storage devices since the 21st century, [7] and researchers have found that silicon (the theoretical capacity of forming Li 22 Si 5 :4200 mAh g −1 ) has the highest theoretical capacity among its known anode materials, more than ten times that of the current commercial graphite (the theoretical capacity of forming LiC 6 :372 mAh g −1 ) anode. [8][9][10] However, silicon anode has some defects, such as poor conductivity, large volume change (>300%) during lithiation/delithiation, repeated fragmentation and proliferation of solid electrolyte interphase film, and easy powdering of the electrode, which will lead to severe performance degradation. [11,12] To overcome these problems, researchers have proposed several solutions: shrinking the size of silicon to alleviate stress changes, [13] compounding with highly conductive materials to enhance conductivity, [14,15] designing porous structures of silicon to leave room for expansion of materials, [16] and adding inert phases to provide mechanical support. [17] In addition, there are some novel electrolytes [18] and binders [19] developed specifically for silicon to improve the overall performance of the battery. Nevertheless, in the practical application of silicon, there is still a very critical problem that is easily overlooked by most researchers: the preparation cost of silicon-based materials.First of all, the silicon sources for the preparation of siliconbased materials mainly include metallurgical silicon, silane (e.g., SiH 4 ), organosilicon (e.g., tetraethyl orthosilicate), silicate minerals (e.g., halloysite), biomass silicon (e.g., rice husk), silicon-based waste (e.g., waste glass), and commercial micro/ nano silicon, [20][21][22] which occupy a large part of the cost. Most of the sources are relatively expensive, and the cheap ones often undergo complex processing. Second, the preparation methods of silicon-based materials such as high-energy ball milling (HEBM), chemical vapor deposition (CVD), and metal thermal reduction are usually complicated, resulting in high energy consumption, long process, high cost, and low yield. [23,24] Therefore, based on the current preparation scheme, the preparation cost of silicon-based materials remains high, which makes its practical application difficult thus limits its commercialization process.The preparation of high-performance silicon-based materials from silicon-based waste is a good choice from the Silicon is an excellent candidate for the next generation of ultra-high performance anode materials, with the rapid iteration of the lithium-ion battery industry. High-quality silicon sources are the cornerstone of the development of silicon anodes, and silicon cutting waste (SCW) is one of them while still faces the problems of poor performance and unclear structure-activity relationship. Herein, a simple, efficient, and inexpensive purification method is implemented to reduce impurities in SCW and expose the morphology of nanosheets therein. Furthermore, HF is used to modulate the abundant native O in SCW after thermo...