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OpenAI moves beyond 'Stargate', Google's 8th gen TPUs, S. Korea AI Memory Market Boom & More


The frame running through every item today: “AI Infrastructure investment and pricing dynamics remain the main show for this quarter and far more.”

Tonight’s Mag 7 reports — Amazon, Meta, Google, Microsoft after the close — are just the latest of many updates ahead.

Today’s three items each pressure-test a different layer of the AI capex story: AI compute commitments, AI silicon roadmaps, and AI memory supply.

Three Key Takes today:

(1) OpenAI Evolves Beyond Stargate. OpenAI is shifting from building and owning AI infrastructure to working with multiple partners to build it on their behalf — capex via renting, not owning. The reporting: FT — OpenAI evolves beyond Stargate. Standing context on OpenAI’s earlier scaling difficulties: AI-RTZ #1006 — OpenAI’s Difficulties Scaling Up.

MP Take: OpenAI has made a marked shift from building and owning its AI infrastructure to working with many partners to build and rent AI capex. Provides multi-gigawatt and multi-hundred-billion-dollar capex financing flexibility — especially against the impending mega-AI IPO in 2026. Takes reliance off Softbank.

The original Stargate framing was a single-partner commitment. First with Microsoft, then replaced by Softbank. The new picture is a portfolio of AI infrastructure relationships (Oracle, CoreWeave et al), that reduce concentration risk on both sides — OpenAI gets latitude on cost and capacity ramps, partners get to compete for slots in the buildout.”

(2) Google Rolls Out 8th-Generation TPU for AI Training and Inference. Strong update from Google, but the GPU race is far from over. The architecture read: Implicator AI — Nvidia still wins per chip; Google changed the fight; Sony changed the benchmark. Standing thesis on Google vs Nvidia silicon: AI-RTZ #1065 — Google’s Latest TPU Chips Improve.

MP Take: Nvidia’s GPU roadmap remains in the lead — Blackwell, Vera Rubin, Feynman, and beyond. AI GPUs now seeing 1-to-1 CPUs for inference, vs 1 CPU to many GPUs before. That ratio shift opens the door for a range of new incumbents and new entrants.

Intel has been a clear beneficiary. Memory companies continue to benefit — SK Hynix, Samsung, Micron, and others. The TPU update is real, but the AI-silicon stack is broader than the headline GPU-vs-TPU framing suggests. AI compute is not a zero-sum game.”

(3) Memory Companies Make South Korea’s Stock Market Bigger Than the UK. Korea has surpassed the UK to become the world’s 8th-largest stock market — driven almost entirely by SK Hynix and Samsung’s memory franchises riding the AI capex wave. The market-cap story: CNBC — South Korea overtakes UK as world’s 8th-largest stock market. The memory-boom narrative: FT — South Korea’s memory boom. Standing backcat across the bottleneck arc: AI-RTZ #1030 — Global memory shortages, AI-RTZ #918 — Memory ramping up as the next AI bottleneck, AI-RTZ #951 — Memory chip supply constraints, AI-RTZ #557 — SK Hynix ready for its AI close-up.

MP Take: It’s notable that South Korea has surpassed Japan, in particular. Memory remains a multi-year AI bottleneck that is likely to remain a supply constraint through the decade at least. Despite higher-than-historic volatility due to questions around supply ramps by the key players.

The Korea-passes-UK milestone is a pricing-and-bottleneck story dressed as a market-cap headline. Watch the supply ramps — that’s where the volatility lives.

Plus: Gadget AI — Apple is reportedly adding Siri natively into iOS and iPhone Photos this June. Source: Bloomberg — Apple’s Siri-in-Photos plan. Standing thesis on Apple’s Siri-Gemini integration potential: AI-RTZ #965 — Apple Goes with Google Gemini. Standing thesis on Apple’s vertical-stack supply-chain advantages: AI-RTZ #1010 — Apple Supply Chain Lock-In Tech.

MP Take: Apple continues to play the AI opportunity with its core ecosystem and vertical-stack advantages. Especially evident in bottom-up AI models — large and small — running on Apple Macs, iPhones, and other devices, with opportunities for Apple’s world-leading App Store developers to leverage AIs of all types via Apple operating systems.

Watch for key Apple software initiatives at WWDC this June — especially around AI MCP and App Intent protocols focus, among other initiatives.

Bonus — today’s AI-RTZ companion #1071 covers OpenAI’s Stormy Weather — the IPO debate, Microsoft re-cut, Elon trial, Stargate evolution, all under one weather-system frame. Different lens, same throughline: AI infrastructure is the main show, and OpenAI’s repositioning is the most-watched piece of it.

Closing Qs —

  • What’s the key Apple AI product MP is most looking forward to in 2026?

    • A standalone Siri App with Gemini AI integration. That’s the unlock — Siri as a true AI surface on every Apple device, with Google’s brain behind it. Apple’s 2.5B+ device users plus the App Store/Services franchise plus a credible AI brain via Gemini — that’s the integration that actually changes the daily-use experience for the largest installed base of mainstream consumers.

  • What app in current daily use will it most likely replace?

    • Perplexity. Once Siri-with-Gemini lands at the OS level on iPhone, the daily-use case can shift due to ubiquity across Apple devices. Stay tuned.


(NOTE: The discussions here are for information purposes only, and not meant as investment advice at any time. Thanks for joining us here)


Shorts Clips from today’s episode

Short — AI Compute Is Not a Zero-Sum Game Google’s 8th-gen TPU is out. Nvidia’s roadmap stays in the lead. But AI compute isn’t zero-sum — the 1-to-1 GPU/CPU shift opens the door for incumbents AND new entrants. Intel benefits. Memory companies (SK Hynix, Samsung, Micron) continue to benefit.

Short — Siri Comes to iOS Photos Apple is reportedly adding Siri natively into iOS and iPhone Photos. The next visible step in surfacing Apple’s AI ambitions. Watch WWDC this June for AI MCP and App Intent focus.

Short — Standalone Siri App with Gemini AI The Apple AI product MP is most looking forward to in 2026. Apple’s 2.5B+ device users plus the App Store/Services franchise plus a credible AI brain via Gemini — that’s the integration that changes daily-use experience for the largest installed base of mainstream consumers.

Short — OpenAI Shifts From Build to Rent OpenAI’s marked shift from building and owning AI infrastructure to working with many partners to build and rent AI capex. Multi-gigawatt and multi-hundred-billion-dollar capex flexibility, especially pre-IPO. Takes reliance off Softbank.

About AI Ramblings Daily (ARD), and AI-RTZ

Both are daily. Both are free. Both are about AI. But they’re different mediums carrying different messages.

AI-RTZ is the morning text — a deeper written take on one idea, published by at least 5 AM EST. Today: post #1071 — OpenAI’s Storm Weather.

AI Ramblings Daily is the afternoon video + podcast — my ad hoc takes and perspective on the day’s AI issues & news flow, around 20 minutes, with short 1-2 minute clips for quick topic views. Today: episode #65.

Subscribe to either or both on michaelparekh.substack.com. They run as separate Sections you can opt into or out of as needed.


Links used in today’s show (already embedded inline above; listed here for reference)

Take 1 — OpenAI Beyond Stargate:

Take 2 — Google’s 8th-Gen TPU vs Nvidia:

Take 3 — Memory Boom Passes UK:

Plus — Gadget AI on Apple Siri + iOS Photos:

Bonus — today’s AI-RTZ companion:






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