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GPT-5.3-Codex: Top-Tier Agentic Model for Software Engineering
GPT-5.3-Codex was released in February 2026 as a successor to GPT-5.2 and GPT-5.2-Codex.
As a member of the Codex family it's OpenAI's latest agentic coding model that combines top-tier software engineering ability with strong general reasoning and professional knowledge work skills. GPT-5.3-Codex is designed as a general work agent that merges coding, reasoning, and computer-use into one model rather than separating "coding model" and "chat model".
Key Capabilities & Performance Highlights of GPT-5.3-Codex
GPT-5.3-Codex excels at handling complex reasoning and coding tasks. It stands out for the following capabilities:
- State-of-the-art performance on coding and software engineering benchmarks like SWE-Bench Pro and strong results on Terminal-Bench and OSWorld, which test terminal use and full-computer interaction.
- Handles end-to-end software lifecycle tasks: generating and refactoring code, debugging, writing tests, updating documentation, and interacting with tools like terminals, browsers, and GUIs.
- Strong at general “knowledge work”: drafting documents, slide decks, spreadsheets, analyses, and other professional outputs measured by the GDPval benchmark.
- Roughly 25% faster than the previous Codex model while using fewer tokens for many tasks, making long, multi-step workflows more efficient.
Comparison of GPT-5.3-Codex and Other Leading Models
| Feature | GPT-5.3-Codex | GPT-5.2 (Pro/Thinking) | Claude Opus 4.6 | Gemini 3.1 Pro |
| Primary Strength | Agentic Execution | Deep Logic/Reasoning | Large-scale Refactoring | Multimodal / Long Context |
| Terminal-Bench 2.0 | 77.3% | 64.9% | 74.7% | 74.8% |
| SWE-Bench Pro | 57% | 54.2% | 64.6% | 77.1% |
| Context Window | 400K tokens | 400K tokens | 1M tokens | 1M tokens |
| Output Speed | ~100 tokens/sec | ~85 tokens/sec | ~65 tokens/sec | ~120 tokens/sec |
| Best For... | Running & Testing Code | Strategy & Logic Design | Clean, Elegant Architecture | Video/Audio Data Analysis |




