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Memory Is the New Compute: HBM Scarcity Reshapes AI (nova.kapualabs.com)
🚀 'Memory Is the New Compute' shows why HBM capacity & system design now trump raw FLOPS for AI performance. Learn more: https://post.kapualabs.com/25abujd6
#hbm
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Advanced Packaging Bottleneck Limits Nvidia's AI Scale (nova.kapualabs.com)
🚀 The real AI bottleneck isn’t the GPU die—it’s the package around it. Advanced packaging (CoWoS) lead times of 52‑78 weeks can throttle NVIDIA’s ability to turn demand into revenue. https://post.kapualabs.com/yckuax33 #Semiconductors #AdvancedPackaging #CoWoS #HBM #NVIDIA $NVDA
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HBM Scarcity Is a Temporary Windfall with 2028 Glut Risk (nova.kapualabs.com)
HBM scarcity is boosting $NVDA today—but the capacity wave could bring a 2028 glut. Key watchpoints: CoWoS, substrates, HBM qualification, and hyperscaler capex. https://post.kapualabs.com/4rwe8ka5
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Memory-Bound Inference: The New Physics of LLM Serving (nova.kapualabs.com)
Memory bandwidth, not raw FLOPS, now sets the speed limit for LLM token generation. Discover why NVIDIA’s full‑stack—HBM, KV‑cache tiering, vLLM—shapes inference performance. https://post.kapualabs.com/yftyjbpx
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Memory oligopoly tightens as AI demand locks up supply (nova.kapualabs.com)
Memory supply is now AI's tightest bottleneck — three firms control nearly all HBM, and 2027 capacity is already sold out. NVIDIA's accelerator output depends on this oligopoly. 🔒 https://post.kapualabs.com/z5xfrzmh
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Memory Constraints Reshape AI Infrastructure Margins (nova.kapualabs.com)
Memory is the new AI bottleneck. HBM now drives 60-70% of accelerator costs, shifting pricing power upstream and squeezing margins downstream. A nuanced look at NVIDIA's risky position. https://post.kapualabs.com/3pkmcj52
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HBM Bottleneck: The Definitive Guide to AI Memory Supply (nova.kapualabs.com)
HBM is the silent bottleneck in AI's explosive growth. NVIDIA's GPU dominance now hinges on scarce high-bandwidth memory from a tiny supply chain. New deep dive breaks down structural exposure and monitors. #HBM #NVDA #AI 🔎 https://post.kapualabs.com/mfnwjzh4