Nefarious Trading Est 2021
⏱ 4 min read Watchlist · Vol. 01 No. 65 · July 20, 2026
MU$946 +9.3% ▲ SNDK$1,537 +10.5% ▲ NBIS$206 +12.7% ▲ ALAB$326 +5.4% ▲ MU$946 +9.3% ▲ SNDK$1,537 +10.5% ▲ NBIS$206 +12.7% ▲ ALAB$326 +5.4% ▲
Watchlist · The AI Stack
The AI Stack Watchlist
Data centers · Memory · Connectivity & photonics
12
names · live prices Jul 20, 2026

Three layers of the AI build-out, and the names I watch in each.

The AI Stack Watchlist —Data Centers · Memory · Connectivity
  • The IdeaAI needs three physical things: somewhere to run (data centers), somewhere to remember (memory), and something to move the data between chips (connectivity). Own a piece of each layer instead of guessing one winner.
  • The LayersData centers build and rent the compute. Memory is the real bottleneck — every AI chip needs HBM. Connectivity is the plumbing that stops thousands of GPUs choking on their own data.
  • The WarningThese have run hard. Several sit near 52-week highs after enormous moves — MU is up ~9x off its low, SNDK from ~$40 to ~$1,500. Great businesses, stretched prices.
§ Plain English — How the Three Layers Fit

Think of AI like a giant kitchen. The data center is the building and the ovens — that's CoreWeave, Nebius, IREN. Memory is the countertop space where ingredients sit while you cook; too little and everything stalls — that's Micron and SK Hynix, and it's the tightest part of the whole chain. Connectivity is the staff running plates between stations — Credo, Astera Labs, Marvell. A world-class oven is useless if the counter is full and nobody can move the food.

§ 1 · AI Data Centers

They build the buildings and rent out the GPUs. Highest growth, but capital-hungry and debt-financed.

TickerCompanyPrice52wk L/HWhat they do
CRWVCoreWeave$76.88
+5.23%
$63.80
$153.20
The biggest pure-play AI neocloud — rents out GPU clusters to AI labs. Huge backlog, heavy debt, Meta concentration risk.
NBISNebius Group$205.80
+12.69%
$49.00
$299.86
Full-stack AI cloud (ex-Yandex). High-touch inference, Microsoft + Meta deals. Best diversified of the neoclouds.
IRENIREN Ltd$41.79
+3.94%
$14.72
$76.87
Bitcoin miner turned AI data-center builder. 800MW South Australia campus, $3.4B NVIDIA GPU-cloud deal.
SHAZSharon AI$69.28
+11.13%
$1.90
$178.00
Australian neocloud. $1.6B raise, NVIDIA 6-yr deal, scaling to 40,000 GB300 GPUs. Extremely volatile.
WYFIWhiteFiber$27.13
+0.0%
$10.51
$46.87
Small-cap neocloud spun out of a Bitcoin miner. GPU-packed data centers; the high-torque speculative one.
APLDApplied Digital$29.87
+7.25%
$9.79
$50.72
Builds and leases AI data-center capacity to hyperscalers. Capital-intensive, financing-dependent.
§ 2 · Memory

The actual bottleneck in AI. High-bandwidth memory sits next to every AI chip, and supply is sold out.

TickerCompanyPrice52wk L/HWhat they do
MUMicron$946.24
+9.33%
$103.22
$1255.00
The US memory champion. HBM (high-bandwidth memory) is the AI bottleneck — every AI chip needs it. Up ~9x off the 52-wk low.
SKHYSK Hynix ADR$165.26
+9.33%
$145.57
$194.80
World leader in HBM and Korea's biggest company. New US listing — trades at a premium to the Korean line.
SNDKSanDisk$1537.02
+10.5%
$40.10
$2354.39
NAND flash storage spun out of Western Digital. Enormous run — up from ~$40 to ~$1,500 in a year.
This is the group Korea's leveraged retail crowd piled into — Samsung and SK Hynix carried ~24% of all Korean margin debt before the July crash. Powerful trend, crowded trade.
§ 3 · Connectivity & Photonics

The plumbing between chips. Less glamorous, high margin, and impossible to scale AI without.

TickerCompanyPrice52wk L/HWhat they do
CRDOCredo Technology$221.82
+4.6%
$86.49
$308.67
Active electrical cables and SerDes that move data between AI racks. Lip-Bu Tan-backed; revenue more than doubling.
ALABAstera Labs$325.85
+5.42%
$97.89
$499.48
Connectivity silicon (PCIe/CXL retimers) that links GPUs to CPUs and memory. Pure AI-rack infrastructure play.
MRVLMarvell$206.20
+5.78%
$61.32
$329.88
Custom AI silicon plus optical DSP. Bought Inphi, Innovium and Aquantia (~$11.5B) to own data-center connectivity.
§ How I'd Rank the Risk
TierNamesWhy
CoreMU · MRVL · ALAB · CRDOReal earnings, entrenched positions, the picks-and-shovels of the build-out
GrowthNBIS · CRWV · IREN · SKHY · SNDKGenuine businesses scaling fast, but volatile and priced for a lot
SpeculativeSHAZ · WYFI · APLDSmall caps, heavy dilution and financing risk. Size them small
⚠ Warning — my own watchlist
This is simply what I watch and my own read on it — not financial advice and not a recommendation to buy anything. Most of these have already run enormously and can fall just as fast. Do your own research.

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Nefarious Trading
Equity research and trading commentary — AI infrastructure, memory, semiconductors.
AuthorJohnny Li
Prices are live snapshots from Interactive Brokers as of July 20, 2026 and change constantly. Company descriptions are simplified summaries. This is my personal watchlist and my own view — not financial advice, and not a recommendation to buy or sell any security. Several of these names have risen many multiples in a year and carry significant downside risk; small caps carry dilution and financing risk. Do your own research. © 2026 Nefarious Trading.