Chip binning categorizes chips based on their performance metrics, such as clock speed, power consumption, and core count, into various price tiers.
A discarded test wafer from TSMC’s Nanjing facility was discovered in a dumpster; it was intended for machine calibration rather than actual chip production.
The output from TSMC’s Nanjing site primarily consists of mature nodes (12nm and 16nm), rather than the advanced 3nm or 2nm chips.
Reddit users humorously suggested using pizza cutters to “dice” the wafer, but its 0.5mm gaps require a high level of precision. The intersection of technology and art is evident in the display of wafers, highlighting the aesthetic appeal of chip engineering.
What Is Chip Binning?
Following manufacturing, chips are subjected to thorough testing to assess performance metrics such as clock speed, power efficiency, and core functionality. High-performing silicon qualifies for the “top bin” and can command premium prices as high-end processors.
Chips that do not meet these standards are classified into lower bins; for example, an 8-core chip with one defective core may be sold as a 7-core model. This cost-effective approach minimizes waste while satisfying a variety of market demands.
The Mystery of the Wafers in the Trash Can
A Reddit user discovered a silicon wafer in a dumpster close to TSMC’s Fab 16 in Nanjing, China, a facility that manufactures chips using mature nodes (12nm, 16nm, 28nm).

Although the wafer contained hundreds of dies, it was not intended for GPUs or AI chips. Instead, it was a test wafer featuring dummy circuitry, utilized for calibrating lithography machines. These types of wafers are typically discarded after confirming that production equipment operates perfectly.
Why Can’t Test Wafers Be Transformed into Actual Chips?
Test wafers do not contain functional circuitry. Their only purpose is to verify the performance of manufacturing equipment.
As one Reddit user pointed out, attempting to repurpose them would be akin to framing an artist’s practice canvas—valuable for understanding but not practical for use.
From Silicon to Art: Creativity at Reddit
The discovery ignited both humor (such as the term “diamond-tipped pizza slicers” referring to wafer dicing) and admiration.
Many people concurred that the wafer’s intricate patterns warranted being showcased as tech-inspired art, serving as a tribute to the engineering wonders that drive everything from smartphones to AI supercomputers.