Nvidia Partners with Emerald AI to Advance New Class of AI Factories
Nvidia (NVDA) and Emerald AI announced that they are working with AES (AES), Constellation (CEG), Invenergy, NextEra Energy, Nscale Energy & Power and Vistra (VST) to power and advance a new class of AI factories that connect to the grid faster, generate valuable AI tokens and intelligence, and operate as flexible energy assets that can support the grid. The company said, "By bringing together technology, energy and infrastructure leaders, the collaboration demonstrates how companies across industries can convene to support AI innovation in the United States, while building a more reliable power system for Americans. These next-generation AI factories will harness the new NVIDIA Vera Rubin DSX AI Factory reference design, which includes the DSX Flex software library for connecting AI factories to power-grid services. For accelerated deployment, the factories can use co-located energy generation and storage as bridge power for hybrid AI factories, then later harness these resources to flexibly supply the grid, accelerate AI factory interconnection and support the broader power system. This approach helps bring AI capacity online faster while creating broader value for customers and communities. The DSX reference architecture can also support flexible AI factories without co-located energy resources to achieve larger and faster power grid connections. Emerald AI's Conductor platform will orchestrate computational flexibility alongside onsite generation, batteries and other behind-the-meter resources to deliver precise, grid-responsive power flexibility while ensuring quality of service for AI compute tenants. This coordination helps operators meet power targets, protect priority workloads, shorten time on bridge power, and support larger and faster interconnections. It can also help reduce the need for infrastructure to be sized around peaks, easing pressure on future system costs."
Trade with 70% Backtested Accuracy
Analyst Views on NVDA
About NVDA
About the author

- Significant Revenue Growth: Nvidia reported a revenue of $215.9 billion for fiscal 2026, reflecting a 65% year-over-year increase, despite a 10.2% decline in stock price so far in 2026, indicating market concerns about the sustainability of AI infrastructure spending.
- Robust AI Demand Outlook: CEO Jensen Huang announced at the GTC AI Conference that demand for AI systems is projected to reach at least $1 trillion in 2026 and 2027, a substantial increase from the previous estimate of $500 billion, highlighting the long-term trend in AI infrastructure development.
- Diversified Customer Base: Nvidia's business is composed of 60% from hyperscalers and 40% from enterprises, sovereign AI projects, startups, and emerging applications, ensuring that the company is not overly reliant on any single industry, thereby mitigating market risks.
- Continuous Product Innovation: Nvidia is actively launching new products, with ongoing deployments of Hopper systems and ramping up Blackwell systems, while future platforms like Rubin and Feynman are already in development, enhancing the company's competitive edge in the market.
- New Stock Additions: In Q1 2026, Harbor Capital added three stocks, with Merck & Co (MRK) being the largest at 2,020,767 shares, accounting for 0.86% of the portfolio and valued at $222.83 million, indicating confidence in the pharmaceutical sector.
- Key Position Increases: The fund increased its stake in Amphenol Corp (APH) by 818,193 shares, representing a significant 58.39% increase, bringing total holdings to 2,219,459 shares with an overall investment value of $319.78 million, reflecting optimism about its growth potential.
- Complete Exits: Harbor Capital fully exited four holdings in Q1, including Nike (NKE) and Boston Scientific (BSX), impacting the portfolio by -0.74% and -0.45% respectively, indicating a cautious outlook on these companies.
- Position Reductions: The fund reduced stakes in 34 stocks, notably cutting NVIDIA (NVDA) by 3,792,310 shares, resulting in a 20.42% decrease and a -2.61% portfolio impact, showcasing a strategic response to market volatility.
- Data Center Development: Nebius is set to establish a data center in Lappeenranta, Finland, with a capacity of up to 310 MW, expected to start serving customers by 2027, positioning it as one of the largest cloud infrastructures in Europe and solidifying its role in the AI infrastructure market.
- Investment and Partnerships: The company recently secured a $2 billion investment from Nvidia and struck multibillion-dollar cloud service deals with Microsoft and Meta, which not only enhance its market visibility but also provide a solid financial foundation for future expansions.
- Market Reaction: Despite shares of Nebius rising over 2% in early trading, the overall bearish sentiment on Stocktwits persists amid a broader market selloff, indicating cautious investor attitudes towards AI-related trades.
- Company Evolution: Since its emergence in 2024 following the spin-off from Yandex, Nebius has rapidly focused on AI infrastructure, recently acquiring AI search startup Tavily and announcing a significant $24 billion deal with Meta, marking crucial progress towards becoming a key AI hyperscaler in the industry.
- ETF Performance Decline: The Roundhill Magnificent Seven ETF has fallen over 9% this year, significantly underperforming the broader market, leading investors to potentially view it as a buying opportunity, though valuation considerations remain critical.
- Surge in Capital Expenditures: The Magnificent Seven are projected to spend nearly $700 billion on capital expenditures in 2025, raising concerns among investors about the ability of these companies to deliver strong returns on such massive investments, which has contributed to declining valuations across the group.
- Lowest Valuation for Meta: Meta Platforms currently trades at less than 20 times forward earnings, with a projected 73% increase in capital expenditures for 2026 aimed at supporting AI infrastructure, although its advertising business could benefit from AI applications.
- Investor Confidence Wavers: Despite Meta's success in advertising revenue, investors are concerned about Zuckerberg's investment strategy in AI, particularly after significant losses in its metaverse division, highlighting the need for disciplined investment approaches.
- Investor Anxiety: While investors remain optimistic about AI's potential, there are concerns regarding the significant spending on AI infrastructure by the 'Magnificent Seven,' with projected capital expenditures nearing $700 billion in 2025, leading to a decline in overall valuations.
- Meta's Low Valuation: Meta Platforms is currently trading at a PE ratio of less than 20 times forward earnings, with projected capital expenditures for 2026 ranging from $115 billion to $135 billion, a 73% increase from last year, primarily aimed at supporting AI infrastructure, raising concerns about investment returns.
- Advertising Business Potential: Meta reported a 24% year-over-year increase in advertising revenue in 2025, highlighting AI's potential in enhancing ad targeting, although investors are wary of Zuckerberg's investment strategies, especially following his significant bet on the metaverse.
- Alphabet's Success: Alphabet's stock has risen over 75% in the past year, successfully overcoming a high-profile lawsuit from the U.S. Department of Justice, demonstrating the competitiveness of its AI models and positioning itself as a value investment choice within the 'Magnificent Seven,' attracting investor interest.
- Arm's New Chip Strategy: Arm Holdings has launched the new Arm AGI CPU chip, projecting annual revenue of $15 billion by 2031, which will elevate total revenue to $25 billion, indicating strong growth potential in the AI data center market.
- Analyst Rating Upgrade: Needham upgraded Arm's stock to a buy with a price target of $200 per share, representing a 45% upside from the current price of $138, reflecting confidence in its new strategic direction.
- CrowdStrike's Growth Potential: Morgan Stanley upgraded CrowdStrike's rating to buy and raised the price target to $510, anticipating 20% annual revenue growth over the next few years, showcasing its strong performance in the cybersecurity sector.
- Platform Innovation Drive: CrowdStrike's Falcon Flex platform saw a 120% increase in annual recurring revenue, while the launch of the Charlotte AI AgentWorks ecosystem enhances customers' ability to customize security agents, further solidifying its market position.










