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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

Samsung HBM4 revenue tops $1 billion; targets $10 billion run-rate by end-2026

Samsung Electronics announced that HBM4 revenue has surpassed the $1 billion milestone, a significant milestone reached in the company's push to narrow the gap with SK Hynix in the high-bandwidth memory market. Samsung began mass-producing HBM4 for the first time in the world in April 2026 and is targeting a run-rate of $10 billion by the end of 2026. This ramp reflects both aggressive manufacturing acceleration and the insatiable demand from cloud providers and AI accelerator makers ramping new platforms (NVIDIA Blackwell, AMD MI300/MI350, and custom chips like OpenAI's Titan and Jalapeño).

SK Hynix currently dominates HBM supply with a reported 58% global market share and deep integration with NVIDIA, while Samsung historically lagged in advanced HBM yields and customer qualification. The $1B milestone and $10B run-rate target signal that Samsung has overcome yield bottlenecks and secured key customer allocations—likely including AMD, Intel, and portions of Broadcom's custom accelerators. SK Hynix remains the technical leader and preferred supplier, but Samsung's rapid ramp is fragmenting HBM supply, giving hyperscalers multiple sources and pricing leverage.

For infrastructure planners, Samsung's HBM4 availability reduces single-source risk on SK Hynix but does not solve the fundamental supply constraint: total HBM production across all three vendors (Micron, Samsung, SK Hynix) will remain the bottleneck through 2027. The shift toward cost-plus long-term agreements (like Micron's SCAs and Samsung's direct cloud customer contracts) means HBM allocation is now determined by relationship and volume certainty, not spot pricing. Architects should expect HBM pricing to remain elevated and supply to be rationed via multi-year contracts through 2027.

Sources