<p>Incremental forming, especially Single Point Incremental Forming (SPIF), is versatile and efficient in sheet metal fabrication. It eliminates the need for special tooling and exerts less forming force while increasing material formability. Recent research into SPIF has advanced understanding of its flexible forming mechanisms. Translating design concepts into physical components requires efficient methodologies that bridge design and manufacturing. For example, image-based CAD Conversion converts hand-drawn sketches, or digital designs, into high-quality, scalable, 3D models. Python 3D reconstruction uses computer vision and geometrical algorithms to generate accurate 3D representations of 2D image data from visual representations. NC code extraction uses python to convert visual images of sheet metal to machine-readable CNC machining instructions. This allows manufacturers to translate design specifications into more efficient, consistent, and accurate machine-readable instructions, thus advancing modern fabrication processes. The integration of these methodologies ensures dimensional and geometric accuracy, enhancing the overall quality of fabricated components.</p>