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Windsurf Launches SWE-1: Custom AI Models Aimed at Full-Stack Software Engineering

3 min read Windsurf, a startup known for AI-powered “vibe coding” tools, launched its own AI models called SWE-1 to support the entire software engineering process—not just coding. SWE-1 competes with top models like GPT-4.1 and Claude 3.5, signaling Windsurf’s push beyond app-building amid a rumored $3B OpenAI acquisition. May 16, 2025 16:48 Windsurf Launches SWE-1: Custom AI Models Aimed at Full-Stack Software Engineering

Windsurf, the rising startup known for its conversational “vibe coding” tools, just launched its first in-house AI models — a bold move signaling its evolution from app builder to model developer.

🧠 Meet the SWE Family

The new family, dubbed SWE-1, includes:

  • SWE-1 (flagship model for paid users)

  • SWE-1-lite and SWE-1-mini (available to free and paid users)

Windsurf claims these models were trained not just for coding, but to support the entire software engineering lifecycle — including work across terminals, IDEs, and long-running tasks.

“Coding is not software engineering,” says Windsurf’s Head of Research, Nicholas Moy. “Today’s frontier models aren’t enough for us.”

🚀 Why It Matters

SWE-1 reportedly performs competitively with GPT-4.1, Claude 3.5 Sonnet, and Gemini 2.5 Pro on Windsurf’s internal benchmarks, though it still lags behind newer frontier models like Claude 3.7 on more advanced tasks.

The company emphasizes a unique training recipe that better handles real-world workflows involving incomplete states, asynchronous tasks, and multi-surface navigation.

🧩 Strategic Surprise

This launch comes amid rumors that OpenAI has closed a $3B deal to acquire Windsurf — making the model release a surprising and possibly strategic signal that Windsurf aims to preserve its identity as more than just a frontend AI layer.

With its own models now in play, Windsurf joins a small but growing club of companies trying to challenge the dominance of foundation model providers like OpenAI, Anthropic, and Google.

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