Codex Knowledge Base
Agent Data Injection: What Probabilistic Delimiter Poisoning Reveals About the Trust Boundary Gap — and How Codex CLI's Layered Defences Respond
Agent Data Injection: What Probabilistic Delimiter Poisoning Reveals About the Trust Boundary Gap — and How Codex CLI’s Layered Defences Respond
Visual Codebase Understanding: What Multimodal Repository Graphs Reveal About Token-Efficient Exploration — and How to Wire Hybrid Visual Context into Codex CLI
Visual Codebase Understanding: What Multimodal Repository Graphs Reveal About Token-Efficient Exploration — and How to Wire Hybrid Visual Context into Codex CLI
Verifiable Literate Programming: What VLP's Three-Layer Validation Reveals About Human-in-the-Loop Code Review — and How to Wire Equivalent Gates in Codex CLI
Verifiable Literate Programming: What VLP’s Three-Layer Validation Reveals About Human-in-the-Loop Code Review — and How to Wire Equivalent Gates in Codex CLI
Safety Testing at Scale: What Vera's 1,600 Executable Cases Reveal About Agent Vulnerabilities — and How Codex CLI's Defence Layers Hold Up
Vera-Bench evaluates four production agent frameworks across 124 risk categories with evidence-grounded verification. Codex CLI's sandbox, hooks, and approval architecture provide measurable containment — but multi-channel attacks still breach 95.8%...
Overeager Coding Agents: What 7,500 Benign Runs Reveal About Unauthorised Scope Expansion — and How Codex CLI's Approval and Sandbox Architecture Stops It
Overeager Coding Agents: What 7,500 Benign Runs Reveal About Unauthorised Scope Expansion — and How Codex CLI’s Approval and Sandbox Architecture Stops It
One Developer Is All You Need: What a Brownfield Case Study Reveals About AI-Augmented Solo Delivery — and How to Wire the One-Person Squad in Codex CLI
One Developer Is All You Need: What a Brownfield Case Study Reveals About AI-Augmented Solo Delivery — and How to Wire the One-Person Squad in Codex CLI
Mixed-Model Agent Teams: What AgentCARD Reveals About Role Bottlenecks — and How to Wire Heterogeneous Workflows in Codex CLI
AgentCARD's Shapley diagnostics show heterogeneous agent teams beat homogeneous setups by up to 44% accuracy or 12× lower cost. Here is how to replicate that advantage with Codex CLI named...
Correct Code, Vulnerable Dependencies: Why Your LLM Pins Dangerous Library Versions — and How Codex CLI's Hook and Governance Stack Stops Them Shipping
Correct Code, Vulnerable Dependencies: Why Your LLM Pins Dangerous Library Versions — and How Codex CLI’s Hook and Governance Stack Stops Them Shipping
Cloak and Detonate: What SkillCloak's 90 Per Cent Scanner Evasion Rate Reveals About Agent Skill Malware — and How Codex CLI's Runtime Defence Layers Close the Gap
Cloak and Detonate: What SkillCloak’s 90 Per Cent Scanner Evasion Rate Reveals About Agent Skill Malware — and How Codex CLI’s Runtime Defence Layers Close the Gap
ClayBuddy and the Three Failure Mechanisms: What 20 Coding Environments Reveal About Why Agents Break — and How Codex CLI's Harness Already Covers the Fixes
ClayBuddy and the Three Failure Mechanisms: What 20 Coding Environments Reveal About Why Agents Break — and How Codex CLI’s Harness Already Covers the Fixes