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Funding Baidu's Kunlunxin targets $50B Hong Kong IPO, ties chip purchases to allocations Funding Momenta launches Hong Kong IPO targeting $751M for autonomous driving R&D Chips HBM now comprises 35-47% of AI accelerator BOM; GB200 HBM alone costs $4,800/unit Market Samsung HBM4 revenue tops $1 billion; targets $10 billion run-rate by end-2026 Chips OpenAI, Broadcom unveil Jalapeño LLM inference chip; gigawatt-scale deployment targeted by end-2026 Market TSMC warns AI chip shortage to persist into 2027; signals 15% 3nm price increase H2 2026 Research DeepSeek V4 DSpark speculative decoding cuts inference latency 85%, hits Together AI Breaking OpenAI launches $150M Partner Network to certify 300K consultants by year-end Breaking HP becomes flagship Frontier adopter; OpenAI scales enterprise AI agent platform with consulting partnerships Breaking Apple lobbies White House for CXMT DRAM approval as memory costs hit 20% MacBook, iPad price hikes Funding Samsung, SK Hynix plan $1.3T capex over decade on AI memory demand Breaking Lenovo, NVIDIA Partner on AI Cloud Gigafactory; Reduce Inference Server Deployment Timelines from Months to Weeks Chips Google TPUs Power Anthropic Expansion; Up to 1M Ironwood Chips Lock $40B Multi-Gigawatt Capacity Deal Through 2027+ Chips NVIDIA confirms Vera Rubin full production; Rubin GPU leads AgentPerf with 20x efficiency over Hopper Policy FERC orders grid operators to fast-track AI data center connections; 60-day deadline to justify or rewrite tariffs Chips Coherent CHIPS grant $50M for indium phosphide fab expansion; quadruples Sherman wafer output for AI optical networking Chips NVIDIA partners with SK Hynix on next-gen AI memory; codeveloping for Vera Rubin and autonomous fabs Chips TSMC CoWoS hits 98% yield; SoW-X roadmap supports 64 HBM stacks; co-packaged optics production 2026 Chips PNY DDR5-5600 32GB hits $379.99 — cheapest 2x16GB kit amid RAM crisis; 16% discount Chips TSMC 2nm mass production hits 70% yield; Apple, NVIDIA locked in through 2026 Funding Baidu's Kunlunxin targets $50B Hong Kong IPO, ties chip purchases to allocations Funding Momenta launches Hong Kong IPO targeting $751M for autonomous driving R&D Chips HBM now comprises 35-47% of AI accelerator BOM; GB200 HBM alone costs $4,800/unit Market Samsung HBM4 revenue tops $1 billion; targets $10 billion run-rate by end-2026 Chips OpenAI, Broadcom unveil Jalapeño LLM inference chip; gigawatt-scale deployment targeted by end-2026 Market TSMC warns AI chip shortage to persist into 2027; signals 15% 3nm price increase H2 2026 Research DeepSeek V4 DSpark speculative decoding cuts inference latency 85%, hits Together AI Breaking OpenAI launches $150M Partner Network to certify 300K consultants by year-end Breaking HP becomes flagship Frontier adopter; OpenAI scales enterprise AI agent platform with consulting partnerships Breaking Apple lobbies White House for CXMT DRAM approval as memory costs hit 20% MacBook, iPad price hikes Funding Samsung, SK Hynix plan $1.3T capex over decade on AI memory demand Breaking Lenovo, NVIDIA Partner on AI Cloud Gigafactory; Reduce Inference Server Deployment Timelines from Months to Weeks Chips Google TPUs Power Anthropic Expansion; Up to 1M Ironwood Chips Lock $40B Multi-Gigawatt Capacity Deal Through 2027+ Chips NVIDIA confirms Vera Rubin full production; Rubin GPU leads AgentPerf with 20x efficiency over Hopper Policy FERC orders grid operators to fast-track AI data center connections; 60-day deadline to justify or rewrite tariffs Chips Coherent CHIPS grant $50M for indium phosphide fab expansion; quadruples Sherman wafer output for AI optical networking Chips NVIDIA partners with SK Hynix on next-gen AI memory; codeveloping for Vera Rubin and autonomous fabs Chips TSMC CoWoS hits 98% yield; SoW-X roadmap supports 64 HBM stacks; co-packaged optics production 2026 Chips PNY DDR5-5600 32GB hits $379.99 — cheapest 2x16GB kit amid RAM crisis; 16% discount Chips TSMC 2nm mass production hits 70% yield; Apple, NVIDIA locked in through 2026
Market

TSMC warns AI chip shortage to persist into 2027; signals 15% 3nm price increase H2 2026

TSMC CEO C.C. Wei told shareholders at the company's June 4 annual meeting that the AI chip shortage will persist for years, and the foundry is already raising prices on its most advanced nodes. While avoiding the sudden memory-market style spikes, TSMC is executing measured, negotiated double-digit price increases: reports cite 3% to 10% increases across advanced nodes for 2026, with a further 15% hike on 3nm slated for the second half of the year. The company posted record gross margins around 66% in Q1 2026, confirming that pricing power is translating directly to profitability.

The binding constraint on AI chip supply is no longer wafer fabrication—it is advanced packaging. CoWoS (Chip-on-Wafer-on-Substrate), the 2.5D packaging process that bonds logic dies with high-bandwidth memory stacks, is the bottleneck. TSMC's CoWoS capacity cannot keep pace with demand from accelerator makers like NVIDIA, AMD, and Broadcom, meaning lead times for AI-related packaging are expected to stretch into 2027. This constraint explains why supply-side relief is not expected before 2027 at the earliest, when expanded capacity for advanced nodes and packaging is forecast to ease pressure.

Architects and infrastructure teams should budget for sustained HBM costs through 2027 and expect NVIDIA H200/B200 and AMD MI300X/MI355X component costs to increase by 10%–15% in coming quarters. The shift in TSMC's pricing strategy from flat to steady incremental hikes means that devices built on cutting-edge silicon (data center GPUs, custom AI accelerators, inference chips) will see cost growth absorbed downstream into cloud pricing. For organizations locking capacity via long-term agreements, securing allocations through 2027 is now the primary strategy.

Sources