Unlike general-purpose AI models that have been adapted for coding tasks, the SWE-1 family was built to address the full spectrum of software engineering activities.

Imagine a future where artificial intelligence quietly shoulders the drudgery of software development: refactoring tangled ...

3. Automated Code Reviews For Software Engineering. LLMs can assist in automated code reviews by analyzing code snippets for syntax errors, adherence to coding standards and potential optimizations.

The startup says it trained its new family of AI models — SWE-1, SWE-1-lite, and SWE-1-mini — to be optimized for the “entire software engineering process,” not just coding.

Windsurf Launches SWE-1: A Frontier AI Model Family Built for the Full Software Engineering Lifecycle. The model suite delivers frontier-class performance across real-world developer workflows ...

Independent evaluations of models have proved that there is no silver bullet, but the best model for an enterprise will be use-case specific. It may be large or small; it may be open-source or ...

Claude 4 Sonnet is a leaner model, with improvements built on Anthropic's Claude 3.7 Sonnet model. The 3.7 model often had problems with overeagerness and sometimes did more than the person asked ...

The result was that formal interaction impacted team formation significantly more in virtual settings, while informal interaction played a larger role at in-person conferences as compared to virtual.

GPT-4.1 arrives as OpenAI rivals like Google and Anthropic ratchet up efforts to build sophisticated programming models. Google’s recently released Gemini 2.5 Pro, which also has a 1-million ...

“To truly accelerate software development by 99%, we had to move beyond ‘coding-capable’ models and build software engineering-native models. SWE-1 is our first step in that direction ...