Intelligence Hub
Research.
Theme, macro, bottleneck analysis and company reports — organized by cluster and series.
Seagate — Bellwether of Mass Storage AI Revived
The HAMR areal-density leader that revived the HDD industry — anatomy of TAM, cost, supply discipline, the technology war, and valuation
Coherent — the Pure-Play Optical Leader Whose Moat Is Built on Vertical Integration
AI interconnect bottleneck, InP vertical integration, 1.6T margins, CPO value decomposition — alpha exposure that captures volume, price and cost at once in a supply-constrained window
Lam Research — When Etch and Deposition Intensity Is the Revenue
Inside the structural beneficiary of the $140B wafer fab equipment (WFE) cycle, where chip verticalization raises the number of etch and deposition steps per wafer non-linearly. It is the highest beta to the AI memory supercycle transitioning into equipment orders
ARM — The Moment the IP Company Holding AI Compute's Instruction Standard Becomes a Silicon Company
The ARM architecture has captured half of AI data center CPUs. On top of the proven engine of rising v9/CSS royalty-per-chip mix, a second growth engine has been added 35 years on — its own in-house silicon AGI CPU. We dissect the compute architecture layer.
Credo Technology — The Purest Beneficiary of 'Copper Doesn't Die'
The de facto monopolist of active electrical cables (AEC) with ~73% share. We dissect a vertically integrated fabless player that uses its own SerDes to widen its market across the full reach spectrum, from in-chip memory to long-haul optics.
Marvell Technology — From Compute to Connectivity, the Optical DSP Ruler of AI Infrastructure
The rare combination of No. 1 merchant optical DSP plus No. 2 custom silicon. Dissecting the core beneficiary of the supercycle as AI infrastructure shifts from 'compute' to 'connectivity'
SanDisk — The Purest Beta of NAND Memory Re-Rated in the AI Era
Pure-play NAND flash maker SanDisk (SNDK): the AI inference storage cycle, the Kioxia JV, and the HBF option in one stock