NVIDIA pays Poolside $6 billion to license the "Model Factory" software and invests $1 billion at a $12 billion pre-money valuation. This arrangement includes job offers for 109 engineers from the team that built the Laguna model. NVIDIA avoids the Hart-Scott-Rodino review because the structure is a licensing agreement and a minority stake rather than an outright acquisition. This transaction follows the collapse of a $2 billion Series C attempt in early 2026 that targeted a $14 billion valuation. Institutional investors in that failed round expressed concern that Poolside could not train models to compete with the frontier capabilities of Anthropic or OpenAI. NVIDIA’s multi-billion dollar agreement to license the Model Factory software and hire 109 engineers avoids the regulatory hurdles of a traditional acquisition while securing the talent necessary to compete in the rapid AI development market.
The $14 billion Project Horizon initiative in Fort Stockton, Texas, collapsed in April 2026. CoreWeave walked away from a 15-year anchor lease for the first 250 MW phase. This exit happened because investor skepticism regarding Poolside’s training economics grew during the failed Series C raise. The site is on 568 acres at the Longfellow Ranch within the Mitchell family’s property in the Permian Basin. Poolside originally planned an eight-phase build with 250-megawatt increments. The project was intended to be the world’s largest AI training campus, designed for multi-agent reinforcement-learning systems. Will Poolside find a new partner for the 400-megawatt revival of Project Horizon?
Poolside develops two proprietary large language models: Point and Malibu. Point provides code completion capabilities to developers, while Malibu is the flagship model for challenging software engineering problems like code generation, testing, and refactoring. On July 21, 2026, the company released the Laguna S 2.1 coding model. This model scored 70.2% on the Terminal-Bench 2.1 coding benchmark and 59.4% on the SWE-bench Pro benchmark as of July 30, 2026. The company also released a Poolside Desktop Assistant for macOS, VS Code, and Visual Studio on July 28, 2026. The Laguna models include different sizes such as Laguna M.1, Laguna XS.2, and the larger Malibu and Point models.
The AI coding market includes several specialized competitors. GitHub Copilot has 4.7 million paid subscribers as of January 2026. Cursor, an AI-first IDE from Anysphere, reached a $2 billion valuation in early 2026. Magic, a San Francisco-based company, raised $320 million in August from investors including Eric Schmidt and Sequoia. Codeium closed a $150 million Series C in August, which values the company at $1.25 billion.
| Feature | GitHub Copilot | Cursor | Poolside Agent CLI |
|---|---|---|---|
| Primary Interface | IDE Extension | Standalone IDE | Terminal |
| Model Access | Claude, Codex, Copilot | GPT-5.2, Claude, Gemini | Malibu, Point, Laguna |
| Context Scope | Active workspace | Full codebase index | 64K – 128K context |
| Key Capability | Inline completion | Composer (multi-file) | Agentic workflows |
| Pricing Model | $10-39/month | Credit-based | Subscription/BYOK |
Vibe coding is a mode of programming where humans and AI co-construct software through iterative dialogue. The process is about transforming intention into execution rather than simply speeding up code generation. The developer focuses on reasoning, iteration, and conceptual refinement instead of manual syntax. Educators must redirect focus to prompt design, critical evaluation, debugging as inquiry, and transparency and accountability. Students in fields such as history or literature can use AI to simulate systems, model relationships, or analyze data.
Jason Warner and Eiso Kant founded Poolside in 2023 to reach Artificial General Intelligence. The founders believe software development is the first major capability where AI will surpass human intelligence. Poolside uses Reinforcement Learning from Code Execution Feedback to improve reasoning and coding. The models explore millions of tasks across 130,000 real-world codebases. This training scale requires a cluster of 10,000 GPUs.
The competitive landscape for coding tools is defined by how they handle codebase context. GitHub Copilot works as an extension for editors like VS Code and JetBrains. It uses features like Copilot Chat and a coding agent that opens PRs from issues. Cursor is an AI-native IDE that uses a Composer feature for coordinated multi-file edits. Cursor’s agent can pick files, run terminal commands, and iterate until a task is finished. If you already know the basics, the distinction between Poolside’s infrastructure ambitions and its product reality is clear.
Poolside’s annual revenue is $20,300,000. The company has raised $1,026,000,000 across four funding rounds. The Series B round in October 2024 included investment from Bain Capital Ventures, DST Global, StepStone Group, Citi Ventures, HSBC Ventures, Adams Street Partners, Bam Elevate, Capital One Ventures, Dorsal Capital, eBay Ventures, Felicis, Fin Capital, LG Technology Ventures, Nvidia, Premji Invest, Redpoint Ventures, Schroders Capital, and 20VC Fund. The company employs between 201 and 500 people. The flagship Malibu model failed to clear the 70% SWE-bench Verified threshold, which is a significant setback when compared to the 80% scores from Anthropic’s Claude models. The company’s compute spend runs at roughly $400 million annually.
