Editing Openai/691a14bb-ac48-8008-85d0-2e4fb3f780d1 (section)

===== SWE-1 / SWE-1.5 =====
* Pros: Fine-tuned specifically for software engineering (Windsurf-native). Excellent at file grouping, dependency awareness, and commit structure.
* Cons: Limited creative language ability; narrow code-domain coverage outside mainstream languages.
* Use: End-to-end PR generation, repo diff analysis, structured refactoring.

Gemini 2.5 Pro
* Pros: Strong reasoning in web and Python environments, integrated tool reasoning.
* Cons: Context truncation at long inputs.
* Use: Web or API-driven code integration, especially for mixed content (e.g., Python + JSON pipelines).

xAI Grok Code Fast
* Pros: Fast responses, good JavaScript/TypeScript support.
* Cons: Shorter context, inconsistent language reasoning.
* Use: Front-end or lightweight script generation.

Kimi K2
* Pros: Efficient multilingual code understanding.
* Cons: Limited context size, weaker API understanding.
* Use: Small logic units or translation between languages.

Qwen3-Coder / Fast
* Pros: Excellent for Python, Java, and C++. Efficient low-cost coder.
* Cons: Moderate reasoning; struggles on high-level design.
* Use: Quick code writing, automated test generation.

o3 / o3 (high reasoning)
* Pros: Logical rigor, concise output.
* Cons: Slightly mechanical phrasing, lower fluency in non-code tasks.
* Use: Formal logic, algorithm derivation, math-driven code.

DeepSeek-V3-0324 / R1
* Pros: Compact, efficient, low credit; handles tabular data well.
* Cons: Weak abstraction capability.
* Use: Data cleaning, simple code automation.