openai

GPT-5.3 Codex

GPT-5.3 Codex is OpenAI's 2026 frontier coding agent, featuring a 400K context window, 77.3% Terminal-Bench score, and superior logic for complex software...

Coding AgentGPT-5OpenAISoftware EngineeringAutonomous AI
openai logoopenaiGPT-5February 5, 2026
Context
400Ktokens
Max Output
128Ktokens
Input Price
$1.75/ 1M
Output Price
$14.00/ 1M
Modality:TextImageAudioVideo
Capabilities:VisionToolsStreamingReasoning
Benchmarks
GPQA
81%
GPQA: Graduate-Level Science Q&A. A rigorous benchmark with 448 multiple-choice questions in biology, physics, and chemistry created by domain experts. PhD experts only achieve 65-74% accuracy, while non-experts score just 34% even with unlimited web access (hence 'Google-proof'). GPT-5.3 Codex scored 81% on this benchmark.
HLE
36%
HLE: High-Level Expertise Reasoning. Tests a model's ability to demonstrate expert-level reasoning across specialized domains. Evaluates deep understanding of complex topics that require professional-level knowledge. GPT-5.3 Codex scored 36% on this benchmark.
MMLU
93%
MMLU: Massive Multitask Language Understanding. A comprehensive benchmark with 16,000 multiple-choice questions across 57 academic subjects including math, philosophy, law, and medicine. Tests broad knowledge and reasoning capabilities. GPT-5.3 Codex scored 93% on this benchmark.
MMLU Pro
83%
MMLU Pro: MMLU Professional Edition. An enhanced version of MMLU with 12,032 questions using a harder 10-option multiple choice format. Covers Math, Physics, Chemistry, Law, Engineering, Economics, Health, Psychology, Business, Biology, Philosophy, and Computer Science. GPT-5.3 Codex scored 83% on this benchmark.
SimpleQA
58%
SimpleQA: Factual Accuracy Benchmark. Tests a model's ability to provide accurate, factual responses to straightforward questions. Measures reliability and reduces hallucinations in knowledge retrieval tasks. GPT-5.3 Codex scored 58% on this benchmark.
IFEval
94%
IFEval: Instruction Following Evaluation. Measures how well a model follows specific instructions and constraints. Tests the ability to adhere to formatting rules, length limits, and other explicit requirements. GPT-5.3 Codex scored 94% on this benchmark.
AIME 2025
94%
AIME 2025: American Invitational Math Exam. Competition-level mathematics problems from the prestigious AIME exam designed for talented high school students. Tests advanced mathematical problem-solving requiring abstract reasoning, not just pattern matching. GPT-5.3 Codex scored 94% on this benchmark.
MATH
96%
MATH: Mathematical Problem Solving. A comprehensive math benchmark testing problem-solving across algebra, geometry, calculus, and other mathematical domains. Requires multi-step reasoning and formal mathematical knowledge. GPT-5.3 Codex scored 96% on this benchmark.
GSM8k
99%
GSM8k: Grade School Math 8K. 8,500 grade school-level math word problems requiring multi-step reasoning. Tests basic arithmetic and logical thinking through real-world scenarios like shopping or time calculations. GPT-5.3 Codex scored 99% on this benchmark.
MGSM
96%
MGSM: Multilingual Grade School Math. The GSM8k benchmark translated into 10 languages including Spanish, French, German, Russian, Chinese, and Japanese. Tests mathematical reasoning across different languages. GPT-5.3 Codex scored 96% on this benchmark.
MathVista
78%
MathVista: Mathematical Visual Reasoning. Tests the ability to solve math problems that involve visual elements like charts, graphs, geometry diagrams, and scientific figures. Combines visual understanding with mathematical reasoning. GPT-5.3 Codex scored 78% on this benchmark.
SWE-Bench
57%
SWE-Bench: Software Engineering Benchmark. AI models attempt to resolve real GitHub issues in open-source Python projects with human verification. Tests practical software engineering skills on production codebases. Top models went from 4.4% in 2023 to over 70% in 2024. GPT-5.3 Codex scored 57% on this benchmark.
HumanEval
93%
HumanEval: Python Programming Problems. 164 hand-written programming problems where models must generate correct Python function implementations. Each solution is verified against unit tests. Top models now achieve 90%+ accuracy. GPT-5.3 Codex scored 93% on this benchmark.
LiveCodeBench
71%
LiveCodeBench: Live Coding Benchmark. Tests coding abilities on continuously updated, real-world programming challenges. Unlike static benchmarks, uses fresh problems to prevent data contamination and measure true coding skills. GPT-5.3 Codex scored 71% on this benchmark.
MMMU
84%
MMMU: Multimodal Understanding. Massive Multi-discipline Multimodal Understanding benchmark testing vision-language models on college-level problems across 30 subjects requiring both image understanding and expert knowledge. GPT-5.3 Codex scored 84% on this benchmark.
MMMU Pro
64%
MMMU Pro: MMMU Professional Edition. Enhanced version of MMMU with more challenging questions and stricter evaluation. Tests advanced multimodal reasoning at professional and expert levels. GPT-5.3 Codex scored 64% on this benchmark.
ChartQA
91%
ChartQA: Chart Question Answering. Tests the ability to understand and reason about information presented in charts and graphs. Requires extracting data, comparing values, and performing calculations from visual data representations. GPT-5.3 Codex scored 91% on this benchmark.
DocVQA
95%
DocVQA: Document Visual Q&A. Document Visual Question Answering benchmark testing the ability to extract and reason about information from document images including forms, reports, and scanned text. GPT-5.3 Codex scored 95% on this benchmark.
Terminal-Bench
77.3%
Terminal-Bench: Terminal/CLI Tasks. Tests the ability to perform command-line operations, write shell scripts, and navigate terminal environments. Measures practical system administration and development workflow skills. GPT-5.3 Codex scored 77.3% on this benchmark.
ARC-AGI
54%
ARC-AGI: Abstraction & Reasoning. Abstraction and Reasoning Corpus for AGI - tests fluid intelligence through novel pattern recognition puzzles. Each task requires discovering the underlying rule from examples, measuring general reasoning ability rather than memorization. GPT-5.3 Codex scored 54% on this benchmark.

About GPT-5.3 Codex

Learn about GPT-5.3 Codex's capabilities, features, and how it can help you achieve better results.

A New Era of Autonomous Development

GPT-5.3 Codex is OpenAI's most capable agentic coding model, engineered to bridge the gap between static code generation and autonomous software engineering. Built on the next-generation GPT-5 architecture, it integrates specialized professional knowledge with advanced reasoning to handle long-horizon tasks like system administration, deployment monitoring, and architectural refactoring. The model is distinguished by its 'mid-task steering' capability, allowing developers to interact with and guide the agent in real-time as it navigates complex projects.

Recursive Intelligence and Performance

Having been trained using its own earlier iterations to debug and optimize its own deployment, GPT-5.3 Codex represents a significant step toward self-improving AI systems. It excels in Terminal-Bench 2.0 environments, demonstrating an ability to manage live terminals, run unit tests, and iteratively fix bugs without human intervention. This recursive training approach has resulted in highly efficient token usage and a massive 400,000-token context window, capable of digesting entire enterprise repositories in a single pass.

Seamless Professional Integration

Available through a dedicated Codex app, CLI, and IDE extensions, the model is designed for deep integration into modern workflows. It is particularly effective at identifying zero-day exploits, optimizing data pipeline architectures, and performing production-grade audits of legacy codebases. With its superior logic and competitive pricing, it has quickly become the gold standard for high-stakes software engineering tasks.

GPT-5.3 Codex

Use Cases for GPT-5.3 Codex

Discover the different ways you can use GPT-5.3 Codex to achieve great results.

Autonomous Software Engineering

Architecting and building modular, multi-file software projects from high-level specifications.

Production Code Auditing

Analyzing live codebases for concurrency issues, memory leaks, and architectural technical debt.

Real-Time DevOps Automation

Managing terminal-based workflows, including server setup, container deployment, and cluster scaling.

Cybersecurity Vulnerability Remediation

Identifying and fixing zero-day exploits and software vulnerabilities with high-capability defensive logic.

Interactive Prototyping

Generating production-ready landing pages and web apps from hand-drawn wireframes or underspecified prompts.

Data Pipeline Architecture

Tracing and optimizing complex data flows across multiple processing layers and asynchronous environments.

Strengths

Limitations

State-of-the-Art Coding Logic: Industry-leading 77.3% Terminal-Bench 2.0 score and superior performance on SWE-Bench Pro.
Compressed Detail: Occasionally prioritizes functional brevity over the extreme architectural depth found in models like o3-pro.
Unmatched Price-to-Performance: Delivers frontier agentic capabilities at roughly 1/7th the cost of its nearest rival, Opus 4.6.
Aesthetic Defaulting: While logically flawless, initial UI designs for apps can sometimes lack modern visual polish.
Recursive Self-Optimization: Built using its own architecture to identify bugs and optimize training, resulting in high efficiency.
High-Stakes Resource Gaps: Occasionally misses specific resource cleanup tasks in complex hardware-software simulations.
Interactive Real-Time Steering: Unique capability to take mid-task direction from humans, reducing the need for long iterative loops.
Ecosystem Friction: Primary access is restricted to the specialized Codex app and CLI, posing a learning curve for standard users.

API Quick Start

openai/gpt-5.3-codex

View Documentation
openai SDK
import OpenAI from 'openai';

const openai = new OpenAI();

async function main() {
  const completion = await openai.chat.completions.create({
    messages: [{ role: 'user', content: 'Audit this Swift actor for race conditions' }],
    model: 'gpt-5.3-codex',
  });

  console.log(completion.choices[0].message.content);
}

main();

Install the SDK and start making API calls in minutes.

What People Are Saying About GPT-5.3 Codex

See what the community thinks about GPT-5.3 Codex

"They actually dropped GPT-5.3 Codex the minute Opus 4.6 dropped LOL"
ShreckAndDonkey123
reddit
"Codex is delivering better code at roughly 1/7th the price"
sergeykarayev
reddit
"The performance per price of GPT-5.3 Codex is just absurd"
VraserX
x
"I made GPT-5.3-Codex-Spark read its own service site and build a new website. It finished in a blink"
Yohei Takanashi
x
"This model correctly reasoned about Swift actor isolation... the day it shipped"
HeroicTardigrade
reddit
"Just migrated our entire backend orchestration to Codex agents and the reliability is terrifyingly high"
HackerNewsUser99
hackernews

Videos About GPT-5.3 Codex

Watch tutorials, reviews, and discussions about GPT-5.3 Codex

GPT-5.3 Codex is our first model that was instrumental in creating itself

The efficiency in the increase in what it can do with fewer tokens is really fantastic

This spool is actually spinning properly as the nozzle moves right here in the simulation

We're seeing a massive leap in how it handles real-world hardware integration

The recursive training loop here is a literal game changer for accuracy

I have not wanted to go back to GPT 5.2 because they just feel slow

It really feels like a big speed boost... they told me it is 25% faster than the previous model

The latency on small coding edits is virtually non-existent now

Handling large legacy codebases is where the 400K context window really shines

This is the first time I've felt an AI truly understands my project's architecture

This isn't another code helper. This is an AI that builds your entire project while you watch

What used to take me days now takes hours with this thing

The ability to just dump a whole documentation set into the prompt is insane

You can literally see it correcting its own mistakes in the terminal in real-time

For anyone building SaaS, this is going to be your most valuable employee

More than just prompts

Supercharge your workflow with AI Automation

Automatio combines the power of AI agents, web automation, and smart integrations to help you accomplish more in less time.

AI Agents
Web Automation
Smart Workflows

Pro Tips for GPT-5.3 Codex

Expert tips to help you get the most out of GPT-5.3 Codex and achieve better results.

Enable Real-Time Steering

Activate the follow-up behavior in the Codex settings to guide the model mid-build.

Leverage Plan Mode

Use the 'Plan' command for complex refactors to have the model outline its strategy before editing.

Batch Pull Request Reviews

Use the 400K context window to feed the model entire feature branches for deep integration testing.

Context Compaction

Rely on native context compaction for long-running agentic sessions to maintain project focus.

Testimonials

What Our Users Say

Join thousands of satisfied users who have transformed their workflow

Jonathan Kogan

Jonathan Kogan

Co-Founder/CEO, rpatools.io

Automatio is one of the most used for RPA Tools both internally and externally. It saves us countless hours of work and we realized this could do the same for other startups and so we choose Automatio for most of our automation needs.

Mohammed Ibrahim

Mohammed Ibrahim

CEO, qannas.pro

I have used many tools over the past 5 years, Automatio is the Jack of All trades.. !! it could be your scraping bot in the morning and then it becomes your VA by the noon and in the evening it does your automations.. its amazing!

Ben Bressington

Ben Bressington

CTO, AiChatSolutions

Automatio is fantastic and simple to use to extract data from any website. This allowed me to replace a developer and do tasks myself as they only take a few minutes to setup and forget about it. Automatio is a game changer!

Sarah Chen

Sarah Chen

Head of Growth, ScaleUp Labs

We've tried dozens of automation tools, but Automatio stands out for its flexibility and ease of use. Our team productivity increased by 40% within the first month of adoption.

David Park

David Park

Founder, DataDriven.io

The AI-powered features in Automatio are incredible. It understands context and adapts to changes in websites automatically. No more broken scrapers!

Emily Rodriguez

Emily Rodriguez

Marketing Director, GrowthMetrics

Automatio transformed our lead generation process. What used to take our team days now happens automatically in minutes. The ROI is incredible.

Jonathan Kogan

Jonathan Kogan

Co-Founder/CEO, rpatools.io

Automatio is one of the most used for RPA Tools both internally and externally. It saves us countless hours of work and we realized this could do the same for other startups and so we choose Automatio for most of our automation needs.

Mohammed Ibrahim

Mohammed Ibrahim

CEO, qannas.pro

I have used many tools over the past 5 years, Automatio is the Jack of All trades.. !! it could be your scraping bot in the morning and then it becomes your VA by the noon and in the evening it does your automations.. its amazing!

Ben Bressington

Ben Bressington

CTO, AiChatSolutions

Automatio is fantastic and simple to use to extract data from any website. This allowed me to replace a developer and do tasks myself as they only take a few minutes to setup and forget about it. Automatio is a game changer!

Sarah Chen

Sarah Chen

Head of Growth, ScaleUp Labs

We've tried dozens of automation tools, but Automatio stands out for its flexibility and ease of use. Our team productivity increased by 40% within the first month of adoption.

David Park

David Park

Founder, DataDriven.io

The AI-powered features in Automatio are incredible. It understands context and adapts to changes in websites automatically. No more broken scrapers!

Emily Rodriguez

Emily Rodriguez

Marketing Director, GrowthMetrics

Automatio transformed our lead generation process. What used to take our team days now happens automatically in minutes. The ROI is incredible.

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Frequently Asked Questions About GPT-5.3 Codex

Find answers to common questions about GPT-5.3 Codex