RESEARCH

Understanding the infrastructure
behind intelligence.

My research starts with memory: how it is built, where supply gets constrained, and how technological change reshapes the economics of AI.

MemoryCapex is where I develop and publish this work.

MY PRIMARY RESEARCH PROJECT

MemoryCapex.

Memory, technology
& the capital cycle.

A dedicated research platform exploring DRAM, HBM and NAND, and their role in computing infrastructure. I connect technology roadmaps with supply dynamics, industry economics and capital allocation.

THE RESEARCH LENS

MemoryDRAM · HBM · NANDTechnologySupplyCapital allocation

From physical constraints
to economic consequences.

Technology & architectureSupply, pricing & CapExIndustry & market structure

Selected research.

Browse research

A starting point for exploring the questions behind my work.

01
CAPITAL ALLOCATION

Memory as a capital-allocation constraint

How HBM, DRAM and NAND are rewriting the economics of AI data centers.

MemoryCapex
02
TECHNOLOGY & ARCHITECTURE

Beyond HBM: the memory wall

How evolving architectures could reshape the memory cycle through 2029.

MemoryCapex
03
INDUSTRY & VALUE CHAINS

The HBM enablers

What Marvell reveals about the next layer of the memory cycle.

MemoryCapex

HOW I WORK

Evidence before conviction.

01 / SOURCES

Start with the evidence.

Company disclosures, technical publications and industry data form the starting point. The source stays visible alongside the argument.

Explore sources
02 / THESIS

Make the argument testable.

State the thesis, separate observations from assumptions, and identify the evidence that would change the conclusion.

03 / REVIEW

Keep the view open.

Follow new developments, revisit the thesis and update the interpretation as the evidence evolves.

Read the Journal

ONGOING EXPLORATION

MFI RESEARCH IN PROGRESS

An ongoing research project investigating the memory cycle through a more systematic framework.

About this project

MFI remains a research project. Its measurement framework and testing are being developed; it is not presented here as a validated forecasting tool.