Codex Knowledge Base
The Codex Micro: OpenAI's First Hardware and What a Macro Pad Means for Agentic Coding Workflows
The Codex Micro: OpenAI’s First Hardware and What a Macro Pad Means for Agentic Coding Workflows
Code Isn't Memory: What Structural Codebase Indexing Means for Codex CLI Agent Workflows
Code Isn’t Memory: What Structural Codebase Indexing Means for Codex CLI Agent Workflows
The Agent Ecosystem Impact Report: Augmentation, Dilution, and Rejection Across 180 Million Repositories
The Agent Ecosystem Impact Report: Augmentation, Dilution, and Rejection Across 180 Million Repositories
SWE-Cycle and the FullCycle Gap: Why Coding Agents That Ace Isolated Tasks Collapse at End-to-End Issue Resolution — and How to Configure Codex CLI's Subagent Pipeline
SWE-Cycle and the FullCycle Gap: Why Coding Agents That Ace Isolated Tasks Collapse at End-to-End Issue Resolution — and How to Configure Codex CLI’s Subagent Pipeline
Proof-Carrying Agent Actions: What Runtime-Neutral Governance Means for Codex CLI Hook Pipelines and Approval Audit Trails
Proof-Carrying Agent Actions: What Runtime-Neutral Governance Means for Codex CLI Hook Pipelines and Approval Audit Trails
PlanBench-XL and the Massive-Tool Planning Problem: Why Your Agent Retrieves the Right Tool but Picks the Wrong One — and How to Configure Codex CLI's MCP Pipeline
PlanBench-XL and the Massive-Tool Planning Problem: Why Your Agent Retrieves the Right Tool but Picks the Wrong One — and How to Configure Codex CLI’s MCP Pipeline
PI-Hunter and the Latent Injection Problem: Automated Red-Teaming That Finds What Your Defences Miss — and How to Harden Codex CLI
PI-Hunter and the Latent Injection Problem: Automated Red-Teaming That Finds What Your Defences Miss — and How to Harden Codex CLI
Over-Mocked Tests and Coding Agents: What 1.2 Million Commits Reveal — and How to Configure Codex CLI's AGENTS.md for Test Quality
Over-Mocked Tests and Coding Agents: What 1.2 Million Commits Reveal — and How to Configure Codex CLI’s AGENTS.md for Test Quality
MCP Description-Code Inconsistency and the Tool Trust Gap: What Two Studies of 12,000+ MCP Servers Reveal — and How to Defend Codex CLI Pipelines
MCP Description-Code Inconsistency and the Tool Trust Gap: What Two Studies of 12,000+ MCP Servers Reveal — and How to Defend Codex CLI Pipelines
Human Oversight of Coding Agents in Practice: What 17 Developers Reveal About Oversight Work — and How to Configure Codex CLI for Each Form
Human Oversight of Coding Agents in Practice: What 17 Developers Reveal About Oversight Work — and How to Configure Codex CLI for Each Form