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99% of You Will Miss the Memory Stack (My Full Map)

Summary

Brian states that significant investment opportunities lie in the "picks and shovels" suppliers that support the high-bandwidth memory (HBM) buildout for AI, drawing parallels to the steadier profits seen by cooling system providers during the general AI boom. He highlights that AI is consuming memory, particularly HBM, faster than it can be produced, with prices doubling in a single quarter and makers sold out into next year. While obvious names like Micron are crossing trillion-dollar valuations, Brian asserts that the underlying memory suppliers, who win regardless of which major maker comes out ahead, offer the real investment potential. He frames this as a "5-year build" still in its early stages.

He organizes the investment landscape into a five-layer "memory stack" framework, where each layer represents a choke point critical for HBM production:

**Interface:**
**Rambus (RMBS):** Controls 97% of this niche market. It produces the registering clock driver, a chip essential for DDR5 modules and HBM4, ensuring data integrity at AI speeds. Rambus also holds underlying memory patents, earning royalties from manufacturers, effectively getting paid twice per chip, leading to a doubling of revenue and an almost 800% explosion in operating income over four years, with operating margins reaching 37%.
**Tools:**
**Applied Materials (AMAT):** Supplies a wide range of essential equipment, including deposition, etching, and layering tools, for physically building memory. The company runs a joint research center with SK Hynix, which ensures its machines are designed into the next generation of memory before competitors. Its HBM revenue surged dramatically from almost nothing to $1.5 billion in one year and is targeting $3 billion for the next, making it a stable giant with a rapidly growing memory segment.
**Lam Research (LRCX):** Brian considers this a purer memory play because its tools are fundamental for carving the deep vertical channels and filling them with copper, which is the physical process for stacking memory into tall HBM chips. Following a memory downturn, its revenue snapped back to an all-time record, climbing 24% in a year, with net income jumping 40%. Brian emphasizes that Lam "turns harder than almost anyone" when the memory market begins to move due to its significant exposure to this sector.
**Inspectors:**
**Onto Innovation (ONTO):** Specializes in developing high-speed imaging systems capable of detecting hidden defects beneath the surface of complex hybrid-stacked memory chips, which can have up to 1,000 times more connections. Its new Dragonfly G5 system was recently selected by a leading memory maker for inspecting next-gen HBM4. This led to a purchase agreement worth over $240 million through 2027 from a single customer, representing nearly a quarter of Onto's annual revenue and demonstrating a strong, guaranteed forward business in this critical industry.
**KLA (KLAC):** Brian describes KLA as having the closest thing to a monopoly in the entire industry for finding nanoscale defects, operating at a scale many times larger than its nearest rival. As chips become more advanced, the complexity increases, leading to more places where a single defect can hide, making KLA's sophisticated inspection systems (like its broadband plasma line) indispensable. Over the last four years, the company has shown robust financial performance, with revenue growing 76%, operating income climbing 110%, and operating margins pushing from 36% to 43%, funneling nearly all inspection spending into this dominant player.
**Testers:**
**Teradyne (TER):** This company recently launched the Magnum 7H, a system built specifically for high-bandwidth memory testing, a crucial function given that stacked memory chips require up to 10 times more testing than ordinary ones. While its total company revenue has seen a slight decline of about 14% over four years as older test lines cool off, its DRAM test revenue has exploded from $80 million to $350 million, a growth of over 330%. Brian notes that AI-related work now constitutes over 60% of its business and is heading towards 70%, indicating that the rapidly growing memory engine is completely taking over within the company.
**Advantest (ATEYY):** Advantest is recognized as a global giant, holding approximately two-thirds of the entire chip testing market, which Brian refers to as effectively a "toll booth" for the whole testing layer. Its integrated family of testers is designed to check both the AI processor and the high-bandwidth memory stacked around it, using platforms like its T5835 memory tester. In its most recent fiscal year, the company reported strong growth, with sales up about 45% and operating profit jumping almost 120%, as becoming the industry standard for testing leads to compounding orders. Brian also mentions that it trades over-the-counter in the US, which can mean it's a bit thinner to buy.
**Foundation (Bonding and Materials):**
**Besi (BESIF):** Besi is positioned as a leader in hybrid bonding, a crucial technology increasingly necessary for HBM4, which involves welding memory dies directly copper-to-copper, replacing older solder bump methods. The company builds these advanced bonding lines jointly with Applied Materials and achieves exceptional accuracy in chip placement. While its revenue grew a solid 28% last year, its order book saw a more dramatic increase, with new orders more than doubling (up 104%) year-over-year. Brian highlights that in this industry, orders typically precede revenue by a year or two, and memory makers are currently placing these hybrid bonding orders for production in 2027, signaling strong future demand.
**Kulicke and Soffa (KLIC):** Brian presents Kulicke and Soffa as a speculative, higher-risk pick, noting its pioneering work in a cleaner method to weld stacked chips together using heat and pressure instead of solder, and its efforts to push this towards the advanced stacking required for future HBM with its Apptura platform. He is transparent about the company's current financial state, acknowledging that revenue has been cut by more than half (down 57%) over four years and that it currently sits around break-even. The entire investment case for KLIC is forward-looking, with its advanced packaging line just beginning to ramp up and significant HBM volume anticipated as a 2027 story, with its first system still in qualification at a major memory maker.
**Entegris (ENTG):** Entegris is a vital supplier of ultra-pure chemicals, filters, and polishing materials that are essential for every chip fabrication plant. Once its materials are qualified into a production line across dozens of processes, switching suppliers becomes so slow and risky that customers typically remain for years. Brian emphasizes that advanced AI and HBM chips, despite constituting only about 5% of all wafers made globally, already drive close to 30% of Entegris's revenue because each one soaks up far more material than an ordinary chip, with this intensity roughly doubling with every new node. Over four years, revenue is up 39%, with operating margin pushing back to 29%, indicating that Entegris wins on complexity, which is a guaranteed trend in memory technology.

Brian outlines a weighted investment strategy for these 10 names with a hypothetical $100: $25 each for Tools (Applied Materials, Lam Research) and Inspectors (KLA, Onto Innovation), $22 for Testers (Advantest, Teradyne), $20 for the Foundation (Entegris, Besi, Kulicke & Soffa), and $8 for Rambus, citing its narrow focus and the antitrust inquiry.

Finally, he discusses two ETFs: the Roundhill Memory ETF (DRAM), which focuses solely on memory makers (Micron, SK Hynix, Samsung) and thus doesn't align with his "picks and shovels" thesis, and HBMX, a newer fund that offers a blend of both makers and suppliers across the stack. Brian notes that while HBMX provides a broader approach, the pure "picks and shovels" layer he detailed still requires individual stock selection.

Mentioned Stocks

AMAT
Sentiment: BUYAction: RECOMMENDED

Reasoning: Supplies the widest slice of equipment for HBM production, including deposition, etching, and layering tools. It runs a joint research center with SK Hynix, ensuring its machines are designed into next-generation memory. HBM revenue grew from almost nothing to $1.5 billion in one year and is targeting $3 billion next. Brian sees it as a stable, cash-rich giant with a tripling memory 'afterburner.' He allocates $25 out of $100 to the 'tools' layer, including Applied Materials and Lam Research.

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DRAM
Sentiment: HOLD

Reasoning: This ETF focuses exclusively on memory makers such as Micron, SK Hynix, and Samsung, without including any suppliers from the underlying memory stack. Brian describes it as covering a 'completely different part of the same machine' compared to HBMX, noting that it only buys the makers. He implies it does not align with his 'pure picks and shovels' investment strategy.

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TER
Sentiment: BUYAction: RECOMMENDED

Reasoning: Launched the Magnum 7H specifically for high-bandwidth memory testing, as stacked memory chips require up to 10 times more testing than ordinary ones. While total company revenue slipped 14% over four years, its DRAM test revenue exploded from $80 million to $350 million (over 330% growth). AI-related work has climbed past 60% of its business and is heading towards 70%. Brian highlights that the part of Teradyne that is winning is precisely the part tied to the exploding memory market. He allocates $22 out of $100 to the 'testers' layer, including Teradyne and Advantest.

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RMBS
Sentiment: BUYAction: RECOMMENDED

Reasoning: Controls 97% of a market most investors haven't heard of. Manufactures the registering clock driver, a chip essential for DDR5 modules and keeping data clean at AI speeds. It also owns underlying memory patents, earning royalties from manufacturers, effectively getting paid twice per chip. Over 4 years, revenue doubled, operating income exploded almost 800%, and operating margin reached 37%. Brian notes an open antitrust inquiry. He allocates $8 out of $100 due to its narrow focus and legal question, calling it the 'smallest bet' despite a 'beautiful' royalty model.

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LRCX
Sentiment: BUYAction: RECOMMENDED

Reasoning: Considered a purer memory bet. Its tools are essential for carving deep vertical channels and filling them with copper, which is how memory is stacked into tall HBM chips. After a downturn, revenue snapped back to an all-time record, climbing 24% in a year, with net income jumping 40%. Brian states that when memory moves, Lam 'turns harder than almost anyone' due to its exposure to memory. He allocates $25 out of $100 to the 'tools' layer, including Applied Materials and Lam Research.

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ONTO
Sentiment: BUYAction: RECOMMENDED

Reasoning: Specializes in high-speed imaging to detect hidden defects in hybrid-stacked memory, which have up to 1,000 times more connections than older methods. Its new Dragonfly G5 system was selected by a leading memory maker for inspecting next-gen HBM4. A single customer locked in a purchase agreement worth over $240 million through 2027, representing nearly a quarter of Onto's annual revenue and providing a guaranteed forward business. He allocates $25 out of $100 to the 'inspectors' layer, including Onto Innovation and KLA.

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KLAC
Sentiment: BUYAction: RECOMMENDED

Reasoning: Holds a near-monopoly in finding nanoscale defects across the industry, with systems like its broadband plasma line unmatched by rivals. As chips become more advanced, the number of places for defects to hide increases, making KLA's role even more critical. Over four years, revenue grew 76%, operating income climbed 110%, and operating margin increased from 36% to 43%. Brian emphasizes that there is no real number two, making KLA the primary beneficiary when the industry needs more inspection. He allocates $25 out of $100 to the 'inspectors' layer, including Onto Innovation and KLA.

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ATEYY
Sentiment: BUYAction: RECOMMENDED

Reasoning: Holds approximately two-thirds of the entire chip testing market, making it effectively a 'toll booth' for the testing layer. Its family of testers checks both AI processors and the high-bandwidth memory stacked around them (e.g., T5835 memory tester). In its most recent fiscal year, sales grew about 45%, and operating profit jumped almost 120%. Brian notes that orders keep compounding once a company becomes the industry standard. He also mentions that it trades over-the-counter in the US, making it a bit 'thinner to buy.' He allocates $22 out of $100 to the 'testers' layer, including Teradyne and Advantest.

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BESIF
Sentiment: BUYAction: RECOMMENDED

Reasoning: A leader in hybrid bonding, a technology essential for HBM4 that welds memory dies directly copper-to-copper, rather than using solder bumps. Besi builds these bonding lines jointly with Applied Materials and achieves high accuracy in chip placement. Last year, its revenue grew 28%, but new orders dramatically more than doubled (up 104%). Brian emphasizes that in this business, orders typically precede revenue by a year or two, and memory makers are placing hybrid bonding orders now for 2027 production, indicating strong future demand. He notes it is an over-the-counter name in the US. He allocates $20 out of $100 to the 'foundation' layer, including Besi, Kulicke & Soffa, and Integrys.

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KLIC
Sentiment: BUYAction: RECOMMENDED

Reasoning: Pioneered a cleaner method to weld stacked chips using heat and pressure instead of solder, pushing towards advanced stacking needed for HBM with its Apptura platform. Brian is transparent that its numbers require honesty: revenue has been cut by more than half (down 57%) over four years, and the company is currently around break-even. He states that the entire case is forward-looking, with its advanced packaging line just starting to ramp and real HBM volume expected as a 2027 story, with its first system still in qualification. Brian identifies it as a 'speculative patient higher risk pick' based on where memory packaging is heading. He allocates $20 out of $100 to the 'foundation' layer, including Besi, Kulicke & Soffa, and Integrys.

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ENTG
Sentiment: BUYAction: RECOMMENDED

Reasoning: Supplies ultra-pure chemicals, filters, and polishing materials essential for chip fabrication. Once qualified into a production line, customers tend to stay for years due to the slow and risky process of switching suppliers. Brian highlights that advanced AI and HBM chips, while only 5% of all wafers made, drive nearly 30% of Entegris's revenue because they consume significantly more material, with this intensity roughly doubling with every new node. Revenue is up 39% over four years, with operating margin pushing to 29%. Brian concludes that Entegris wins on complexity, which memory chips are guaranteed to keep adding. He allocates $20 out of $100 to the 'foundation' layer, including Besi, Kulicke & Soffa, and Integrys.

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HBMX
Sentiment: BUYAction: RECOMMENDED

Reasoning: A newer fund that provides a blend of investments, owning both memory makers and reaching down into the supplier stack, including equipment, packaging, and materials. Brian states that it 'buys you the blend of the whole stack,' making it an option for viewers who prefer an ETF that includes some of the underlying 'picks and shovels' components he discussed, rather than solely focusing on memory makers like the DRAM ETF.

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