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HomeColumnsAIコンサルOpenAI Codex CLI Complete Guide — GPT-5.2-Codex, Terminal-Bench 64%, 24-Hour Autonomous Work, and the 2026 AI Coding Revolution
AIコンサル

OpenAI Codex CLI Complete Guide — GPT-5.2-Codex, Terminal-Bench 64%, 24-Hour Autonomous Work, and the 2026 AI Coding Revolution

Published2026-01-21Ryuta Hamamoto
BusinessConsultingAIGenerative AISecurity

In 2026, OpenAI Codex CLI has evolved with GPT-5.2-Codex, achieving top performance on SWE-Bench Pro and Terminal-Bench 2.0 with a 64% score.

OpenAI Codex CLI Complete Guide — GPT-5.2-Codex, Terminal-Bench 64%, 24-Hour Autonomous Work, and the 2026 AI Coding Revolution
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This is Hamamoto from TIMEWELL Inc.

In 2026, OpenAI Codex CLI has reached a new level with GPT-5.2-Codex — described as "the most advanced agentic coding model, optimized for complex real-world software engineering." It achieves top performance on SWE-Bench Pro and Terminal-Bench 2.0 (64.0%), while GPT-5.1-Codex-Max enables 24+ hours of autonomous work, fundamentally changing how developers operate.

This article covers the full feature set and effective usage patterns for Codex CLI.

Codex CLI 2026: At a Glance

Item Details
Latest Model GPT-5.2-Codex
SWE-Bench Pro Top performance achieved
Terminal-Bench 2.0 64.0% score
Autonomous Work Duration 24+ hours (GPT-5.1-Codex-Max)
Context Native compression support
Vision Design mock → prototype conversion
Skills System SKILL.md standard
Installation npm / brew

GPT-5.2-Codex — The Frontier of Agentic Coding

Key Improvements

GPT-5.2-Codex introduces significant advances across five dimensions.

1. Long-Context Understanding

  • Consistent comprehension across large codebases
  • Handles complex project structures

2. Native Context Compression

  • Token-efficient reasoning
  • Cost optimization for long-running tasks

3. Large-Scale Refactoring

  • Improved handling of major code changes — refactors, migrations
  • Consistent execution across multiple files

4. Windows Environment Support

  • Improved performance in Windows development environments
  • Cross-platform compatibility

5. Cybersecurity

  • Enhanced detection and remediation of security vulnerabilities
  • Secure coding best practices

Benchmark Performance

SWE-Bench Pro: Top performance on real-world software engineering tasks

Terminal-Bench 2.0: 64.0% score on the benchmark measuring agent behavior in live terminal environments

GPT-5.1-Codex-Max — 24+ Hours of Autonomous Work

Independent Work at Scale

GPT-5.1-Codex-Max can work independently not just for hours, but for 24 hours or more.

OpenAI Internal Evaluation:

  • Engages with tasks spanning 24+ hours
  • Continuously iterates on implementations
  • Automatically fixes failing tests
  • Delivers successful results at completion

Use Cases:

  • Overnight batch refactoring
  • Extended feature implementation
  • Automated complex bug fixing
  • Automated test suite repair

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Codex CLI — A Terminal-Native Coding Agent

Installation and Basic Usage

Installation:

npm i -g @openai/codex
# or
brew install --cask codex

Launch:

codex

Log in with your ChatGPT account and GPT-5.2-Codex is used by default.

Three Approval Modes

Codex CLI provides three modes that balance security and convenience.

Mode Description Use Case
read only File viewing only Design and planning
auto Read and modify within working directory (default) Standard development
full access Broad edit access across the system Deployment, large-scale changes

Transcript Mode

Press Ctrl+T to enter transcript mode and see in real time how Codex is thinking and what code it's executing.

What's Displayed:

  • Internal reasoning process
  • Code output at each step
  • Planned instructions
  • Tool call details

The Skills System — Reusable Agent Capabilities

The SKILL.md Standard

Codex includes a skills system based on the open agent skills specification.

Skill Structure:

  • Required: SKILL.md file
  • Optional: supporting files

Skill Locations:

  • Personal: ~/.codex/skills
  • Project-shared: .codex/skills (commit to repository)

Built-in Skills

Codex ships with the following system skills:

Skill Function
$skill-creator Assists with creating new skills
$skill-installer Manages skill installation

Vision Capabilities — From Design to Code

Automated UI Conversion

GPT-5.2-Codex's enhanced vision capabilities enable accurate interpretation of visual inputs.

Supported Content:

  • Screenshots
  • Technical diagrams
  • Charts and graphs
  • UI design mockups

Example Workflow:

Upload design mock (Figma, etc.)
↓
Codex analyzes visual elements
↓
Automatically generates functional prototype
↓
Outputs implementation code in React/Vue/HTML

Codex Resume — Pause and Continue Work

Session Management

The Codex Resume feature lets you pick up a development session where you left off.

Features:

  • Detailed recording of prior state
  • Smooth handoff from any point
  • Supports multiple projects running in parallel

Use Cases:

  • Split long tasks across work sessions
  • Recovery from unexpected interruptions
  • Team handoffs

Practical Usage Scenarios

Multiplayer Game Development

Input: "Plan how to make this game multiplayer"
↓
Codex presents a detailed plan
↓
Set approval mode to auto
↓
Codex auto-generates the code
↓
Automated deployment to Vercel

Large-Scale Refactoring

Input: "Migrate this codebase to TypeScript"
↓
Codex analyzes all files
↓
Presents migration plan
↓
Executes conversion incrementally
↓
Runs tests to verify quality

SRE / Operations Tasks

Input: "Identify the cause of this bug from these logs"
↓
Codex analyzes the logs
↓
Investigates by combining different data sources
↓
Identifies root cause
↓
Proposes a fix patch

Then vs. Now: Codex CLI's Evolution

Item Then (2024, Initial Release) Now (2026, GPT-5.2-Codex)
Model GPT-4 based GPT-5.2-Codex
Autonomous Duration Minutes to tens of minutes 24+ hours (Max)
Benchmark Basic coding tasks SWE-Bench Pro top performance
Terminal-Bench Not measured 64.0%
Context Standard Native compression support
Vision Limited Design → prototype conversion
Skills System None SKILL.md standard
Windows Support Limited Enhanced
Security Basic Enhanced cybersecurity

Competitive Comparison

Codex CLI vs Claude Code

Item Codex CLI Claude Code
Model GPT-5.2-Codex Claude 4 Opus/Sonnet
Interface Terminal Terminal
Autonomous Work 24+ hours (Max) Plan Mode + execution
MCP Support Limited Standard
Large Codebase Enhanced 75% success (50K LOC)

Codex CLI vs Cursor

Item Codex CLI Cursor
Interface Terminal IDE (VS Code fork)
Composer None Multi-file editing
Model GPT-5.2-Codex Multiple models
Pricing API usage-based $20/month (Pro)

Considerations for Adoption

Strengths

1. Best-in-class coding performance

  • Top scores on SWE-Bench Pro and Terminal-Bench 2.0
  • Strong on large-scale refactoring

2. Long-duration autonomous work

  • 24+ hours of independent work (Codex-Max)
  • Ideal for overnight batch processing

3. Vision capabilities

  • Generate prototypes directly from design mockups
  • Accelerates UI development

4. Security

  • Three approval modes ensure safe operation
  • Enhanced cybersecurity features

Caveats

1. API usage-based pricing

  • Monitor costs for long-running tasks
  • Review GPT-5.2-Codex pricing

2. OpenAI ecosystem dependency

  • Tied to OpenAI models
  • Requires a ChatGPT account

3. Terminal operation

  • Learning curve for developers who prefer GUIs

Summary

OpenAI Codex CLI, powered by GPT-5.2-Codex, is opening a new chapter in agentic coding.

Key Takeaways:

  • GPT-5.2-Codex: "the most advanced agentic coding model"
  • Top performance on SWE-Bench Pro and Terminal-Bench 2.0 (64.0%)
  • GPT-5.1-Codex-Max: 24+ hours of autonomous work
  • Native context compression for improved token efficiency
  • Enhanced support for large-scale refactoring and migration
  • Vision capabilities: design mock → functional prototype conversion
  • Skills system: SKILL.md standard, $skill-creator / $skill-installer
  • Three approval modes (read only / auto / full access) for secure operation
  • Codex Resume for pausing and resuming work sessions

From its early release in 2024 to today — Codex CLI has evolved from a "code completion tool" into a "24-hour coding partner." With GPT-5.2-Codex's long-context understanding, autonomous problem-solving, and vision capabilities, developers can now focus on design and review while leaving implementation to Codex.

Install with npm i -g @openai/codex and launch with codex in your terminal. The future of AI-collaborative coding is ready to experience.

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This article was produced with the help of AI. A human verified the primary sources and edited the text before publication.

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