OpenAI
OpenAI: GPT-5.1-Codex
openai/gpt-5.1-codex
GPT-5.1-Codex is a specialized version of GPT-5.1 optimized for software engineering and coding workflows. It is designed for both interactive development sessions and long, independent execution of complex engineering tasks. The model supports building projects from scratch, feature development, debugging, large-scale refactoring, and code review. Compared to GPT-5.1, Codex is more steerable, adheres closely to developer instructions, and produces cleaner, higher-quality code outputs. Reasoning effort can be adjusted with the `reasoning.effort` parameter. Read the docs here Codex integrates into developer environments including the CLI, IDE extensions, GitHub, and cloud tasks. It adapts reasoning effort dynamically—providing fast responses for small tasks while sustaining extended multi-hour runs for large projects. The model is trained to perform structured code reviews, catching critical flaws by reasoning over dependencies and validating behavior against tests. It also supports multimodal inputs such as images or screenshots for UI development and integrates tool use for search, dependency installation, and environment setup. Codex is intended specifically for agentic coding applications.
/ 1M tokens
/ 1M tokens
tokens
Limits
Context
400,000
tokens
Max output
128,000
32% of the context window
Model facts
Author
OpenAI
Tokenizer
GPT
Modality
Text + Image -> Text
Created
Nov 13, 2025
Reasoning
Publication status
Modalities
Generation controls
Capability scores
Better than 57% of models compared
Agent tasks
Category performance
1191 Elo
53.4% win
1086 Elo
44.5% win
1010 Elo
44.0% win
Creative tasks
Category performance
1237 Elo
60.0% win
1163 Elo
56.1% win
1213 Elo
55.9% win
1154 Elo
54.6% win
1141 Elo
50.5% win