Codex Knowledge Base
Token-Flow Firewall and Semantic Runtime Auditing: Why Pre-Execution Boundary Inspection Matters for Persistent Coding Agents — and How to Build It with Codex CLI Hooks
Token-Flow Firewall and Semantic Runtime Auditing: Why Pre-Execution Boundary Inspection Matters for Persistent Coding Agents — and How to Build It with Codex CLI Hooks
Self-Improving Coding Agents Through Accumulated Behavioural Rules: What a Closed-Loop Framework Means for Your AGENTS.md
Self-Improving Coding Agents Through Accumulated Behavioural Rules: What a Closed-Loop Framework Means for Your AGENTS.md
Refactoring Runaway: What 3,691 Agent Patches Reveal About Tangled Refactorings — and How to Defend Your Codex CLI Workflows
Refactoring Runaway: What 3,691 Agent Patches Reveal About Tangled Refactorings — and How to Defend Your Codex CLI Workflows
ProfMalPlus and Agent-Coordinated Malicious Package Detection: What 597 Zero-Day NPM Threats Reveal About Supply Chain Defence — and How to Harden Codex CLI Workflows Against Dependency Poisoning
ProfMalPlus and Agent-Coordinated Malicious Package Detection: What 597 Zero-Day NPM Threats Reveal About Supply Chain Defence — and How to Harden Codex CLI Workflows Against Dependency Poisoning
Where Instruction Hierarchy Breaks: What Reasoning Model Failures Mean for Codex CLI's Defence Stack
Where Instruction Hierarchy Breaks: What Reasoning Model Failures Mean for Codex CLI’s Defence Stack
Inference Economics of Enterprise Coding Agents: Cloud vs On-Premise LLMs and What the Numbers Mean for Codex CLI Deployments
Inference Economics of Enterprise Coding Agents: Cloud vs On-Premise LLMs and What the Numbers Mean for Codex CLI Deployments
From Human-Centric to Agentic Code Review: What 1.02 Million Pull Requests Reveal About the Efficiency–Quality Paradox — and How to Configure Codex CLI's Guardian to Avoid the Traps
From Human-Centric to Agentic Code Review: What 1.02 Million Pull Requests Reveal About the Efficiency–Quality Paradox — and How to Configure Codex CLI’s Guardian to Avoid the Traps
The Single-Human Oversight Bottleneck: What 25,000 Agentic Pull Requests Reveal About Adoption — and How Codex CLI Teams Can Break Through It
The Single-Human Oversight Bottleneck: What 25,000 Agentic Pull Requests Reveal About Adoption — and How Codex CLI Teams Can Break Through It
Compaction as Epistemic Failure: How Coding Agents Fabricate Results from Killed Processes — and How to Defend Your Codex CLI Workflows
Compaction as Epistemic Failure: How Coding Agents Fabricate Results from Killed Processes — and How to Defend Your Codex CLI Workflows
Your Codex CLI Version Is a Security Boundary: What 12 Fixes in 7 Weeks Reveal About Agent Fleet Governance
Your Codex CLI Version Is a Security Boundary: What 12 Fixes in 7 Weeks Reveal About Agent Fleet Governance