Codex Knowledge Base
What Makes a Good Bug Report for an AI Agent? Evidence from 37,671 Outcomes — and How to Wire Agent-Optimised Issue Templates into Your Codex CLI Workflow
What Makes a Good Bug Report for an AI Agent? Evidence from 37,671 Outcomes — and How to Wire Agent-Optimised Issue Templates into Your Codex CLI Workflow
The Insecurity of Vibe-Coded Applications: What 10,517 Real-World Apps Reveal About Agent Vulnerabilities — and How to Harden Your Codex CLI Workflow
The Insecurity of Vibe-Coded Applications: What 10,517 Real-World Apps Reveal About Agent Vulnerabilities — and How to Harden Your Codex CLI Workflow
Test-Time Harness Evolution: What TTHE Reveals About Self-Improving Coding Agents — and How to Apply the Same Principles to Your Codex CLI Configuration Stack
Test-Time Harness Evolution: What TTHE Reveals About Self-Improving Coding Agents — and How to Apply the Same Principles to Your Codex CLI Configuration Stack
SWE-Router and Trajectory-Based Model Routing: What Partial-Exploration Escalation Means for Codex CLI Cost Strategy
SWE-Router and Trajectory-Based Model Routing: What Partial-Exploration Escalation Means for Codex CLI Cost Strategy
Progressive Crystallisation: How to Turn Codex CLI Exploration into Deterministic, Lower-Cost Workflows
Progressive Crystallisation: How to Turn Codex CLI Exploration into Deterministic, Lower-Cost Workflows
PERFOPT-Bench and the Performance-Optimisation Gap: What 12 C-Language Tasks Reveal About Coding Agent Stacks — and How to Wire Relay Workflows into Codex CLI
PERFOPT-Bench and the Performance-Optimisation Gap: What 12 C-Language Tasks Reveal About Coding Agent Stacks — and How to Wire Relay Workflows into Codex CLI
Knowledge Debt and the Agents That Teach: Designing Incidental Learning into Your Codex CLI Workflow
Knowledge Debt and the Agents That Teach: Designing Incidental Learning into Your Codex CLI Workflow
DeepSWE and the End of Benchmark Saturation: What 113 Contamination-Free Tasks Reveal About Frontier Coding Agents — and What It Means for Codex CLI Evaluation
DeepSWE and the End of Benchmark Saturation: What 113 Contamination-Free Tasks Reveal About Frontier Coding Agents — and What It Means for Codex CLI Evaluation
Codex Remote GA: QR Relay Architecture, Mobile Approvals, and the CLI Developer's Setup Guide
Codex Remote GA: QR Relay Architecture, Mobile Approvals, and the CLI Developer’s Setup Guide
Codex as Agent Provider in JetBrains IDEs: The ACP Wrapper Architecture, Permission Modes, and What CLI Developers Need to Know
Codex as Agent Provider in JetBrains IDEs: The ACP Wrapper Architecture, Permission Modes, and What CLI Developers Need to Know