How to Find the Best Investing Setups

Tae Kim · Key Context by Tae Kim · May 29, 2026 at 11:45 · ⏱ 7 min read  | Read on Substack ↗
Summary
Tae Kim argues that variant perception — the gap between market belief and underlying reality — is the key to outsized investment returns. He uses his successful bets on HBM memory and CPU stocks (Intel, AMD) as case studies, and urges investors to do deeper legwork, identify catalysts, and hold conviction through volatility. For markets, this reinforces the accelerating agentic-AI theme and suggests continued upside for AI-related memory and compute suppliers.
  • •The author is traveling to Computex in Taiwan with 19 meetings, expecting alpha-generating insights similar to his March GTC trip.
  • •12 of 14 stock ideas on his Substack have worked, including four triple-digit gains in INTC, AMD, CRDO, and DELL.
  • •HBM memory names (played via EWY and DRAM ETFs) surged roughly 55% and 70% as Wall Street recognized long-term pricing contracts from hyperscalers.
  • •CPU ideas (Intel and AMD) more than doubled in weeks, driven by an agentic-AI CPU shortage the market had not priced in.
  • •Variant perception is defined as the difference between market perception (headlines, consensus) and fundamental reality, monetized by catalysts such as earnings or product launches.
  • •The author attributes his success to decades of cross-domain experience and dozens of conversations with Big Tech engineers at GTC, which confirmed the severity of the inference compute shortage.
Read time 7 min
Length 7,024 chars
Category finance
Trade Ideas
Tae Kim Senior writer, Barron's; author of The Nvidia Way
Article identifies Micron as one of three key suppliers of high-bandwidth memory (HBM) for Nvidia's AI servers and argues HBM is an 'exponential multi-year secular growth market' deserving higher mult
Article identifies Micron as one of three key suppliers of high-bandwidth memory (HBM) for Nvidia's AI servers and argues HBM is an 'exponential multi-year secular growth market' deserving higher multiples, with Wall Street belatedly re-rating the stocks on long-term supply deals. Risk: HBM pricing could normalize as capacity comes online; customer concentration with hyperscalers.
MU
Tae Kim Senior writer, Barron's; author of The Nvidia Way
Author notes AMD nearly doubled its long-term annual CPU growth guidance from 18% to 35% after reporting 'stellar earnings,' and that the agentic-AI megatrend will drive an explosion in CPU demand cre
Author notes AMD nearly doubled its long-term annual CPU growth guidance from 18% to 35% after reporting 'stellar earnings,' and that the agentic-AI megatrend will drive an explosion in CPU demand creating a massive shortage – a thesis he explicitly laid out and which is now becoming understood. Risk: Competition from Intel and ARM-based alternatives; execution risk in data-center CPU roadmap.
AMD
Tae Kim Senior writer, Barron's; author of The Nvidia Way
Article states Intel reported 'stellar earnings' and that the CPU shortage driven by agentic AI is now better understood – a theme the author pounded the table on, with Intel being one of his four tri
Article states Intel reported 'stellar earnings' and that the CPU shortage driven by agentic AI is now better understood – a theme the author pounded the table on, with Intel being one of his four triple-digit grand slams. Risk: Intel's foundry turnaround and competitive position vs. AMD and ARM remain uncertain.
INTC
Tae Kim Senior writer, Barron's; author of The Nvidia Way
Author describes his GTC conversations where 'EVERY SINGLE source' confirmed a severe AI compute shortage for inference, directly supporting Nvidia's GPU demand; he also has meetings scheduled with CE
Author describes his GTC conversations where 'EVERY SINGLE source' confirmed a severe AI compute shortage for inference, directly supporting Nvidia's GPU demand; he also has meetings scheduled with CEO Jensen Huang at Computex, implying ongoing relevance of Nvidia's hardware for agentic-AI workloads. Risk: Potential for hyperscalers to develop custom ASICs; export controls or demand normalization.
NVDA
More from Key Context by Tae Kim
An Interview with NVIDIA CFO Colette Kress: $1 Trillion Shareholder Return Is on the 'Horizon'
May 21, 02:59
Nvidia Q1 Earnings Preview: Shareholder Returns
May 19, 15:11
Qualcomm Is the Problem Child of the Current Chip Rally
May 12, 13:16
AMD Stock Soars 15% After Q1 Earnings. CEO Doubles CPU Outlook on Agentic AI
May 05, 22:51
Jensen Huang: Your Ambition Is ‘Not High Enough’
May 05, 03:14

This newsletter, published May 29, 2026, features Tae Kim discussing MU, AMD, INTC, NVDA. 4 trade ideas extracted by AI with direction and confidence scoring.

Speakers: Tae Kim  · Tickers: MU, AMD, INTC, NVDA