AI Bubble? Prices Rose 20% and Still Line Up… Why On-Device AI Is the 'Trigger' That Will Explode the Semiconductor Market | SemiCon Research Lab CEO Noh Geun-chang

[#Global Insight] AI Bubble? Prices Rose 20% and Still Line Up… Why On-Device AI Is the 'Trigger' That Will Explode the Semiconductor Market | SemiCon Research Lab CEO Noh Geun-chang
Watch on YouTube ↗  |  September 18, 2026 at 07:00  |  34:55  |  815 Money Talk (815머니톡)
Speakers
Noh Geun-chang — Center Head, Hyundai Motor Securities Research Center

Summary

Noh Geun-chang, CEO of SemiCon Research Lab, argues that on-device AI agents such as Meta's Muse Spark are the next major demand trigger for semiconductors. He points to neocloud price increases and sold-out AI data center capacity as evidence that AI demand is real, not a bubble. He also highlights AI defense as a sustainable growth theme, names specific beneficiaries in Korea and Europe, and uses Advantest as a leading indicator for HBM4 test demand.

  • Fed macro was described as supportive, with lower long-term yields and oil prices.
  • On-device AI agents shift processing to phones and devices, expanding the B2C AI ecosystem.
  • Neoclouds Nebius and CoreWeave show pricing power and sold-out capacity, validating AI infrastructure demand.
  • Nvidia and memory suppliers benefit as GPU and HBM supply ramps accelerate.
  • AI defense is becoming unmanned and autonomous, with Palantir, LIG Nex1, Hyundai Rotem, and Rheinmetall highlighted.
  • European defense budgets and NATO's 5% GDP target support long-term sector growth.
  • Advantest is presented as a leading indicator for GPU and HBM4 test demand.
  • Korean export sectors favored include energy, power, shipbuilding, and defense.
Ideas
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 2:07
Meta benefits from on-device AI trigger
The speaker has repeatedly said Meta stock is good. Meta's Muse Spark is a leading on-device AI agent that can trigger the on-device AI era, expand Meta's AI services, collect more data, and increase revenue as users engage through smartphones and wearables.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 2:18
On-device AI agents to grow
On-device AI agents such as Meta's Muse Spark, xAI's Grok, OpenAI's agents, Claude, and Gemini-style services move AI processing from cloud data centers to smartphones, wearables, and AI glasses. This reduces latency and power use, and with about 1.1 billion smartphones sold annually plus billions of installed devices, it can create a large B2C AI ecosystem and new data/content, making it a trigger similar to ChatGPT for generative AI.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 5:39
Memory content rises with on-device AI
On-device AI requires local computation, increasing the value of memory. Samsung and SK hynix are focusing on processing-in-memory and on-device memory such as Samsung's LLW. Adding computation or security features to memory can drive price premiums as more on-device AI devices ship.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 6:40
Qualcomm is primary on-device AI winner
Qualcomm is the clearest beneficiary of on-device AI because it has focused its chipset positioning on that opportunity. As AI processing shifts into phones and personal devices, Qualcomm should benefit.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 6:47
Apple benefits from on-device AI adoption
Apple can also benefit from the on-device AI transition as AI moves onto smartphones and personal devices, though the speaker gives only a brief supportive mention.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 9:56
Nvidia leads AI data-center demand
Neocloud and AI data center demand ultimately translate into Nvidia demand. Supply constraints are easing enough for Nvidia's growth outlook to rise from 70% to 100%, and GPU/HBM supply ramps are accelerating, even though Google TPU and Amazon Trainium take some demand.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 10:33
NeoCloud pricing power shows strong AI demand
Nebius is raising rental prices for GPU, CPU, and memory resources by 20% to 40% from next month because demand exceeds supply, including older H-series products. CoreWeave has sold out all capacity and already raised prices 25% in July. Both are listed, Nvidia-backed neoclouds that confirm excess AI infrastructure demand.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 13:30
AI semiconductor demand remains strong
The speaker argues AI semiconductor demand is not a bubble because neoclouds are raising GPU, CPU, and memory rental prices sharply due to excess demand, while on-device AI adds a new B2C demand trigger. Memory content and HBM/GPU supply ramps are accelerating, supporting the AI semiconductor supply chain.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 17:45
AI defense is sustainable growth theme
Defense is becoming unmanned and autonomous, forcing militaries to embed AI, and NATO/EU spending increases make this a sustainable long-term growth area. Defense companies that internalize AI should earn higher value-added and valuation premiums.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 18:18
Palantir has hard-to-replicate AI defense moat
Palantir's Gotham/Foundry and ontology-based data platform is hard for other AI models to replace. Q2 revenue grew 93%, operating margin was 62%, and 82.9% of customers are commercial, showing military-grade AI can expand into commercial markets. Ukraine battlefield use demonstrates its edge.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 23:01
LIG Nex1 internalizes AI defense tech
LIG Nex1 has been positioning for AI defense through partnerships with Palantir and Anduril in air-defense and unmanned systems, and it acquired Ghost Robotics for quadruped military robots. As Korean defense differentiates on AI internalization, LIG Nex1 has a strong setup and its share performance reflects that.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 24:45
Hyundai Rotem may become AI defense winner
Hyundai Rotem's tank and armored vehicle business is currently rule-based and its stock underperformed, but defense is moving toward unmanned, end-to-end autonomous systems. As Hyundai Motor Group advances autonomous driving with Nvidia, Hyundai Rotem could apply similar AI to unmanned tanks and vehicles, making it a watch item.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 26:24
European defense spending supports sector
NATO's plan to raise defense spending to 5% of GDP by 2035 and recent 20% increases in European defense budgets create long-term growth. The speaker likes the direction of European defense companies, while cautioning that Korean-listed European defense ETFs have poor liquidity.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 26:48
Rheinmetall benefits from European defense rearmament
Rheinmetall is Germany's leading defense company and is actively integrating AI and high-tech modernization, making it a key beneficiary of Europe's rearmament and AI-driven defense upgrade cycle.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 30:25
Korean energy, power, shipbuilding, defense favored
Among Korean export industries, the speaker is relatively positive on energy, power, shipbuilding, and defense, seeing them as the better-positioned areas.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 31:21
Korean shipbuilding gains from AI adoption
Shipbuilding is one of the Korean export sectors the speaker favors. AI adoption is accelerating in the industry, with autonomous yachts and ships becoming large AI-enabled platforms, and HD Hyundai is presenting on this theme. AI can create new value for shipbuilders.
Noh Geun-chang Center Head, Hyundai Motor Securities Research Center 32:35
Advantest is HBM4 growth leading indicator
Advantest is a test-equipment leader and leading indicator for GPU and HBM cycles. Taiwan sales tracked the Nvidia GPU cycle, while Korea sales are now up 95.4%, signaling HBM/HBM4 test demand. Its 51.7% operating margin and above-50% test-industry margins show a strong industry.
Up Next

This 815 Money Talk (815머니톡) video, published September 18, 2026, features Noh Geun-chang discussing META, AI-SECTOR, 005930.KS, 000660.KS, QCOM, AAPL, NVDA, NBIS, CRWV, SMH, ITA, PLTR, 079550.KS, 064350.KS, European defense sector, RHM.DE, Korean energy, power, shipbuilding, defense export sectors, Korean shipbuilding sector, 6857.T. 17 trade ideas extracted by AI with direction and confidence scoring.

Speakers: Noh Geun-chang  · Tickers: META, AI-SECTOR, 005930.KS, 000660.KS, QCOM, AAPL, NVDA, NBIS, CRWV, SMH, ITA, PLTR, 079550.KS, 064350.KS, European defense sector, RHM.DE, Korean energy, power, shipbuilding, defense export sectors, Korean shipbuilding sector, 6857.T