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🚨 Why Jim is WRONG on $IREN vs $NBIS: The "Server Mechanic" Fallacy 🚨 @jiahanjimliu gave a highly detailed pitch for $IREN. We respect the effort, but his core thesis rests on historical revisionism, a fundamental misunderstanding of GPU orchestration, and heavily skewed context. Let’s dismantle this case👇 🔹 The $NFLX Illusion: A Historical Category Error Jim argues @netflix beat @Disney because they "built their own software infra in-house." The fatal flaw: Netflix explicitly abandoned managing its own physical data centers. They moved 100% of their core compute to $AMZN AWS because they couldn't rack servers fast enough. In Jim's analogy, $NBIS is AWS and $IREN is the legacy physical data center. AI SaaS companies don't want to be server mechanics; they want a managed platform! 🔹AI Infra is Not "Just Kubernetes" Jim argues SaaS companies will build their own cluster orchestration on bare metal. But orchestrating 150k B300s is a complex physics problem involving custom non-blocking InfiniBand fabrics, RoCE networking, thermal throttling, and firmware-level fault tolerance. Startups won't burn 18 months building custom schedulers to save 10% on margins when they can use a managed PaaS to ship in 18 days. Time-to-Compute is the only moat! 🔹The $6 Billion Dilution Reality Check Jim asks: "Do you think $IREN is going to dilute 6B on air-cooled GPUs?" Actually, Jim... YES. Just YESTERDAY, $IREN filed an updated prospectus massively expanding its ATM equity offering capacity from $1B to a staggering $6 BILLION. This represents a capital call equivalent to nearly half of the company's current market capitalization. This massive dilution will fund their purchase of over 50,000 $NVDA GPUs, with NO Vera Rubin’s in sight. Meanwhile, $NBIS ended 2025 at $1.25B ARR, beating their outlook of $900M to $1.1B and will start offering Vera Rubins in H2 2026(confirmed). 🔹Independence, MO: Nebius is NOT "Late" Jim claims Nebius's 1.2GW Missouri site is "late." Fact check: 🛑 Independence City Council officially approved a Chapter 100 industrial development incentive package for Nebius to proceed with its 1.2 gigawatt AI data center project. Nebius is moving at hyperscaler speed and has increased its 2026 contracted power guidance to >3.0 GW. 🏗️ 🔹The "Russian Engineer" Slur Jim resorts to a bizarre argument, claiming a "strong team of Russians" can't beat Silicon Valley. This ignores @nebiusai actual pedigree. The core team (formerly @yandexcom ) built the only search engine and cloud infra to ever successfully beat $GOOG and $UBER in a local, free market. When the war started, founder Arkady Volozh relocated over 2,000 elite, hyperscale-proven engineers to Amsterdam and Israel to build Nebius. You don't scale to $1.25B+ ARR without world-class talent! 🧑‍💻🔥 🔹The Valuation Reality (ClickHouse) Jim mocks Nebius's subsidiaries, pointing to @ClickHouseDB $15B valuation on $160M ARR. What Jim leaves out: ClickHouse's ARR is growing more than 250% YoY. In Jan 2026, they raised a $400M Series D led by Dragoneer Investment Group, validating that exact $15B valuation. ClickHouse powers notable clients including $META, $TSLA, and @AnthropicAI . Nebius's stake is a massive, highly liquid asset! 💎🙌 🎯 Conclusion Jim’s thesis imagines a 2030 where AI companies dilute equity to lease crypto-sheds and build custom schedulers. The reality? AI compute is moving to vertically optimized cloud stacks. Nebius provides the intelligence layer, $IREN provides the electricity. If you want to bet on a landlord leasing space to server mechanics who just dropped a $6B ATM filing, buy $IREN. If you want the AWS of the AI generation, buy $NBIS. 🚀🌐 @daniel_koss

CernunnosCap's tweet photo. 🚨 Why Jim is WRONG on $IREN vs $NBIS: The "Server Mechanic" Fallacy 🚨

@jiahanjimliu gave a highly detailed pitch for $IREN. We respect the effort, but his core thesis rests on historical revisionism, a fundamental misunderstanding of GPU orchestration, and heavily skewed context.

Let’s dismantle this case👇

🔹 The $NFLX Illusion: A Historical Category Error
Jim argues @netflix beat @Disney because they "built their own software infra in-house." The fatal flaw: Netflix explicitly abandoned managing its own physical data centers. They moved 100% of their core compute to $AMZN AWS because they couldn't rack servers fast enough. In Jim's analogy, $NBIS is AWS and $IREN is the legacy physical data center. AI SaaS companies don't want to be server mechanics; they want a managed platform!

🔹AI Infra is Not "Just Kubernetes"
Jim argues SaaS companies will build their own cluster orchestration on bare metal. But orchestrating 150k B300s is a complex physics problem involving custom non-blocking InfiniBand fabrics, RoCE networking, thermal throttling, and firmware-level fault tolerance.

Startups won't burn 18 months building custom schedulers to save 10% on margins when they can use a managed PaaS to ship in 18 days. Time-to-Compute is the only moat!

🔹The $6 Billion Dilution Reality Check
Jim asks: "Do you think $IREN is going to dilute 6B on air-cooled GPUs?" Actually, Jim... YES. Just YESTERDAY, $IREN filed an updated prospectus massively expanding its ATM equity offering capacity from $1B to a staggering $6 BILLION. This represents a capital call equivalent to nearly half of the company's current market capitalization.

This massive dilution will fund their purchase of over 50,000 $NVDA GPUs, with NO Vera Rubin’s in sight. Meanwhile, $NBIS ended 2025 at $1.25B ARR, beating their outlook of $900M to $1.1B and will start offering Vera Rubins in H2 2026(confirmed).

🔹Independence, MO: Nebius is NOT "Late"
Jim claims Nebius's 1.2GW Missouri site is "late."

Fact check: 🛑 Independence City Council officially approved a Chapter 100 industrial development incentive package for Nebius to proceed with its 1.2 gigawatt AI data center project. Nebius is moving at hyperscaler speed and has increased its 2026 contracted power guidance to >3.0 GW. 🏗️

🔹The "Russian Engineer" Slur
Jim resorts to a bizarre argument, claiming a "strong team of Russians" can't beat Silicon Valley. This ignores @nebiusai actual pedigree. The core team (formerly @yandexcom ) built the only search engine and cloud infra to ever successfully beat $GOOG and $UBER in a local, free market.

When the war started, founder Arkady Volozh relocated over 2,000 elite, hyperscale-proven engineers to Amsterdam and Israel to build Nebius. You don't scale to $1.25B+ ARR without world-class talent! 🧑‍💻🔥

🔹The Valuation Reality (ClickHouse)
Jim mocks Nebius's subsidiaries, pointing to @ClickHouseDB $15B valuation on $160M ARR. What Jim leaves out: ClickHouse's ARR is growing more than 250% YoY. In Jan 2026, they raised a $400M Series D led by Dragoneer Investment Group, validating that exact $15B valuation. ClickHouse powers notable clients including $META, $TSLA, and @AnthropicAI . Nebius's stake is a massive, highly liquid asset! 💎🙌

🎯 Conclusion
Jim’s thesis imagines a 2030 where AI companies dilute equity to lease crypto-sheds and build custom schedulers. The reality? AI compute is moving to vertically optimized cloud stacks. Nebius provides the intelligence layer, $IREN provides the electricity.

If you want to bet on a landlord leasing space to server mechanics who just dropped a $6B ATM filing, buy $IREN. If you want the AWS of the AI generation, buy $NBIS. 🚀🌐 @daniel_koss

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L1m05 @L1m05_

4 months ago

@saylor Isn't it limited supply?

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