling efficient charge separation under 450 nm illumination. The Sn-TiO2/PTA/PVP nanocomposite film achieves ultrafast coloration within 10 s, attributed to the reduction of W6⁺ to W5⁺ in PTA. The colored state exhibits remarkable air stability (48 h) and rapid recovery (80 reversible cycles without degradation. With a narrowed bandgap (2.23 eV) and broadband intervalence charge transfer (IVCT) absorption (600–800 nm), the film demonstrates high-contrast black-state coloration and 2-day legibility as a rewritable medium. This work overcomes the limitations of organic dyes and UV-dependent systems, offering an inorganic, eco-friendly platform for smart displays, anti-counterfeiting labels, and energy-efficient photochromic technologies.