{"id":245163,"date":"2025-05-17T12:00:47","date_gmt":"2025-05-17T12:00:47","guid":{"rendered":"https:\/\/peraltafinancing.com\/analytics\/how-to-access-and-use-openai-codex\/"},"modified":"2025-05-17T12:00:47","modified_gmt":"2025-05-17T12:00:47","slug":"how-to-access-and-use-openai-codex","status":"publish","type":"post","link":"https:\/\/fivemor.com\/?p=245163","title":{"rendered":"How to Access and Use OpenAI Codex?"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div id=\"article-start\">\n<p>\u201c<em>Software engineering is changing, and by the end of\u00a02025 it\u2019s going to look fundamentally different.<\/em>\u201d Greg\u00a0Brockman\u2019s opening line at OpenAI\u2019s launch event set the tone for what followed. OpenAI released Codex, a cloud\u2011native software agent designed to work alongside developers.<\/p>\n<p>Codex is not a single product but a family of agents powered by codex\u20111, OpenAI\u2019s latest coding model. Codex\u00a0CLI, arrived a few weeks ago as a lightweight companion that runs inside your terminal. Today the spotlight shifts to its bigger, <em>remote<\/em> agent that is avialble entirely on <a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2023\/03\/everything-you-need-to-know-about-chatgpt\/\" target=\"_blank\" rel=\"noreferrer noopener\">ChatGPT<\/a>. You can spin up thousands of parallel \u201cmini\u2011computers\u201d and tackle multiple tasks while you\u2019re off grabbing coffee. This article is going to be an overview of Codex on ChatGPT, and we will soon be releasing some project based articles on the topic.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-from-autocomplete-to-autonomous-nbsp-vibe-nbsp-coding\">From Autocomplete to Autonomous\u00a0Vibe\u00a0Coding<\/h2>\n<p>OpenAI\u2019s journey toward agent-like coding began in 2021 with the original Codex model, which powered GitHub Copilot. At the time, it worked like a smart autocomplete, helping you finish lines of code. Since then, with years of progress in <a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2021\/02\/introduction-to-reinforcement-learning-for-beginners\/\" target=\"_blank\" rel=\"noreferrer noopener\">reinforcement learning<\/a>, Codex has become more capable.<\/p>\n<p>Today, in the times of <a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2025\/02\/vibe-coding-the-future\/\" target=\"_blank\" rel=\"noreferrer noopener\">vibe coding<\/a>, you simply describe what you want in plain language, and Codex figures out how to build it. The latest model, Codex\u20111, is built on <a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2025\/04\/o3-and-o4-mini\/\" target=\"_blank\" rel=\"noreferrer noopener\">OpenAI\u2019s o3<\/a> architecture and fine-tuned on real pull requests. It\u2019s trained to generate code, follow best practices like linting, testing, and consistent style, making it helpful for real-world development.<\/p>\n<p>Also Read: <a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2025\/04\/vibe-coding-guide\/\" target=\"_blank\" rel=\"noreferrer noopener\">A Guide to Master the Art of Vibe Coding<\/a><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-how-to-access-codex-in-the-chatgpt-interface\">How to Access Codex in the ChatGPT Interface?<\/h2>\n<ul class=\"wp-block-list\">\n<li>Open ChatGPT and go to \u201cCodex\u201d sidebar in the left navigation rail you\u2019ll see a new <strong>\u201cCodex (beta)\u201d<\/strong> icon. Click it to reveal the agent dashboard.<\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"750\" height=\"485\" src=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Signin.webp\" alt=\"Open ChatGPT \u2192 \u201cCodex\u201d sidebar\u00a0\u00a0\" class=\"wp-image-235147\" style=\"width:431px;height:auto\" srcset=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Signin.webp 750w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Signin-300x194.webp 300w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Signin-150x97.webp 150w\" sizes=\"(max-width: 750px) 100vw, 750px\"\/><\/figure>\n<\/div>\n<ul class=\"wp-block-list\">\n<li><strong>Connect GitHub (first\u2011time only)<\/strong>: A single OAuth click authorises Codex to read\/write on your repos. You can restrict it to specific organisations or personal projects.<\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"872\" height=\"650\" src=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Connect-with-Github.webp\" alt=\"Connect GitHub (first\u2011time only)\" class=\"wp-image-235148\" style=\"width:578px;height:auto\" srcset=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Connect-with-Github.webp 872w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Connect-with-Github-300x224.webp 300w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Connect-with-Github-768x572.webp 768w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Connect-with-Github-150x112.webp 150w\" sizes=\"auto, (max-width: 872px) 100vw, 872px\"\/><\/figure>\n<\/div>\n<ul class=\"wp-block-list\">\n<li><strong>Select a repository &amp; branch<\/strong>: Pick the project you\u2019d like Codex to work on (e.g., <code>main<\/code> or <code>feature\/ui\u2011overhaul<\/code>). The agent clones this branch into its own sandbox.<\/li>\n<li><strong>Configure the environment (optional)<\/strong>: Add environment variables, secrets, or setup commands, just like a CI job. Linters and formatters are pre\u2011installed, but you can override versions.<\/li>\n<\/ul>\n<ul class=\"wp-block-list\">\n<li><strong>Choose a task template<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>Ask<\/strong>: \u201cExplain the architecture.\u201d<\/li>\n<li><strong>Code<\/strong>: \u201cFind and fix the flakey test in test_api.py.\u201d<\/li>\n<li><strong>Suggest<\/strong>: Let Codex scan the repo and propose maintenance chores.<\/li>\n<li>Or just type a custom instruction in natural language.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul class=\"wp-block-list\">\n<li><strong>Run &amp; multitask<\/strong>: Press <strong>\u201cLaunch\u201d<\/strong>. Each job spins up its own micro\u2011VM; you can queue dozens in parallel and continue chatting elsewhere in ChatGPT.<\/li>\n<li><strong>Review results<\/strong>: Green check\u2011marks indicate passing tests. Click a task card to see the diff, the model\u2019s explanation, and the full work\u2011log.<\/li>\n<li><strong>Merge or iterate<\/strong>: Hit <strong>\u201cOpen PR\u201d<\/strong> to push the branch back to GitHub or reply to the task with follow\u2011up instructions if changes are needed.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-openai-codex-demo\">OpenAI Codex Demo<\/h2>\n<p>In this section, I am sharing the different examples demostrating how this new software development agent can sort your life! <\/p>\n<h3 class=\"wp-block-heading\" id=\"h-example-1-accelerate-development\">Example 1: Accelerate Development<\/h3>\n<p>OpenAI engineer Nacho Soto demonstrates how Codex helps him begin new tasks faster by setting up project scaffolding, such as Swift packages. Using prompts, he could offload setup work and focus on building features, while Codex handles the rest in the background.<\/p>\n<p>\n              <iframe loading=\"lazy\" title=\"Building faster with Codex\" width=\"840\" height=\"473\" src=\"https:\/\/www.youtube.com\/embed\/wSAkqlzSZyw?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n           <\/p>\n<h3 class=\"wp-block-heading\" id=\"h-example-2-review-workflows\">Example 2: Review Workflows<\/h3>\n<p>Codex supports not just code generation but also review workflows. Developers review AI-generated pull requests, identify issues like formatting, and prompt Codex to make corrections. <\/p>\n<p>\n<iframe loading=\"lazy\" title=\"Codex CLI with codex-mini\" width=\"840\" height=\"473\" src=\"https:\/\/www.youtube.com\/embed\/O-ZfXbfAMKU?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-example-3-fixing-papercuts-with-codex\">Example 3: Fixing Papercuts with Codex<\/h3>\n<p>Engineer Max Johnson describes how Codex helps address small bugs and code quality problems, without disrupting focus. Instead of switching contexts, he delegates these tasks to Codex and reviews the output later, improving the codebase.<\/p>\n<p>\n              <iframe loading=\"lazy\" title=\"Fixing papercuts with Codex\" width=\"840\" height=\"473\" src=\"https:\/\/www.youtube.com\/embed\/yHzfc1Ih7jw?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n           <\/p>\n<h3 class=\"wp-block-heading\" id=\"h-example-4-finding-error-in-codebase-while-on-a-call\">Example 4: Finding Error in Codebase while on a Call <\/h3>\n<p>Calvin explains how Codex assists with urgent tasks during on-call shifts. By sending stack traces to Codex, he quickly gets diagnostics or fixes. It also helps tune alerts and manage routine ops work, reducing manual overhead.<\/p>\n<p>\n              <iframe loading=\"lazy\" title=\"On call with Codex\" width=\"840\" height=\"473\" src=\"https:\/\/www.youtube.com\/embed\/9nT_t9pZHg8?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n           <\/p>\n<h2 class=\"wp-block-heading\" id=\"h-o3-vs-codex\">o3 vs Codex <\/h2>\n<p><strong>Prompt:<\/strong> \u201cPlease fix the following issue in the matplotlib\/matplotlib repository. Please resolve the issue in the problem below by editing and testing code files in your current code execution session. The repository is cloned in the \/testbed folder. You must fully solve the problem for your answer to be considered correct.\u201d<\/p>\n<pre class=\"wp-block-preformatted\">Problem statement:[Bug]: Windows correction is not correct in `mlab._spectral_helper`<br\/>### Bug summary<p>Windows correction is not correct in `mlab._spectral_helper`:<br\/>https:\/\/github.com\/matplotlib\/matplotlib\/blob\/3418bada1c1f44da1f73916c5603e3ae79fe58c1\/lib\/matplotlib\/mlab.py#L423-L430<\/p><p>The `np.abs` is not needed, and give wrong result for window with negative value, such as `flattop`.<br\/>For reference, the implementation of scipy can be found here :<br\/>https:\/\/github.com\/scipy\/scipy\/blob\/d9f75db82fdffef06187c9d8d2f0f5b36c7a791b\/scipy\/signal\/_spectral_py.py#L1854-L1859<\/p><p>### Code for reproduction<\/p><p>```python<br\/>import numpy as np<br\/>from scipy import signal<br\/>window = signal.windows.flattop(512)<br\/>print(np.abs(window).sum()**2-window.sum()**2)<br\/>```<\/p><p>### Actual outcome<\/p><p>4372.942556173262<\/p><p>### Expected outcome<\/p><p>0<\/p><p>### Additional information<\/p><p>_No response_<\/p><p>### Operating system<\/p><p>_No response_<\/p><p>### Matplotlib Version<\/p><p>latest<\/p><p>### Matplotlib Backend<\/p><p>_No response_<\/p><p>### Python version<\/p><p>_No response_<\/p><p>### Jupyter version<\/p><p>_No response_<\/p><p>### Installation<\/p><p>None<\/p><\/pre>\n<p><strong>Output:<\/strong><\/p>\n<p>\n<iframe src=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/o3-vs-Codex.mp4\" loading=\"lazy\" title=\"Fellou 1\" allowfullscreen=\"\"><\/iframe>\n<\/p>\n<p><strong>Observation:<\/strong><\/p>\n<p>The Codex-generated fix is more accurate and complete than the o3 output, as it correctly removes the unnecessary use of <code>np.abs()<\/code> in window normalization within <code>mlab._spectral_helper<\/code>, which caused incorrect results for windows with negative values like <code>flattop<\/code>. Codex replaces the faulty normalization with mathematically appropriate expressions\u2014using <code>(window**2).sum()<\/code> instead of <code>(np.abs(window)**2).sum()<\/code>\u2014aligning with best practices seen in SciPy\u2019s implementation. It also adds a unit test to validate behavior, ensuring the fix is verifiable and robust. In contrast, the o3 output appears incomplete and doesn\u2019t clearly address the core bug, making Codex the better solution.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-working-of-codex\">Working of Codex<\/h2>\n<ol class=\"wp-block-list\">\n<li><strong>Codex writes code<\/strong>: The model starts by generating code to solve a given task.<\/li>\n<li><strong>It runs the code<\/strong>: The output is not just evaluated for plausibility, but actually executed.<\/li>\n<li><strong>It checks test results<\/strong>: Codex observes whether the generated code passes the relevant tests.<\/li>\n<li><strong>It gets rewarded only if the task is completed successfully<\/strong>: Unlike traditional LLMs that focus on next-word prediction, Codex only gets a high score if the code works end-to-end.<\/li>\n<li><strong>It learns through feedback<\/strong>: If the code fails, Codex retries: creating repro scripts, fixing lint errors, and adjusting formatting until it meets standards.<\/li>\n<li><strong>It evolves like a junior developer<\/strong>: This training method teaches Codex to behave less like a text generator and more like a thoughtful engineer following real-world coding practices.<\/li>\n<\/ol>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"872\" height=\"696\" src=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Training-process.webp\" alt=\"Working of Codex\" class=\"wp-image-235154\" style=\"width:445px;height:auto\" srcset=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Training-process.webp 872w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Training-process-300x239.webp 300w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Training-process-768x613.webp 768w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Training-process-150x120.webp 150w\" sizes=\"auto, (max-width: 872px) 100vw, 872px\"\/><\/figure>\n<\/div>\n<p>Codex\u20111 outperforms previous models both in standardized benchmarks and internal OpenAI workflows. As shown below, it achieves higher accuracy on the SWE-Bench Verified benchmark across all attempt counts and leads in OpenAI\u2019s internal software engineering tasks. This highlights Codex\u20111\u2019s real-world reliability, especially for developers integrating it into daily workflows.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"872\" height=\"316\" src=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Benchmarks.webp\" alt=\"OpenAI Codex benchmark\" class=\"wp-image-235157\" srcset=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Benchmarks.webp 872w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Benchmarks-300x109.webp 300w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Benchmarks-768x278.webp 768w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/Codex-Benchmarks-150x54.webp 150w\" sizes=\"auto, (max-width: 872px) 100vw, 872px\"\/><figcaption class=\"wp-element-caption\">Source: OpenAI<\/figcaption><\/figure>\n<\/div>\n<h2 class=\"wp-block-heading\" id=\"h-a-peek-inside-the-cloud-workshop\">A Peek Inside the Cloud Workshop<\/h2>\n<p>Every time you press \u23ce\u00a0Run in the Codex sidebar, the system creates a micro\u2011VM sandbox: its own file\u2011system, CPU, RAM, and locked\u2011down network policy. Your repository is cloned, environment variables injected, and common developer tools (linters, formatters, test runners) pre\u2011installed. That isolation delivers two immediate benefits:<\/p>\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>Safety\u00a0&amp; Reproducibility<\/strong> \u2013 Rogue scripts can\u2019t touch your laptop or leak secrets; the whole run can be replayed later.<\/li>\n<li><strong>Parallelism at Scale<\/strong> \u2013 Need to fix typos, harmonise time\u2011outs, and hunt a mysterious bug? Launch three tasks and review the results side\u2011by\u2011side.<\/li>\n<\/ol>\n<p>An optional AGENTS.md file acts like a README for robots: you describe the project layout, how to run tests, preferred commit style, even a request to print ASCII cats between steps. The richer the instructions, the smoother Codex behaves.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-availability-limits-amp-what-s-next\">Availability, Limits &amp; What\u2019s Next<\/h2>\n<p>Codex is currently available to ChatGPT Pro, Enterprise, and Team users. Free-tier and EDU users are expected to gain access soon. During the research preview, usage is subject to generous limits, but these may evolve based on demand. Future plans include an API for Codex, integration into CI pipelines, and unification between the CLI and ChatGPT versions to allow seamless handoffs between local and cloud development.<\/p>\n<p>Also Read: <\/p>\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\">Conclusion<\/h2>\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u201cI just landed a multi\u2011file refactor that never touched my laptop.\u201d<\/p>\n<p><cite> \u2013 OpenAI Engineer<\/cite><\/p><\/blockquote>\n<p>Stories like that hint at a future where coding resembles high\u2011level orchestration: you provide intent, the agent grinds through the details. Codex represents a shift in how developers interact with code, moving from writing everything manually to orchestrating high-level tasks. Engineers now focus more on intent and validation, while Codex handles execution. For many, this signals the beginning of a new development workflow, where human and agent collaboration becomes the standard rather than the exception.<\/p>\n<p>How are you planning to use Codex? Let me know in the comment section below!<\/p>\n<div class=\"border-top py-3 author-info my-4\">\n<div class=\"author-card d-flex align-items-center\">\n<div class=\"flex-shrink-0 overflow-hidden\">\n                                    <a href=\"https:\/\/www.analyticsvidhya.com\/blog\/author\/nitika-sharma\/\" class=\"text-decoration-none active-avatar\"><br \/>\n                                                                       <img decoding=\"async\" src=\"https:\/\/av-eks-lekhak.s3.amazonaws.com\/media\/lekhak-profile-images\/converted_image_A027XT6.webp\" width=\"48\" height=\"48\" alt=\"Nitika Sharma\" loading=\"lazy\" class=\"rounded-circle\"\/><\/p>\n<p>                                <\/a>\n                                <\/div>\n<\/p><\/div>\n<p>Hello, I am Nitika, a tech-savvy Content Creator and Marketer. Creativity and learning new things come naturally to me. I have expertise in creating result-driven content strategies. I am well versed in SEO Management, Keyword Operations, Web Content Writing, Communication, Content Strategy, Editing, and Writing.<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<p><h4 class=\"fs-24 text-dark\">Login to continue reading and enjoy expert-curated content.<\/h4>\n<p>                        <button class=\"btn btn-primary mx-auto d-table\" data-bs-toggle=\"modal\" data-bs-target=\"#loginModal\" id=\"readMoreBtn\">Keep Reading for Free<\/button>\n                    <\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>\u201cSoftware engineering is changing, and by the end of\u00a02025 it\u2019s going to look fundamentally different.\u201d Greg\u00a0Brockman\u2019s opening line at OpenAI\u2019s launch event set the tone for what followed. OpenAI released Codex, a cloud\u2011native software agent designed to work alongside developers. Codex is not a single product but a family of agents powered by codex\u20111, OpenAI\u2019s [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":245164,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12033],"tags":[1846,41946,11438],"dealstore":[],"offerexpiration":[],"class_list":["post-245163","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-analytics","tag-access","tag-codex","tag-openai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Access and Use OpenAI Codex? - Som2ny Network<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fivemor.com\/?p=245163\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Access and Use OpenAI Codex? - Som2ny Network\" \/>\n<meta property=\"og:description\" content=\"\u201cSoftware engineering is changing, and by the end of\u00a02025 it\u2019s going to look fundamentally different.\u201d Greg\u00a0Brockman\u2019s opening line at OpenAI\u2019s launch event set the tone for what followed. 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