AI Tokens Surge 10x…Semiconductor Supply Shortage Continues Until 2028 | Kim Jang-yeol, Unistory Asset Management Research Center Head

AI Tokens Surge 10x…Semiconductor Supply Shortage Continues Until 2028 | Kim Jang-yeol, Unistory Asset Management Research Center Head [Today's Stock Focus]
Watch on YouTube ↗  |  August 18, 2026 at 11:30  |  39:37  |  3PRO TV (삼프로TV)
Speakers
Kim Jang-yeol — Reporter, The Bell

Summary

Kim Jang-yeol, head of Unistory Asset Management Research Center, argues that AI token consumption is compounding rapidly even as token prices plunge, keeping AI semiconductor demand and memory supply tight through at least 2028. He sees the KOSPI in a 5,500–6,500 range unless earnings and valuation take over, and he uses Nvidia and Alphabet as key AI capex bellwethers. He also reviews Robotis, TES, and Hanmi Semiconductor as differentiated Korean technology ideas.

  • KOSPI is viewed as a 5,500–6,500 box under macro and supply/demand noise, with 7,200 possible if earnings dominate.
  • AI token volume is seen rising about 10–20x annually, offsetting 80–90% token price declines.
  • HBM production displaces commodity DRAM at roughly 1:3 or 1:4, extending memory shortages.
  • Samsung Electronics, SK Hynix, and Micron are positioned to benefit from durable memory demand and long-term agreements.
  • Nvidia below $180 or Alphabet below $300 are his warning levels for AI capex breaking down.
  • Robotis offers a humanoid and data factory catalyst but appears dependent on confirmation of its valuation premium.
  • TES has a BSD-to-HBM qualification catalyst, while Hanmi Semiconductor is supported by strong earnings and HBM TC bonder leadership.
Ideas
Kim Jang-yeol Reporter, The Bell 4:49
KOSPI rangebound 5,500–6,500, upside 7,200.
Kim views the KOSPI as stuck in a high-level 5,500–6,500 box as long as macro, rates, and supply/demand noise dominate. If earnings and valuation become the main driver, he thinks the index can head toward 7,200; otherwise the recent pattern of sharp intraday gains fading is likely to continue near term.
Kim Jang-yeol Reporter, The Bell 6:00
AI token demand drives memory shortage.
AI token consumption is compounding 10–20x per year according to OpenRouter, Google, Dell, and Anthropic-related data, and agent AI adoption should keep token demand growing even as token prices fall 80–90%. Because HBM output forces roughly 1:3 to 1:4 displacement of commodity DRAM, supply cannot expand fast enough. This supports a persistent memory shortage into 2028, benefiting Samsung Electronics, SK Hynix, and Micron.
Kim Jang-yeol Reporter, The Bell 15:49
Watch NVDA $180, GOOGL $300.
Kim treats Nvidia and Alphabet as top-of-the-funnel AI capex bellwethers: if Nvidia breaks below $180 or Alphabet below $300, that would signal the AI investment premise is breaking from the top down. Current backlog and token production make that breakdown unlikely near term, so these levels are key monitoring points for the AI trade.
Kim Jang-yeol Reporter, The Bell 26:27
Robotis humanoid data factory catalyst watch.
Robotis has a second-half data factory and humanoid robotics momentum, with potential LG humanoid supply and estimate upgrades that are not yet reflected. With a market capitalization near 4 trillion won and next-year revenue around 120 billion won, it trades near a 30x PSR; this can be justified or modestly expanded only if its physical-data and differentiation story is confirmed against comparables such as Unitree.
Kim Jang-yeol Reporter, The Bell 30:23
TES BSD HBM catalyst, 20x cheap.
TES is a reasonable Korean semiconductor equipment name because H2 results should improve on prior orders and valuation below 20x is cheap. The key catalyst is its backside deposition, or BSD, equipment entering HBM qualification; if HBM adoption is confirmed, valuation could re-rate from around 20x toward 30x, though its margin profile is less dominant than peers like HPSP, Hanmi Semiconductor, or EO Technics.
Kim Jang-yeol Reporter, The Bell 34:49
Hanmi earnings strong, HBM TC bonder.
Hanmi Semiconductor delivered strong earnings with about 1,300 billion KRW in revenue and an operating margin above 50%, so the stock's rebound from the 200,000 won area is justified. Its HBM TC bonder dominance, possible Samsung Electronics supply, and expansion into logic, DRAM, and HBM-related demand support a premium, but how far it can go depends on upward estimate revisions and confirmation of new demand; realistic valuation is around the low 300,000s unless 2027 EPS rises substantially.
Up Next

This 3PRO TV (삼프로TV) video, published August 18, 2026, features Kim Jang-yeol discussing EWY, 000660.KS, MU, 005930.KS, NVDA, GOOGL, 108490.KQ, 095610.KQ, 042700.KS. 6 trade ideas extracted by AI with direction and confidence scoring.

Speakers: Kim Jang-yeol  · Tickers: EWY, 000660.KS, MU, 005930.KS, NVDA, GOOGL, 108490.KQ, 095610.KQ, 042700.KS