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Notes: The Bottleneck Heuristic — The Memory Supercycle, Power Bottleneck, and Data Center Value Creation (Pt.3)
AI Bottlenecks

Notes: The Bottleneck Heuristic — The Memory Supercycle, Power Bottleneck, and Data Center Value Creation (Pt.3)

The memory supercycle is no longer just about HBM. Multi-tier architectures are pulling conventional DRAM and NAND into the same structural shortage, while power and PCB bottlenecks are now compounding the constraint.
25 min read 29 Jun 2026
Notes: AI Bubble? Spending, Risks, and Returns — A High-Level Assessment
AI Bubble
24 min read 14 Nov 2025

Notes: AI Bubble? Spending, Risks, and Returns — A High-Level Assessment

Summary * Hyperscalers’ AI capex is soaring past historical limits, forcing creative financing and intensifying scrutiny over ROI and long-term sustainability. * Despite fears of an AI bubble, utilization remains high, demand is outpacing capex, and efficiency breakthroughs from Chinese labs are lowering compute costs while expanding practical use cases. * The

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Independent equity research mapping the AI value chain.
Where the silicon meets the spreadsheet.

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