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【Midday Deep Dive｜HBM4 is Here, the Storage Competitive Landscape is Being Redefined】
HBM3E is still in high demand, and HBM4 has already entered production validation. Key changes: bandwidth has doubled to 2TB/s, and single stack capacity has jumped from 24GB to 36GB.
What does this mean? The next-gen GPUs will require the same amount of HBM, but the value is set to rise by over 50%. The BOM (Bill of Materials) share in a single AI chip is approaching 40% from the previous 30%.
Deeper changes: HBM4 introduces a base die, significantly increasing manufacturing complexity. Samsung's yield issues have been exposed multiple times, with only two companies globally capable of stable delivery.
Concentrated supply + expanding demand + rising ASP (Average Selling Price) = the profit margin ceiling hasn't been reached yet. Storage stocks still have a forward PE (Price to Earnings) ratio of only 5-10 times, as the market continues to price growth stocks using cyclical stock logic.
On-chain perp 7x24 positions in storage assets, unrestricted by US stock trading hours.
$NVDAon $BTC $ONDO
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HBM3E is still in high demand, and HBM4 has already entered production validation. Key changes: bandwidth has doubled to 2TB/s, and single stack capacity has jumped from 24GB to 36GB.
What does this mean? The next-gen GPUs will require the same amount of HBM, but the value is set to rise by over 50%. The BOM (Bill of Materials) share in a single AI chip is approaching 40% from the previous 30%.
Deeper changes: HBM4 introduces a base die, significantly increasing manufacturing complexity. Samsung's yield issues have been exposed multiple times, with only two companies globally capable of stable delivery.
Concentrated supply + expanding demand + rising ASP (Average Selling Price) = the profit margin ceiling hasn't been reached yet. Storage stocks still have a forward PE (Price to Earnings) ratio of only 5-10 times, as the market continues to price growth stocks using cyclical stock logic.
On-chain perp 7x24 positions in storage assets, unrestricted by US stock trading hours.
$NVDAon $BTC $ONDO
#AlphaRWA #RWA美股 #AI #存储 #On-Chain Trading
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【Midday Depth｜The Year of HBM4 Mass Production】
Micron dropped 9 AI storage products at COMPUTEX 2026, with the main highlight being HBM4:
• Bus width doubled from 1024bit to 2048bit
• Single stack bandwidth exceeds 2.8TB/s, more than double that of HBM3E
• Channel count increased from 16 to 32, with 36GB per module
The oligopoly remains, but competition is ramping up. Recent spot demand for DDR5 has strengthened due to brand needs, and NAND contract prices have surged beyond expectations. Storage is shifting from "cyclical fluctuations" to "AI essential pricing".
Interesting data: HBM sells for $15-20 per GB, while regular DRAM is only $2-3. In the storage game, AI scenarios command an 8x premium. Whoever can secure HBM capacity holds the ticket to the next generation of computing power.
On-chain perpetuals can strategically position in the storage sector 24/7, free from U.S. stock trading hours.
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Micron dropped 9 AI storage products at COMPUTEX 2026, with the main highlight being HBM4:
• Bus width doubled from 1024bit to 2048bit
• Single stack bandwidth exceeds 2.8TB/s, more than double that of HBM3E
• Channel count increased from 16 to 32, with 36GB per module
The oligopoly remains, but competition is ramping up. Recent spot demand for DDR5 has strengthened due to brand needs, and NAND contract prices have surged beyond expectations. Storage is shifting from "cyclical fluctuations" to "AI essential pricing".
Interesting data: HBM sells for $15-20 per GB, while regular DRAM is only $2-3. In the storage game, AI scenarios command an 8x premium. Whoever can secure HBM capacity holds the ticket to the next generation of computing power.
On-chain perpetuals can strategically position in the storage sector 24/7, free from U.S. stock trading hours.
$ETH $BTC $ONDO
#AlphaRWA #RWA美股 #AI #存储 #On-chain Trading
【Midday Depth | NAND: The Hidden Engine of Storage Cycles】
Everyone's eyeing HBM, but the real breakout in Q2 is NAND Flash.
Data: NAND contract prices surged 70-75% quarter-on-quarter in Q2, outpacing DRAM for the first time. Gartner predicts a 234% increase in NAND prices for the year, far exceeding DRAM's 125%. The global NAND market is expected to reach $65 billion this year.
Logic: The big four manufacturers collectively cut production by over 10% last year, combined with an explosive demand for SSDs in AI inference, creating a significant supply-demand gap. The three major storage manufacturers have already sold out their HBM capacity for 2026.
Micron just unveiled a full line of AI storage solutions at COMPUTEX 2026, covering everything from data centers to edge. HBM is locking in capacity, NAND is locking in profits—valuation reconstruction for storage stocks is just getting started.
On-chain perpetuals allow you to position in the storage sector 24/7, no need to wait for the US stock market to open.
$BTC $ONDO $AAPLon
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Everyone's eyeing HBM, but the real breakout in Q2 is NAND Flash.
Data: NAND contract prices surged 70-75% quarter-on-quarter in Q2, outpacing DRAM for the first time. Gartner predicts a 234% increase in NAND prices for the year, far exceeding DRAM's 125%. The global NAND market is expected to reach $65 billion this year.
Logic: The big four manufacturers collectively cut production by over 10% last year, combined with an explosive demand for SSDs in AI inference, creating a significant supply-demand gap. The three major storage manufacturers have already sold out their HBM capacity for 2026.
Micron just unveiled a full line of AI storage solutions at COMPUTEX 2026, covering everything from data centers to edge. HBM is locking in capacity, NAND is locking in profits—valuation reconstruction for storage stocks is just getting started.
On-chain perpetuals allow you to position in the storage sector 24/7, no need to wait for the US stock market to open.
$BTC $ONDO $AAPLon
#AlphaRWA #RWA美股 #AI #存储 #On-chain Trading
Today’s V5 Momentum Engine Top 3:
1️⃣ SNDK 12-month momentum +1994%
2️⃣ LITE +1123%
3️⃣ ANET +892%
The AI infrastructure sector is quietly raking in profits.
These assets all have perpetual contracts available for trading, 24/7 without market closures.
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1️⃣ SNDK 12-month momentum +1994%
2️⃣ LITE +1123%
3️⃣ ANET +892%
The AI infrastructure sector is quietly raking in profits.
These assets all have perpetual contracts available for trading, 24/7 without market closures.
$BTC $ETH $ONDO
#AlphaRWA #RWA美股 #AI #存储 #On-chain trading
HBM demand is skyrocketing at 40% annually, while supply is only creeping up by 6-8% each year (it takes 3 years to build a plant).
We’re looking at a structural shortage lasting at least until 2028.
Globally, only Micron, SK Hynix, and Samsung can produce HBM.
Monopoly + shortage = pricing power. This logic is solid.
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We’re looking at a structural shortage lasting at least until 2028.
Globally, only Micron, SK Hynix, and Samsung can produce HBM.
Monopoly + shortage = pricing power. This logic is solid.
$BTC $ONDO $ETH
#AlphaRWA #RWA美股 #AI #存储 #on-chain transaction
Microsoft locked in a 3-year HBM contract, Google signed for 5 years, and OpenAI secured production capacity until 2029.
Non-refundable prepayment, fixed pricing.
This isn’t just an order; it’s insurance.
Big players are seriously worried about supply chain disruptions for storage.
$BTC $ONDO $ETH
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Non-refundable prepayment, fixed pricing.
This isn’t just an order; it’s insurance.
Big players are seriously worried about supply chain disruptions for storage.
$BTC $ONDO $ETH
#AlphaRWA #RWA美股 #AI #存储 #on-chain trading
The storage stocks have a PE ratio of only 5-10x, while Nvidia's is at 35x.
Both are riding the AI wave, but there's a 5x price difference. HBM capacity is locked in until 2027, and DDR4 has surged 8.8x from the bottom.
Smart money has already positioned itself.
On-chain perp trading allows you to go long on MU and SNDK directly, no need for a US stock account.
$BTC $ETH $ONDO
#AlphaRWA #RWA美股 #AI #存储 #on-chain trading
Both are riding the AI wave, but there's a 5x price difference. HBM capacity is locked in until 2027, and DDR4 has surged 8.8x from the bottom.
Smart money has already positioned itself.
On-chain perp trading allows you to go long on MU and SNDK directly, no need for a US stock account.
$BTC $ETH $ONDO
#AlphaRWA #RWA美股 #AI #存储 #on-chain trading
【Midday Deep Dive | AI Cost Breakdown: Storage is "Eating" GPU】
Breaking down the BOM of Blackwell GPU: HBM cost share has surpassed 40%, compared to under 25% in the H100 era, and the next-gen Rubin is expected to break 50%.
The trend is solid: the larger the model, the higher the storage share. GPU companies milk design premiums, while storage firms cash in on hardware materials — only 3 companies globally can produce HBM, raising the barriers.
However, the market gives GPUs a PE ratio of 35-45, while storage is only at 5-10. As cost share rises, valuation multiples shrink; this spread will eventually correct itself.
Tomorrow's NVDA earnings report is crucial, especially for data center revenue and HBM procurement guidance. Historical pattern shows: after NVDA beats, storage stocks tend to rebound more.
On-chain perp 7x24 allows for pre-positioning, no need to wait for the market open.
$BTC $ONDO $ETH
#AlphaRWA #RWA美股 #AI #存储 #On-chain Trading
Breaking down the BOM of Blackwell GPU: HBM cost share has surpassed 40%, compared to under 25% in the H100 era, and the next-gen Rubin is expected to break 50%.
The trend is solid: the larger the model, the higher the storage share. GPU companies milk design premiums, while storage firms cash in on hardware materials — only 3 companies globally can produce HBM, raising the barriers.
However, the market gives GPUs a PE ratio of 35-45, while storage is only at 5-10. As cost share rises, valuation multiples shrink; this spread will eventually correct itself.
Tomorrow's NVDA earnings report is crucial, especially for data center revenue and HBM procurement guidance. Historical pattern shows: after NVDA beats, storage stocks tend to rebound more.
On-chain perp 7x24 allows for pre-positioning, no need to wait for the market open.
$BTC $ONDO $ETH
#AlphaRWA #RWA美股 #AI #存储 #On-chain Trading
Morning Signal Card ⏰
V5 Momentum Engine Top 3:
1️⃣ SNDK 12-Month Momentum +1994%
2️⃣ LITE +1123%
3️⃣ ANET +892%
Top Signal: MU RSI Overbought at 78, be wary of a short-term pullback; AI sector crowding at historical highs.
Key Data:
• Storage Cycle Day 603
• HBM Demand Up 40% YoY, Supply Only Up 6-8%
• Storage Stocks PE 5-10x, NVIDIA 35x
• DDR4 Spot Price Bottom Up 8.8x
• NVDA Earnings Report Countdown 1 Day
On-chain PERP 7x24 Hour Positioning in Storage Stocks, seize the pullback opportunity.
$BTC $ETH $ONDO
#AlphaRWA #RWA美股 #AI #存储 #On-chain Trading
V5 Momentum Engine Top 3:
1️⃣ SNDK 12-Month Momentum +1994%
2️⃣ LITE +1123%
3️⃣ ANET +892%
Top Signal: MU RSI Overbought at 78, be wary of a short-term pullback; AI sector crowding at historical highs.
Key Data:
• Storage Cycle Day 603
• HBM Demand Up 40% YoY, Supply Only Up 6-8%
• Storage Stocks PE 5-10x, NVIDIA 35x
• DDR4 Spot Price Bottom Up 8.8x
• NVDA Earnings Report Countdown 1 Day
On-chain PERP 7x24 Hour Positioning in Storage Stocks, seize the pullback opportunity.
$BTC $ETH $ONDO
#AlphaRWA #RWA美股 #AI #存储 #On-chain Trading
Day 602 of the storage supercycle.
DDR4 has surged 8.8x, and HBM production is sold out until 2027, with storage profit margins at 78%, even higher than TSMC.
Forward PE is only 5-10x.
This is the most undervalued sector in the AI race, no doubt about it.
$BTC $ETH $ONDO
#AlphaRWA #RWA美股 #AI #存储 #on-chain trading
DDR4 has surged 8.8x, and HBM production is sold out until 2027, with storage profit margins at 78%, even higher than TSMC.
Forward PE is only 5-10x.
This is the most undervalued sector in the AI race, no doubt about it.
$BTC $ETH $ONDO
#AlphaRWA #RWA美股 #AI #存储 #on-chain trading
[Midday Deep Dive | Revaluation of Storage Chain] Nvidia's earnings report is impressive, but the real bottleneck for AI lies in storage. HBM3E boasts a gross margin of 78%, far exceeding traditional DRAM at 25%. The storage triopoly controls 95% of capacity, with contracts locked in until 2029.
Data: Each Blackwell GPU requires 192GB of HBM, costing over $3000. HBM demand is projected to grow by 40% annually, while supply only increases by 6-8%, leading to a shortage that will persist until 2028.
Valuation: Storage stocks have a PE ratio of only 5-10x, while Nvidia sits at 35x and AMD at 45x. Both benefit from AI, yet there's a valuation gap of 5-7x. Storage is shifting from a cyclical stock to a growth stock.
On-chain perpetuals allow for 7x24 hour positioning in storage stocks without waiting for US market open.
$BTC $ETH $ONDO
#AlphaRWA #RWA美股 #AI #存储 #On-chain trading
Data: Each Blackwell GPU requires 192GB of HBM, costing over $3000. HBM demand is projected to grow by 40% annually, while supply only increases by 6-8%, leading to a shortage that will persist until 2028.
Valuation: Storage stocks have a PE ratio of only 5-10x, while Nvidia sits at 35x and AMD at 45x. Both benefit from AI, yet there's a valuation gap of 5-7x. Storage is shifting from a cyclical stock to a growth stock.
On-chain perpetuals allow for 7x24 hour positioning in storage stocks without waiting for US market open.
$BTC $ETH $ONDO
#AlphaRWA #RWA美股 #AI #存储 #On-chain trading
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