The Learning-by-Doing Wall: A Key To China’s AI Success
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TL;DR

China is making significant progress in domestic chip manufacturing, including producing advanced lithography tools. However, the main challenge remains in accumulating the tacit knowledge necessary for reliable, high-yield production, which takes years of real-world experience.

China has started mass-producing domestic immersion DUV lithography machines capable of producing chips at 7- and 5-nanometer nodes, according to multiple credible reports. This marks a significant step in China’s effort to develop independent semiconductor manufacturing capabilities, especially after export controls limited access to EUV technology. While these machines exist, the challenge remains in achieving reliable, high-yield production at scale, which is essential for commercial viability and long-term competitiveness.

China’s leading chipmaker, SMIC, is reportedly producing 7-nanometer chips using domestically developed DUV tools, with yields estimated around 20 percent—substantially lower than the 90 percent yields typical of high-end EUV-based fabs. Separately, reports indicate that China is prototyping EUV machines, a breakthrough that signals progress but is still in early stages. Huawei aims to produce over a million AI accelerators this year, demonstrating the country’s focus on moving up the technology stack.

However, experts emphasize that the existence of machines alone does not equate to manufacturing mastery. The core issue is the extensive tacit knowledge required to operate these tools reliably at scale. This knowledge is accumulated through years of running processes, fixing failures, and iterative learning. Currently, China faces hurdles in achieving consistent yields and establishing a self-sustaining supply chain for critical materials like high-purity photoresist, which is predominantly imported from Japan.

At a glance
reportWhen: ongoing, with recent developments over…
The developmentChina has begun mass-producing domestic DUV lithography machines and is developing EUV prototypes, signaling progress but facing significant knowledge and yield barriers.
AI DISPATCH · REALITY CHECK Forward-looking · 11 Aug 2026
China’s chipmaking, past the headlines
The Learning-by-Doing Wall

Every few weeks a headline says China cracked the last hard problem in chipmaking — and triggers alarm in one camp, triumph in the other. Both overreact, because both mistake a learning-by-doing problem for a copying problem. It isn’t one.

▲ Forward-looking · figures are point-in-time estimates
~20%
SMIC 5nm yield vs ~90% on EUV
~90%
Of high-end photoresist from Japan
4 gens
Domestic DUV lag behind ASML
~2030
Est. sub-10nm commercial, at earliest
01
Four walls behind the wall

“A machine exists” and “a machine makes advanced chips at scale, profitably, for years” are separated by a chasm — made of things that only accumulate with time.

Yield ~20% vs ~90%
The difference between a demo and a business. A process throwing away four of five dies is a science experiment. Closing it takes ten thousand small fixes, each learned by running wafers.
Materials ~90% JP
Even a perfect machine needs ultra-pure photoresist — the “film” of chipmaking — and China buys ~90% from Japan. You can build the camera and still can’t make the film.
Generational lag ~15 yrs
Domestic DUV lags ASML by ~4 generations — its tools of 15 years ago. Independent forecasts: no sub-10nm commercial production before ~2030.
Servicing 200+ tools
The installed DUV tools aren’t self-maintaining; multi-patterning drifts optics out of calibration. Servicing still runs through ASML. A borrowed capability, not an owned one.
02
A phase transition, not a footrace

In a race, a burst of speed closes the gap. In a phase transition, you can’t move faster to cross over — you have to accumulate enough, slowly, until the system changes state.

heat / capital / time in → state liquid — demos, prototypes the wall: tacit knowledge accumulates steam — commercial production
Water doesn’t become steam by heating faster. The capability arrives when the process has run long enough, at enough scale, fixing enough failures, that the unbuyable, untransferable know-how of how to actually do it has accumulated. ASML earned it over decades with TSMC, Samsung, Intel — China is building it largely in isolation.
03
How to read every headline

When you see “China achieves X,” ask which of two very different claims is actually being made.

Claim A
A machine functioned
A prototype made light. A tool made a few chips. A demonstration succeeded under controlled conditions.
vs
Claim B
Commercial production began
Sustained yield. Reliable uptime. Years of operation. An actual, profitable business at scale.
Almost all the real difficulty lives in the gap between A and B — and almost all coverage collapses them into one. The alarmist and the triumphalist make the same mistake.
04
The sober signals confirm the slow read

Even amid the loud headlines, the quiet data points all say the same thing.

Chinese media itself went quiet on tool progress and moved to deny an inflated 90% yield claim — insiders know the demo-to-production gap better than the headlines.
ASML’s China sales are falling as a share — yet China still can’t do without its tools, or its servicing.
The domestic machine ships in units of ~5 this year, ~20 next — real, and a rounding error against what one leading fab installs.
The gap is a wall, not a footrace — a phase transition of unbuyable know-how.
No prototype, no shipped tool, no yield headline teleports past it.

Why Mastering Tacit Knowledge Is Crucial for China

The progress in domestic lithography tools indicates China’s strategic push to reduce reliance on Western technology. Yet, the real challenge lies in the 'learning-by-doing' process—gaining the tacit knowledge necessary for consistent, high-yield manufacturing. Without this, even advanced machines cannot produce commercially viable chips reliably or profitably. This understanding underscores that technological independence in semiconductors is a long-term, incremental process rather than a race won by building the most machines.

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China’s Semiconductor Ambitions and Export Controls

Over the past decade, China has invested heavily in developing its semiconductor industry, aiming for self-sufficiency amid rising export restrictions from Western countries. While China has made notable strides in building domestic equipment and expanding production capacity, experts acknowledge that the gap in process knowledge and materials remains significant. The global semiconductor industry is characterized by decades of tacit knowledge accumulation, which China is now attempting to replicate through persistent, incremental efforts.

"The existence of a machine does not mean China can produce chips reliably at scale. The real barrier is the years of experiential learning needed to master the process."

— Thorsten Meyer

Uncertainties in China’s Semiconductor Progress

It remains unclear how quickly China can close the yield gap and develop a self-sufficient supply chain for critical materials like high-purity photoresist. While prototypes and initial production are promising, experts agree that achieving reliable, high-volume manufacturing at advanced nodes will take several more years. The pace of knowledge accumulation and process optimization is difficult to predict precisely, given the complexity of the industry.

Next Steps in China’s Semiconductor Development

China is likely to continue refining its domestic lithography tools and expanding production capacity. Focus will be on improving yields, establishing a reliable materials supply chain, and reducing dependency on foreign servicing. Monitoring progress in process knowledge accumulation and material independence over the next 1-3 years will be critical to assessing China’s true manufacturing capability at advanced nodes.

Key Questions

Why is yield so important in chip manufacturing?

Yield determines how many chips produced are functional and usable. Higher yields mean more efficient, cost-effective production, which is essential for commercial viability at scale.

Can China achieve independent EUV lithography soon?

Current prototypes are in early stages. Experts estimate that domestically-made EUV tools capable of commercial production at sub-10 nanometers may not be feasible before around 2030.

What are the main barriers to China’s semiconductor independence?

The key barriers include mastering the tacit knowledge for reliable manufacturing, achieving high yields, and developing a self-sufficient supply chain for critical materials like high-purity photoresist.

How does this progress compare to Western industry leaders?

China’s domestic tools lag several generations behind industry leaders like ASML, and it will take years of process learning to reach comparable reliability and scale at advanced nodes.

Source: ThorstenMeyerAI.com

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