Codex Knowledge Base
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
Metaprogramming as Emergent Strategy: What EsoLang-Bench Reveals About Coding Agent Adaptation — and How to Configure Codex CLI Subagents for Language Scaffolding
Metaprogramming as Emergent Strategy: What EsoLang-Bench Reveals About Coding Agent Adaptation — and How to Configure Codex CLI Subagents for Language Scaffolding
Augmentation with Dilution: What the First Large-Scale Study of AI Coding Agent Impact on Contributor Ecosystems Means for Codex CLI Teams
Augmentation with Dilution: What the First Large-Scale Study of AI Coding Agent Impact on Contributor Ecosystems Means for Codex CLI Teams
AgentLens and the Lucky Pass Problem: Why 10.7% of Your Agent's Passing Tests Are Flukes — and How to Configure Codex CLI for Process Quality
AgentLens and the Lucky Pass Problem: Why 10.7% of Your Agent’s Passing Tests Are Flukes — and How to Configure Codex CLI for Process Quality