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What is GPT‑5.3‑Codex‑Spark?

GPT-5.3-Codex-Spark is a specialized, ultra-fast coding model designed to enable real-time collaboration within the Codex platform. As a streamlined variant of GPT-5.3-Codex, it prioritizes latency-sensitive workflows where immediate responsiveness is critical. When deployed on Cerebras’ Wafer Scale Engine 3 hardware, Codex-Spark delivers more than 1000 tokens per second, dramatically accelerating interactive development sessions. The model supports a 128k context window, allowing developers to maintain broad project awareness while iterating quickly. It is optimized for making minimal, precise edits and refining logic or interfaces without automatically executing additional steps unless instructed. OpenAI implemented extensive infrastructure upgrades—including persistent WebSocket connections and inference stack rewrites—to reduce time-to-first-token by 50% and cut client-server overhead by up to 80%. On software engineering benchmarks such as SWE-Bench Pro and Terminal-Bench 2.0, Codex-Spark demonstrates strong capability while completing tasks in a fraction of the time required by larger models. During the research preview, usage is governed by separate rate limits and may be queued during peak demand. Codex-Spark is available to ChatGPT Pro users through the Codex app, CLI, and VS Code extension, with API access for select design partners. The model incorporates the same safety and preparedness evaluations as OpenAI’s mainline systems. This release signals a shift toward dual-mode coding systems that combine rapid interactive loops with delegated long-running tasks. By tightening the iteration cycle between idea and execution, GPT-5.3-Codex-Spark expands what developers can build in real time.

What is CerebrasCoder?

CerebrasCoder is a versatile open-source platform designed to enable users to swiftly develop fully functional applications by leveraging AI technology. By simply entering prompts, users can easily transform their ideas into applications, greatly streamlining the development workflow. Powered by the sophisticated Llama 3.3-70B language model from Cerebras Systems, CerebrasCoder significantly speeds up the application generation process. The platform is crafted with user-friendliness in mind, ensuring that even those without advanced coding skills can navigate it with ease. This groundbreaking tool fosters creativity and boosts productivity, making it a valuable asset for developers of varying experience levels. As a result, it opens up new possibilities for innovation in software development.

Media

Media

Integrations Supported

Codex CLI
Codex Security
Llama 3.3
Microsoft Foundry
OpenAI
OpenAI Codex
OpenClaw

Integrations Supported

Codex CLI
Codex Security
Llama 3.3
Microsoft Foundry
OpenAI
OpenAI Codex
OpenClaw

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

OpenAI

Date Founded

2015

Company Location

United States

Company Website

openai.com

Company Facts

Organization Name

CerebrasCoder

Company Location

United States

Company Website

cerebrascoder.com

Categories and Features

App Makers

Collaboration Tools
Compatibility Testing
Deployment Management
Drag & Drop
For eCommerce
Forms Creation
Iteration Management
Mobile Apps
No-Code
Pre-Built Templates
Visual Modeling
Web Apps
Workflow Management

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