Open-weight AI models may pressure AI infrastructure returns
Original Viewpoint Roundup
🤖 AI Infrastructure & Open-Weight Models
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Open-weight models could become a capex killer for the AI stack. If high-quality models stay freely available, the endgame may be a world where model value gets commoditized and infrastructure returns face pressure. China still allowing models this strong to be open-sourced looks strategically surprising given the risk profile. 1
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Cloud giants should not be valued only as compute vendors. The bigger endgame is becoming the enterprise “middle layer” in multi-model architecture. Once the model layer gets commoditized, CSPs can shift value capture toward infrastructure plus orchestration. 2
💾 Memory & Semiconductor Stocks
- SK Hynix may be the strongest memory company on fundamentals and HBM competitiveness, but quality and entry point are two different trades. ADR premium, high leverage in the Korean market, and expectations already priced to perfection make it less attractive as the ideal buy-the-dip setup right now. 3
📈 Market Setup & Technicals
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DXY has flipped from old resistance into support. The dollar index is now sitting at a key technical level where prior supply may turn into demand. 4
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Markets are sitting on trend support heading into a heavy earnings window. The next 2-5 weeks look primed for volatility as the tape digests major reports. Preparation matters more than prediction here. 5
🇭🇰 China / Hong Kong Policy Read-Through
- The White House pause on Executive Order 13936 is bullish, but mainly for Hong Kong’s “special treatment,” not automatically for Hong Kong equities. The actual beneficiaries are areas like Hong Kong local manufacturing, Hong Kong visas, separate immigration quotas, and some local individuals or institutions facing sanctions. The “Hong Kong stocks bullish” take is too simplistic because today’s HK market is dominated by China exposure, and global investors still bucket A-shares and HK stocks together. 6
🧠 Trading Process & Strategy
- The AOT Top Pick strategy is up +53.39% YTD, with Week 28: $WDC +3.26%, 2025: +10.19%, 2024: +37.46%, 2023: +131.86%, and 2022: +115.74%. The key takeaway is process resilience: even in a week where tech got slammed, the strategy still closed with gains. 7