Monday, April 29, 2024

Pushing the Boundaries: From Nanoscale to Interstellar


In the ever-evolving realm of human ingenuity, we stand at the precipice of shattering barriers that once seemed insurmountable. From the infinitesimal to the vastness of the cosmos, our relentless pursuit of knowledge and innovation continues to redefine the limits of what is possible.

In Atomic Scale:

On the nanoscale frontier, the realm of electronics manufacturing has been a battleground for breaking barriers. For decades, Moore's Law has guided the industry's relentless pursuit of miniaturization, driving the creation of increasingly compact and powerful integrated circuits. Yet, with each generation, the challenges mount as we approach the subatomic realm. Undeterred, researchers and engineers have ventured into uncharted territory, developing techniques to manufacture system-on-chip (SoC) components smaller than a single nanometer. This feat of engineering prowess not only defies conventional wisdom but also paves the way for revolutionary advancements in computing, medicine, and beyond.

Here are some fascinating points about how Intel Corporation is tackling the challenge of scaling down semiconductor manufacturing to ever smaller nanometer process nodes:

  • Intel introduced its first 10nm processors in 2019, but struggled with yield issues that delayed mass production. They have since made major investments to overcome the technical hurdles of extreme ultraviolet (EUV) lithography required for 7nm and beyond.

  • For their upcoming 7nm node (expected in 2023), Intel has pioneered the use of High Numerical Aperture EUV lithography with a 0.33 Numerical Aperture - pushing the limits of how small features can be patterned on silicon wafers.

  • To scale below 7nm, Intel is pursuing novel transistor architectures like Gate-All-Around Field Effect Transistors (GAAFETs). These wrap the gate conductor around all four sides of the channel for better current control at atomic scales.

  • Intel is also developing new high-mobility channel materials beyond traditional silicon, such as III-V compound semiconductors, to boost transistor performance and power efficiency at ultra-scaled dimensions.

  • For advanced packaging techniques, Intel is implementing power-delivery slices with integrated voltage regulators to manage current flow more efficiently within super-dense 3D stacked chiplet designs.

  • Looking ahead to the 5nm node and beyond, Intel aims to extend EUV patterning to four consecutive masking layers using techniques like SAQP (self-aligned quadruple patterning) to condense more transistors into each square nanometer of silicon real estate.


IBM has been at the forefront of pushing the boundaries in semiconductor scaling and nanotechnology. Here are some fascinating points about how IBM is tackling the challenge of scaling down to ever smaller nanometer process nodes:

  • IBM was the first to introduce 7nm chip manufacturing technology with their POWER9 processors in 2017, using extreme ultraviolet (EUV) lithography.

  • For 5nm and beyond, IBM has pioneered the development of horizontal gate-all-around (GAA) transistor architecture called "Nanosheet". This stacks multiple horizontal sheets of semiconductor "nanowires" to boost drive current and performance scaling.

  • At the 2nm node targeted for early 2025, IBM plans to use bottom-up nanotube materials like carbon nanotubes or nanowires to build the gate-all-around transistor channels from the atomic level up.

  • IBM is also exploring novel computing architectures like analog AI chips that bypass traditional digital circuits and leverage nanomaterials to perform calculations using phenomena like electron spin or photonics.

  • For extending Moore's Law scaling below 1nm dimensions, IBM is investing heavily in researching advanced patterning techniques like self-assembled polymer lithography to enable molecular-scale fabrication.

  • On the quantum computing frontier, IBM has made strides in building superconducting and trapped-ion quantum processors using nano-manufacturing of atomic-scale qubit devices and circuitry.


TSMC (Taiwan Semiconductor Manufacturing Company) is the world's largest and most advanced semiconductor foundry, and they are taking an aggressive approach to tackle the challenges of scaling down to smaller nanometer process nodes:

  • TSMC was the first to begin high-volume manufacturing at the 5nm node in 2020 using extreme ultraviolet (EUV) lithography. They plan to ramp up their next-gen 3nm process in late 2022.

  • For 3nm and beyond, TSMC is transitioning to a nanosheet transistor architecture with multiple stacked horizontal gate-all-around nanosheets to improve transistor performance and density scaling.

  • TSMC is developing new EUV pellicle technology that allows them to pattern finer circuit features below 20nm using higher numerical aperture EUV optics.

  • They are aggressively driving innovation in chip packaging techniques like CoWoS (Chip on Wafer on Substrate) and InFO (Integrated Fan-Out) to integrate heterogeneous chips into dense 3D packages.

  • Looking ahead to 2nm and 1nm, TSMC is exploring novel materials like 2D semiconductors (ex: graphene nanoribbon FETs) and ultra-thin insulator films for gate dielectrics.

  • TSMC's R&D efforts span new lithography solutions like nano-imprint and directed self-assembly patterning to enable atomic-scale fabrication in the angstrom era (below 1nm).

With over $100 billion in capital expenditure planned over the next three years, TSMC is making massive investments across R&D, manufacturing capability and global capacity to maintain and extend its process leadership for the future of Moore's Law scaling.


The economics of developing system-on-chip (SoC) designs at smaller and smaller nanometer process nodes presents a stark contrast to the earlier days of semiconductor scaling. Here's a look at how the landscape has shifted:

At Larger Process Nodes (e.g. 180nm-40nm):

  • Prototyping was relatively inexpensive using multi-project wafer shuttles and older fab process technologies

  • Validation focused mainly on digital logic simulation and some limited physical verification

  • Mask costs for lithography were manageable, often <$1 million per mask set

  • Overall SoC design costs were dominated by engineering labor and software tools

  • Production yields were high and relatively insensitive to process variation

Transitioning to Smaller Process Nodes (<28nm):

  • Prototyping has become prohibitively expensive due to soaring mask and wafer costs

  • Extensive validation is required for design-for-manufacturing, physical effects, statistical signoff

  • Latest EUV mask sets can cost over $30 million just for a modest SoC

  • Design tool licenses and compliance certification costs have skyrocketed

  • Production ramps require massive upfront capital expenditure on fab equipment (e.g. $10B+ fabs)

  • Yield loss has become exponentially sensitive to atomic-scale defects and process variation

As a result, the non-recurring engineering (NRE) costs to develop and tape-out a leading-edge SoC have exploded into the hundreds of millions of dollars. At 5nm, 3nm and beyond, the capital intensity makes SoC design accessible only to firms with massive R&D budgets like TSMC, Samsung, Intel.

This has driven an escalating threshold for product volumes and economics of scale required to justify new SoC development. It has also fueled an ecosystem shift toward alternative models like fabless/foundry chip design or multi-chip module integration over monolithic SoCs to mitigate soaring NRE costs.



In Space and Beyond:

At the opposite end of the scale, our ambitions soar to the celestial heights, where we strive to transcend the very boundaries of our terrestrial existence. The pursuit of interstellar travel has long captured the imagination of humanity, fueling dreams of exploring the vast expanse of the cosmos. While the constraints of conventional propulsion systems have tethered us to our solar system, visionary minds have conceptualized audacious theories like the Alcubierre drive. This hypothetical propulsion system, rooted in the fabric of space-time itself, holds the tantalizing promise of achieving speeds greater than light, potentially enabling journeys to nearby galaxies within a human lifetime – a feat that would once have been deemed utterly implausible.


As we stand at the intersection of these two extremes, one thing becomes abundantly clear: the human spirit is an indomitable force, ever-driven to push against the limits of our understanding and capabilities. Whether navigating the subatomic realm or venturing into the unfathomable depths of the cosmos, our insatiable curiosity and unwavering determination will continue to propel us forward, shattering barriers with each stride.

Pushing the Boundaries: From Nanoscale to Interstellar

In the ever-evolving realm of human ingenuity, we stand at the precipice of shattering barriers that once seemed insurmountable. From the in...