Hybrid Approach Emerges For Edge/Cloud Inspection Of Chips


An explosion in data from inspection images and metrology measurements is creating a confusing set of demands for chipmakers and their equipment vendors. On one hand they need the massive storage and compute resources of the cloud to utilize AI/ML-based models, but they also need the faster response time of the edge to make adjustments at the tool level. Balancing these requirements is a mas... » read more

Chip Industry Week In Review


U.S. Trade Representative Jamieson Greer warned Southeast Asian semiconductor manufacturers that they must shift production to the U.S. or face new punitive tariffs, reports the South China Morning Post. President Trump previously floated a 100% tariff on imported chips. Malaysia and other regional economies are offering large concessions and promises of U.S. goods purchases in hopes of securin... » read more

Metrology Under Pressure: Detecting Defects in Fine-Pitch Hybrid Bonding


As advanced packaging pushes deeper into the sub-10µm realm, traditional inspection and metrology systems are being forced to evolve with it. Hybrid bonding, a critical enabler of vertical integration and 3D system performance, relies on exceptionally tight alignment and defect-free bonding surfaces. But as interconnect pitch shrinks, even nanometer-scale variations in height, tilt, or cont... » read more

Chip Industry Week in Review


Apple plans to increase its U.S. investment by an additional $100 billion over four years, which includes the launch of an advanced manufacturing supply chain program, spurring a number of related chip industry announcements, including: Apple will invest in Amkor's new packaging and test facility in Arizona as its first and largest customer, and Amkor will package and test Apple silicon pr... » read more

How Advanced Packaging Is Reshaping Inspection


As semiconductor devices continue advancing into more sophisticated packaging schemes, traditional optical inspection technologies are brushing up against physical and computational boundaries. The growing reliance on 2.5D and 3D integration, hybrid bonding, and wafer-level processes has made it much harder to detect defects consistently and early enough to protect yields. While optical insp... » read more

Nearly Invisible: Defect Detection Below 5nm


Detecting sub-5nm defects creates huge challenges for chipmakers, challenges that have a direct impact on yield, reliability, and profitability. In addition to being smaller and harder to detect, defects are often hidden beneath intricate device structures and packaging schemes. Moreover, traditional optical and electrical probing methods, trusted for decades, are proving inadequate against ... » read more

Failure To Launch


Failure analysis (FA) is an essential step for achieving sufficient yield in semiconductor manufacturing, but it’s struggling to keep pace with smaller dimensions, advanced packaging, and new power delivery architectures. All of these developments make defects harder to find and more expensive to fix, which impacts the reliability of chips and systems. Traditional failure analysis techniqu... » read more

Using AI In Semiconductor Inspection


AI is exceptionally good at spotting anomalies in semiconductor inspection. The challenge is training different models for different inspection tools and topographies, and knowing which model to use at any particular time. Different textures in backgrounds are difficult for traditional algorithms, for example. But once machine learning models are trained properly, they have proven effective in ... » read more

Using Test And Metrology Data For Dynamic Process Control


Advanced packaging is transforming semiconductor manufacturing into a multi-dimensional challenge, blending 2D front-end wafer fabrication with 2.5D/3D assemblies, high-frequency device characterization, and complex yield optimization strategies. These combinations are essential to improving performance and functionality, but they create some thorny issues for which there are no easy fixes. ... » read more

Screening For Known Good Interposers


Ensuring the quality of silicon and organic interposers is becoming harder as the number of signals passing through them continues to grow, fueled by more chiplets, higher processing demands, and more layers of devices assembled in a package. Interposers initially were viewed as relatively simple conduits. That perception has changed rather dramatically in recent years with the growing focus... » read more

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