GPT-4.1 Needed Fewer Retry Loops in My Editors

After a week with GPT-4.1 in Windsurf and Cursor, I was spending less time asking for the same edit twice. The benchmark jump was useful context, but the cleaner diffs were what I noticed in actual work.

SWE-bench Results

• 54.6% on SWE-bench Verified, a 21.4-point gain over GPT-4o (OpenAI).
• SWE-bench tests real software engineering tasks in open-source Python repos: bug fixes and feature additions.
• GPT-4.1 explores codebases better, generates code that runs, and passes tests — critical for agent-based development.

Aider Polyglot Diffs

• Aider’s polyglot diff benchmark measures code changes across multiple languages, outputting only necessary diffs.
• GPT-4.1 doubles GPT-4o’s score and beats GPT-4.5 by 8 points (OpenAI).
• The model follows diff formats more reliably, reducing merge conflicts for devs who need precise, minimal changes.
• Output token limit is now 32,768 — double GPT-4o’s — for those who prefer full file rewrites.

Windsurf Integration

• GPT-4.1 in Windsurf, free for all users April 14–21 (Windsurf Changelog, Reddit).
• 60% higher coding accuracy vs. GPT-4o
• 70% fewer incorrect file modifications
• 50% fewer repeated edits and 50% less verbosity
• 40% fewer unnecessary file reads, 30% more efficient tool calling (details)

Cursor Integration

• GPT-4.1 selectable in Cursor via Settings → Models (Cursor Forum, Reddit).
• It is free to try, and developers get GPT-4.1’s multi-language diff and instruction-following in a VS Code-like environment (Dr. Lee’s Blog).

That matched my experience in both editors: fewer back-and-forth iterations and more code that worked on the first try. The benchmark explained why I tried the model. The cleaner diffs were why I kept selecting it.