OpenAI Codex 博客文章汇总

Quickstart; Using GPT-6; Key concepts

Core concepts

Responses API; Decisions API; Conversation state; Background mode; Streaming; WebSocket mode; Mid-turn steering; Multi-agent; Webhooks; File inputs; Compaction; Counting tokens

Changelog; Deprecations; Supported countries; OpenAI Crawlers; Terms and policies

Legacy APIs

Agent Builder Overview; Migration guide; Node reference; Safety in building agents; Evals Getting started; Working with evals; Prompt optimizer; External models; Best practices; Graders; Fine-tuning Optimization cycle; Supervised fine-tuning; Vision fine-tuning; Direct preference optimization; Reinforcement fine-tuning; RFT use cases; Best practices; Assistants API Migration guide

Text generation; Code generation; Structured output

Prompting

Overview; Prompt engineering; Citation formatting; Migration guide; Prompt generation; Frontend prompting

Reasoning

Reasoning models; Reasoning best practices

Images

Images and vision Image input cost calculator; Image generation Overview; Image prompting

Realtime and audio

Audio and speech; Getting started; Voice agents

Specialized models

Deep research; Embeddings; Moderation

Overview

Agents API

Overview; Quickstart; Architecture; Configuring Agents; Sessions Run and continue sessions; Events and items; Manage sessions; Webhooks; Environments and sandboxes OpenAI-hosted sandboxes; Self-hosted sandboxes; Sandbox lifecycle; Pre-warm sandboxes; Sandbox security; Files and artifacts; Tools and integrations Web search; Computer use; Functions; MCP connections; Plugins; Vaults; Multi-agent; Observability and usage; Tracing; Errors and recovery; API reference; Bedrock Managed Agents

Agents SDK

Overview; Quickstart; Agent definitions; Models and providers; Running agents; Sandbox agents; Orchestration; Guardrails; Results and state; Integrations and observability; Evaluate agent workflows

Web search; File search; Retrieval

Connect tools and data

MCP servers; Secure MCP Tunnel

Build tool workflows

Skills; Tool search; Programmatic tool calling; Async tool calling

Computer and code

Shell; Computer use; Apply Patch; Local shell; Code interpreter

Getting started; Prompting; Managing sessions; Delegation and tools; Migrate to GPT-Live; Partner integrations

Realtime API

Getting started; Prompting; Managing conversations; Voice activity detection; Tools and MCP

Build with voice

Voice agents; Connect voice to Decisions; Custom voices; Cost optimization

Connections

WebRTC; WebRTC with WARP; WebSockets; Telephony and SIP; Server-side controls

Audio processing

File transcription; Live transcription; Live translation; Text to speech; Audio in Chat Completions

Go live

Production best practices; Deployment checklist

Performance and quality

Fast mode; Ultrafast mode; Latency optimization; Predicted Outputs; Accuracy optimization

Cost and throughput

Cost optimization; Prompt caching Prompt cache diagnostics; Batch; Flex processing

Safety and governance

Safety best practices; Red teaming; Daybreak; Safety checks Safety classifiers; Cybersecurity checks; Misalignment monitoring; Enforcement notifications; Under-18 guidance; CSAM guidance; Content provenance; Your data; Private Safety Processing; Permissions

Infrastructure and access

Terraform provider Overview; Projects and access; Service accounts; Rate limits and spend; Model, tool, and data controls; Import and reconciliation; Private Link; IP allowlist; Organization blocking; Mutual TLS; Workload identity federation Federation rules; X.509 certificates; Kubernetes; AWS; Microsoft Azure; Google Cloud; Oracle Cloud Infrastructure; GitHub Actions; SPIFFE; IP egress ranges; Amazon Bedrock

Operations

Rate limits; Spend limits; Admin APIs; Error codes

Home; Quickstart

Core concepts

Plugin architecture; Skills; MCP server

Plan

Brainstorm use cases; Define tools

Build

Build an MCP server; Add UI to your MCP server (optional); Add events to your MCP server (optional); Extensions; Authenticate users; Build skills; Package your plugin; Examples

Test and publish

Connect and test your plugin; Submit and publish; Submission error reference

Conversion specs

Restaurant reservation spec; Get Quote spec; Product checkout spec

Guides

Changelog; Plugin guidelines; MCP server review requirements; Plugin UI reference; Checkout API reference

Home; Quickstart; Request a client ID

Identity

On your website; In your ChatGPT plugin

ChatGPT plan usage

Overview; UI/UX guidelines; Registration and sign-in; Accounts and sessions; Models and inference; Codex app-server; Self-hosted VMs; Token reference; Errors and recovery; Preview limitations

Overview; Feeds; Products; Promotions

Trigger workspace agent runs; Authenticate with Workspace Agent access tokens

Foundations

Explore

What's new; Models; Pricing; Glossary

Available on

ChatGPT desktop app; ChatGPT mobile app; ChatGPT on the web; Codex CLI; Codex IDE extension; Codex Cloud

Releases

Changelog; Feature Maturity; Open Source

Overview

Workflows

Projects and chats; Sites; Build plugins; Visualizations; Scheduled tasks; Long-running work; Notifications; Pets; Codex Micro

Capabilities

Browser; Computer use; Voice; Plugins; Sign in with ChatGPT; Web search; Image generation; Image inputs; Appshots; Browser extension; Work with files

dots

Meet dots; Getting started; Messaging; Tasks and memory; Computers and apps; Controls

ChatGPT Space

Overview; Getting started; Pages; Work with agents; Collaboration

Reference

Commands; Slash commands; Settings; Troubleshooting

Overview

Customization

Overview; Memories; Computer History

Config file

Agent configuration

AGENTS.md; Subagents; Speed; Rules

Desktop app; Windows sandbox; WSL

Overview

Development workflows

Code review; Integrated terminal

Extend and automate

Environments

Modes; Local environments; Git worktrees

Third-party integrations

GitHub; GitLab (Beta); Slack; Linear

Reference

CLI customization; Developer commands; Developer settings

Overview

Permissions

Profiles; Sandboxing; Auto-review; Agent approvals & security

Codex Security

Overview; Codex Security plugin Quickstart; Run a security scan; Run a deep scan; Review code changes; Use the Security workbench; Triage a backlog; Fix findings; Propose security hardening; Write vulnerability reports; Export and track findings; Changelog; Codex Security CLI Quickstart; Run bulk scans; Run scans in CI; GitLab CI/CD; Reference; FAQ; TypeScript SDK; Codex Security Cloud Setup; Security Review; Improving the threat model; FAQ

Cyber safety

Models & Trusted Access; Recommended configuration

Overview

Getting started

Admin rollout guide; Admin plugin

Feature setup Dots; Space; Teams and Team Tasks; ChatGPT in Slack and Teams; Workspace connections; Local computer access for Work Cloud and dots; Sites

Identity and access

Authentication overview; Groups and provisioning; Dynamic groups; User lifecycle management; Roles and workspace permissions; Personal access tokens; Service accounts

Deployment and configuration

Windows app deployment; Manage app updates; Managed configuration; Remote connections; Workspace model availability; Amazon Bedrock; Bedrock GovCloud configuration; Connect to a gateway Sign in with ChatGPT; Use API/provider credentials; Roll out a gateway; Gateway compatibility; Bedrock through LiteLLM

ChatGPT Work

Overview; Cloud security; Local security; Usage and cost; Admin FAQ

Plugin controls; Plugin management; Skill controls; Migrate custom GPTs to plugins

Usage and analytics

Security and compliance

Governance; Agent security; Prisma AIRS; HIPAA configuration; Compliance API and audit events

Explore use cases; Collections

Blog

Company blog; Developer blog

Explore use cases; Collections

Blog

Company blog; Developer blog

All posts

Recent

Bringing my LED display to life with GPT-Live-1 and Codex; Rethinking skills and prompts for GPT-6 Astra; Architectural visualization with Astra; Building games with Astra; Meet Rosalind Workbench: Empowering every scientist to be their own research team

Codex Ambassadors Meet the ambassadors; Codex for Students; Codex for Open Source; OpenAI for Startups

How I used Codex, GPT-Live-1, and a Raspberry Pi to turn an LED display into a voice-controlled assistant.

Revisit skill descriptions, AGENTS.md, and task prompts to avoid bloated context.

How I used Astra to design a house, refine its everyday details, and explore it through Blender camera tours and an Unreal Engine 5 walkthrough.

How I built a procedural space exploration game in Codex, from concept art to planets you can land on.

How Runme and WebMCP turn recurring engineering tasks into reviewable, reusable workflows.

Use ChatGPT, Codex Security, and open-source tools to investigate threats, validate vulnerabilities, and move from findings to reviewed, verified fixes.

Build Codex into the products and workflows your users already know.

Provide more detailed rules for Codex to spot issues and better adhere your conventions during code review.

Use Remote in the ChatGPT mobile app to start, steer, review, and organize engineering work.

Using skills and GitHub Actions to optimize Codex workflows in the OpenAI Agents SDK repos.

Use Codex and Figma to bring real, running interfaces into Figma, refine them, and bring changes back to Codex.

A practical guide to turning agent skills into something you can test, score, and improve over time.

How Skyscanner integrated Codex CLI with JetBrains IDEs to speed up debugging, testing, and development workflows.

Learn how Dagster uses Codex in their open-source projects to accelerate documentation, translate content across mediums, and even measure how complete their docs are.

Learn how Codex helped us build experiences, demos, products, and more

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