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Slide 01
Semiconductors
- From Sand to Silicon: The Invisible Engine of Modernity
- Trillions of transistors are manufactured each year -- more than any other human-made object in history. These crystalline slivers of silicon underpin a $600 billion global industry and form the substrate on which modern civilization computes, communicates, and creates.
- This deck traces the physics, manufacturing, economics, and geopolitics of the semiconductor revolution.
Slide 02
What Is a Semiconductor?
- A semiconductor is a material whose electrical conductivity falls between that of a conductor (like copper) and an insulator (like glass). The most common semiconductor is silicon (Si), element 14, which has four valence electrons enabling covalent bonding into a diamond cubic crystal lattice.
- At absolute zero, pure silicon is an insulator. As temperature rises or impurities are introduced (doping), free charge carriers appear, making controlled conduction possible -- the foundation of every electronic device.
Slide 03
Band Theory of Solids
- Energy Bands
- Valence band: highest occupied energy levels at 0 K
- Conduction band: lowest unoccupied levels where electrons move freely
- Band gap (Eg): the forbidden energy range between them
- Silicon's band gap: 1.12 eV at 300 K
- Material Classification
- Conductors: overlapping bands, Eg = 0
- Semiconductors: small gap (0.1-4 eV)
- Insulators: large gap (>4 eV, e.g. diamond = 5.5 eV)
- Temperature and photons can excite electrons across the gap
Slide 04
Intrinsic vs. Extrinsic
- Intrinsic
- Pure semiconductor. Carrier concentration (~1.5x10^10 /cm^3 in Si at 300K) depends only on temperature. Equal numbers of electrons and holes.
- N-Type (Extrinsic)
- Doped with Group V elements (P, As, Sb). Extra electron per dopant atom. Majority carriers: electrons. Donor level just below conduction band.
- P-Type (Extrinsic)
- Doped with Group III elements (B, Ga, In). One fewer electron creates a "hole." Majority carriers: holes. Acceptor level just above valence band.
Slide 05
The P-N Junction
- When P-type and N-type regions meet, diffusion creates a depletion zone -- a thin insulating layer devoid of free carriers. This built-in electric field (~0.7V in silicon) is the basis of diodes, solar cells, and LEDs.
- Forward bias: external voltage shrinks depletion zone, current flows
- Reverse bias: external voltage widens depletion zone, blocks current
- Breakdown: sufficiently high reverse voltage causes avalanche (Zener effect at ~5V or less)
- The junction capacitance varies with voltage -- basis of varactor diodes
Slide 06
The Transistor Revolution
- 1947
- Bardeen, Brattain, and Shockley demonstrate the point-contact transistor at Bell Labs. They share the 1956 Nobel Prize in Physics.
- 1954
- Texas Instruments produces the first commercial silicon transistor (replacing fragile germanium), enabling mass production.
- 1958-59
- Jack Kilby (TI) and Robert Noyce (Fairchild) independently invent the integrated circuit -- multiple transistors on a single chip.
- 1963
- Frank Wanlass at Fairchild patents CMOS -- complementary N and P transistors that only draw power when switching.
Slide 07
MOSFET: The Workhorse
- The Metal-Oxide-Semiconductor Field-Effect Transistor is the most manufactured device in human history. Over 13 sextillion (1.3x10^22) MOSFETs have been produced since 1960.
- How It Works
- Gate voltage creates electric field through oxide layer
- Field inverts channel region, creating conductive path
- Current flows from source to drain only when gate is "on"
- Acts as a voltage-controlled switch
- Key Parameters
- Threshold voltage (Vth): ~0.3-0.7V in modern nodes
- Channel length: defines the "node" (e.g., 5nm, 3nm)
- Gate oxide thickness: down to ~1nm (a few atomic layers)
- Subthreshold slope: ideally 60mV/decade at 300K
Slide 08
Moore's Law
- In 1965, Gordon Moore observed that transistor density doubles approximately every two years. This "law" -- really an observation and self-fulfilling industry roadmap -- held for over five decades.
- 10 um
- Intel 4004 (1971) -- 2,300 transistors
- 350 nm
- Pentium Pro (1995) -- 5.5M transistors
- 65 nm
- Core 2 (2006) -- 291M transistors
- 7 nm
- Zen 2 (2019) -- 3.9B transistors
- 3 nm
- Apple M3 (2023) -- 25B transistors
- 2 nm
- Expected 2025 -- >50B transistors
Slide 09
Silicon Wafer Production
- It all starts with sand (SiO2). The Siemens process and Czochralski method transform raw silica into 99.9999999% pure single-crystal silicon ingots -- nine nines purity.
- Reduction: SiO2 + C -> Si + CO2 in arc furnace (metallurgical-grade, 98%)
- Purification: Si + HCl -> trichlorosilane, then distillation and reduction with H2
- Crystal growth: Czochralski method pulls single-crystal boule from melt at 1,414C
- Slicing: Diamond wire saws cut 300mm wafers ~775um thick
- Polishing: Chemical-mechanical planarization (CMP) achieves atomic-level flatness
Slide 10
Photolithography
- The pattern-transfer step that defines circuit features. A light-sensitive photoresist is exposed through a mask (reticle), then developed to reveal the pattern for etching or deposition.
- Mercury lamp (g-line 436nm) dominated through the 1980s
- Deep UV (DUV): 248nm KrF and 193nm ArF excimer lasers, 1990s-2010s
- Immersion lithography: water between lens and wafer improves resolution (2004+)
- Multi-patterning: SADP/SAQP to print below diffraction limit
- EUV (13.5nm): deployed at 7nm node and below, using tin-droplet plasma source
Slide 11
EUV Lithography
- Extreme Ultraviolet Lithography is arguably the most complex machine ever built. ASML's NXE/EXE systems cost $150-380 million each and took 30+ years of R&D.
- Light Source
- 50,000 tin droplets/second hit by CO2 laser pulse, creating plasma that emits 13.5nm photons. Only ~6% of light is usable.
- Optics
- All-reflective (no lenses work at 13.5nm). Multilayer Mo/Si mirrors with
- Vacuum
- Entire optical path operates in near-total vacuum since air absorbs EUV. Hydrogen gas protects mirror surfaces from tin debris.
Slide 12
Fabrication Process Flow
- A modern chip requires 80+ lithography layers and 1,000+ processing steps over 3-4 months. The major categories:
- Front-End-of-Line (FEOL)
- Well implantation (doping substrate)
- Gate oxide growth (atomic layer deposition)
- Gate patterning (poly-Si or high-k metal gate)
- Source/drain implantation
- Spacer and contact formation
- Back-End-of-Line (BEOL)
- Contact metallization (tungsten plugs)
- Copper interconnect layers (10-15 metal levels)
- Dielectric deposition (low-k materials)
- Chemical-mechanical polishing between layers
- Final passivation and pad opening
Slide 13
Transistor Architecture Evolution
- Planar (1960-2011)
- Flat MOSFET with gate on top of channel. Gate control weakens as channel length shrinks below 30nm due to short-channel effects.
- FinFET (2011-2024)
- Channel rises as a vertical "fin" wrapped by gate on 3 sides. Better electrostatic control. Introduced by Intel at 22nm, industry-wide from 14nm.
- Gate-All-Around (2024+)
- Horizontal nanosheets/nanowires completely surrounded by gate. Samsung (3nm GAA, 2022), Intel (20A/18A RibbonFET). Ultimate short-channel control.
- CFET (2027+?)
- Complementary FET: N and P transistors stacked vertically, sharing a footprint. Could double density without shrinking features.
Slide 14
Memory Technologies
- SRAM
- 6-transistor cell. Fastest, most power-hungry. Used for CPU caches. No refresh needed. ~0.5ns access.
- DRAM
- 1 transistor + 1 capacitor. Requires periodic refresh (64ms). Main memory standard. ~10ns access. $3-5/GB.
- NAND Flash
- Floating-gate/charge-trap cells stacked vertically (200+ layers). Non-volatile. ~100us read. SSDs, phones. $0.05/GB.
- Emerging
- MRAM (magnetic), ReRAM (resistive), PCM (phase-change). Potential to combine speed of SRAM with density of Flash.
Slide 15
The Foundry Model
- In 1987, Morris Chang founded TSMC on a radical idea: a company that only manufactures chips designed by others. This "fabless-foundry" model transformed the industry.
- Fabless Companies
- Design chips, outsource manufacturing. AMD, Nvidia, Qualcomm, Apple, Broadcom, MediaTek. Lower capital requirements enable startup innovation.
- Foundries
- TSMC (~60% market share), Samsung Foundry (~12%), GlobalFoundries, SMIC, UMC. TSMC alone spends $30B+/year on capex.
- IDMs
- Integrated Device Manufacturers design and fabricate: Intel, Samsung, TI, Infineon. Increasingly rare model due to fab costs exceeding $20B.
Slide 16
The Semiconductor Supply Chain
- No single country can produce an advanced chip alone. The supply chain is perhaps the most globally interdependent in any industry.
- StageKey PlayersGeography
- EDA SoftwareSynopsys, Cadence, Siemens EDAUSA
- IP CoresARM, Imagination, CEVAUK, USA
- DesignApple, Nvidia, QualcommUSA, global
- LithographyASML (monopoly on EUV)Netherlands
- EquipmentApplied Materials, Lam, Tokyo ElectronUSA, Japan
- MaterialsShin-Etsu, SUMCO, JSRJapan
- FabricationTSMC, Samsung, IntelTaiwan, Korea, USA
- PackagingASE, Amkor, TSMC (CoWoS)Taiwan, Korea
Slide 17
Geopolitics of Chips
- Semiconductors have become a focal point of US-China rivalry and global economic security. Taiwan produces ~90% of advanced chips (
- US CHIPS Act (2022): $52.7B in subsidies for domestic fab construction
- US export controls (Oct 2022): block China from advanced EUV tools and AI chips
- EU Chips Act: EUR43B target to reach 20% global production by 2030
- Japan: $13B+ in subsidies, TSMC fab in Kumamoto (operational 2024)
- China: $47B+ in Big Fund I & II, but remains 5+ years behind on leading edge
- TSMC Arizona: $65B investment for 3 fabs, first production 2025
Slide 18
TSMC: The World's Most Important Company
- Taiwan Semiconductor Manufacturing Company fabricates chips for Apple, Nvidia, AMD, Qualcomm, and hundreds more. A disruption at TSMC would halt the global economy.
- ~60%
- Global foundry market share
- ~90%
- Share of advanced node (
- $87B
- Revenue (2024)
- 14,000
- 300mm wafer starts per day
- 73,000+
- Employees worldwide
- $30B+
- Annual capex investment
Slide 19
Chip Design Flow
- Designing a modern SoC takes 2-4 years and hundreds of engineers. The design flow is a cascade of abstraction:
- Architecture specification: define ISA, microarchitecture, block diagram
- RTL design: write hardware in Verilog/SystemVerilog (millions of lines)
- Verification: simulate, formal prove, emulate (60-70% of effort)
- Synthesis: convert RTL to gate-level netlist (standard cells)
- Place and route: position millions of cells, connect with metal wires
- Timing closure: iterate until all paths meet frequency target
- Physical verification: DRC, LVS, antenna checks
- Tapeout: final GDS-II file sent to foundry (~1 TB of data)
Slide 20
Advanced Packaging
- As 2D scaling slows, packaging innovation enables "More than Moore" -- combining multiple chiplets into one package.
- 2.5D (Interposer)
- Chiplets sit side-by-side on a silicon interposer with through-silicon vias. TSMC CoWoS. Used in Nvidia H100, AMD MI300.
- 3D Stacking
- Chips bonded face-to-face or stacked with TSVs. AMD 3D V-Cache adds 64MB SRAM atop a CCD. HBM stacks DRAM 8-12 layers high.
- Chiplet Architecture
- Disaggregate SoC into smaller dies connected via UCIe or proprietary links. Better yields, mix nodes, modular design. AMD Zen uses ~13 chiplets.
Slide 21
Power and Performance
- Dennard scaling (power density stays constant as transistors shrink) broke down around 2006. Modern chips face a "power wall."
- Dynamic Power
- P = alpha * C * V^2 * f. Reduce voltage (but leakage rises). Lower capacitance (smaller transistors). Clock gating reduces activity factor (alpha).
- Static Power (Leakage)
- Subthreshold leakage grows exponentially as Vth drops. Gate leakage reduced by high-k dielectrics (Intel 45nm, 2007). Can be 30-50% of total power in mobile chips.
- "The free lunch is over. Clock speeds plateaued around 4-5 GHz in 2004. Performance gains now come from parallelism and specialization."
- -- Herb Sutter, "The Free Lunch Is Over" (2005)
Slide 22
Semiconductor Materials Beyond Silicon
- Gallium Arsenide (GaAs)
- Higher electron mobility than Si. Used in RF amplifiers, 5G front-ends, satellite communications. More expensive, harder to process.
- Gallium Nitride (GaN)
- Wide bandgap (3.4 eV). Handles high voltages and temperatures. Power supplies, EV chargers, radar. Growing rapidly in power electronics.
- Silicon Carbide (SiC)
- 4H-SiC bandgap: 3.26 eV. Excels at 600-1700V. EV powertrains (Tesla, BYD), industrial drives, solar inverters. Wolfspeed, STMicro, onsemi.
- Indium Phosphide (InP)
- Highest electron velocity of any common semiconductor. Fiber-optic transceivers, 100+ GHz circuits, photonic integrated circuits.
Slide 23
AI and the Semiconductor Boom
- Generative AI has created unprecedented demand for advanced compute. Training a single frontier model can require $100M+ of GPU time.
- $47B
- Nvidia data center revenue (FY2025)
- 208B
- Transistors in Nvidia B200 GPU
- 1.8 TB/s
- HBM3E memory bandwidth per GPU
- The AI chip market is projected to exceed $300B by 2030. Custom ASICs (Google TPU, Amazon Trainium, Microsoft Maia) are challenging GPU dominance.
Slide 24
Quantum Computing and Semiconductors
- Quantum computers require new semiconductor physics but build on existing fabrication knowledge.
- Superconducting qubits (IBM, Google): Josephson junctions fabricated on silicon, operated at 15 millikelvin
- Spin qubits (Intel): Single electrons trapped in silicon quantum dots. Compatible with CMOS fab
- Trapped ions (IonQ, Quantinuum): Semiconductor-fabricated chip traps, MEMS-like structures
- Photonic (PsiQuantum, Xanadu): Silicon photonics waveguides and detectors
- Topological (Microsoft): Semiconductor nanowires with superconducting contacts
- Error correction overhead means millions of physical qubits needed -- a manufacturing challenge
Slide 25
Key Industry Metrics
- MetricValue (2024-25)
- Global semiconductor revenue~$620 billion
- Wafers shipped (300mm equiv.)~15 million per quarter
- Leading edge node3nm (TSMC N3E), transitioning to 2nm
- Largest single chipCerebras WSE-3: 4 trillion transistors, 46,225 mm^2
- Smallest feature printed~8nm half-pitch (EUV single-pattern)
- Highest transistor density>300 MTr/mm^2 (TSMC N2)
- Most expensive fabTSMC Fab 20 (Arizona): ~$65B total investment
- Industry R&D spend~$90B/year combined
Slide 26
Semiconductor Economics
- Chip manufacturing is the most capital-intensive industry on Earth. The economics drive consolidation.
- Cost Escalation
- 1990s fab: ~$1B
- 2010s fab (28nm): ~$5B
- 2020s fab (3nm): ~$20B
- 2025+ fab (2nm): ~$28B
- Single EUV mask set: ~$10-20M
- Yield & Profitability
- Yield at launch: often 50-70% for complex designs
- Mature yield: 95%+ after 12-18 months
- Wafer cost (3nm): ~$20,000 per wafer
- TSMC gross margin: ~55%
- Only 3 companies can produce at
Slide 27
Environmental Impact
- Semiconductor manufacturing is resource-intensive. A single fab consumes water and energy at city scale.
- Water
- A leading-edge fab uses 30,000-50,000 tons of ultrapure water per day. TSMC consumed 87.5M tons in 2023 -- 7.5% of Taiwan's industrial water.
- Energy
- TSMC consumed 24.8 TWh in 2023 (~6% of Taiwan's electricity). A single EUV scanner draws 1.5 MW. Industry targets 100% renewable by 2040.
- Chemicals
- PFAs ("forever chemicals") used in etching and cleaning. Industry faces regulatory pressure. SF6 and NF3 are potent greenhouse gases (17,000-23,000x CO2).
Slide 28
Emerging Paradigms
- Neuromorphic Computing
- Chips that mimic brain architecture. Intel Loihi 2, IBM NorthPole. Event-driven, massively parallel, ultra-low power for edge AI.
- In-Memory Computing
- Process data where it's stored, avoiding the von Neumann bottleneck. Analog compute in RRAM/PCM arrays for matrix multiplication.
- Photonic Computing
- Use light for data movement and computation. Silicon photonics for interconnects. Optical neural networks for inference at speed of light.
- RISC-V Open Architecture
- Open-source ISA challenging ARM/x86 duopoly. No license fees. China investing heavily. Growing in embedded, reaching into datacenter (Ventana, Tenstorrent).
Slide 29
The Workforce Challenge
- The industry faces a critical talent shortage as demand surges and experienced engineers retire.
- US needs 100,000+ additional semiconductor workers by 2030 (SIA estimate)
- Average age of TSMC fab engineer: rising steadily, limited pipeline from universities
- PhD programs in semiconductor physics shrunk 50% since 2000 in the US
- CHIPS Act allocates $200M for workforce development programs
- Competition for talent between Intel, TSMC Arizona, Samsung Taylor, Micron Boise
- Cross-training from adjacent fields: materials science, chemical engineering, physics
Slide 30
Future Roadmap: 2025-2035
- 2025
- TSMC N2 (2nm nanosheet GAA) enters production. High-NA EUV (0.55 NA) enters HVM at Intel. Backside power delivery (BSPDN) debuts.
- 2027
- A14 (1.4nm equivalent). CFET prototyping. 3D DRAM development. UCIe 2.0 standard enables universal chiplet interop.
- 2030
- Sub-1nm equivalent nodes via novel materials (2D channels: MoS2, WS2). Trillion-transistor packages. Carbon nanotube FETs in labs.
- 2035
- Atomistic limits of silicon. Molecular electronics, spintronics, or quantum systems may supplement CMOS. Biology-inspired computation.
Slide 31
Key Takeaways
- Physics Enables
- Quantum mechanics governs everything at the nanoscale. Band theory, tunneling, and electrostatics define what is possible.
- Manufacturing Is Moat
- Only 3 companies can produce leading-edge chips. The barriers to entry exceed $100B and decades of know-how.
- Geopolitics Is Destiny
- Semiconductor supply chains are the most concentrated in any strategic industry. National security and economic competitiveness depend on chip access.
- Innovation Continues
- New architectures, materials, packaging, and computing paradigms ensure the semiconductor revolution has decades of runway ahead.
- The atom is the new transistor. The transistor is the new atom. The cycle continues.
Slide 32
Further Reading
- "Chip War" by Chris Miller (2022) -- definitive history of semiconductor geopolitics
- IEEE International Electron Devices Meeting (IEDM) proceedings -- cutting-edge device research
- TSMC Technology Symposium papers -- annual manufacturing roadmap
- Semiconductor Engineering (semiengineering.com) -- daily industry news
- "The Chip" by T.R. Reid -- the invention of the integrated circuit
- "Physics of Semiconductor Devices" by S.M. Sze -- authoritative textbook
- IRDS (International Roadmap for Devices and Systems) -- consensus industry forecast
- SEMI World Fab Forecast -- global fab construction tracker
- -- End --