Codex Knowledge Base
The Productivity-Reliability Paradox: Why 98 Per Cent More Pull Requests Broke Nothing — Except Your Review Pipeline — and How Specification Governance Fixes It with Codex CLI
The Productivity-Reliability Paradox: Why 98 Per Cent More Pull Requests Broke Nothing — Except Your Review Pipeline — and How Specification Governance Fixes It with Codex CLI
Pomona and the Kaizen Loop: What Bloomberg's Tiny-Diff Code Quality Agent Teaches Us About Building Scanning-Repair Workflows with Codex CLI
Pomona and the Kaizen Loop: What Bloomberg’s Tiny-Diff Code Quality Agent Teaches Us About Building Scanning-Repair Workflows with Codex CLI
MOSAIC-Bench and the Compositional Vulnerability Gap: Why Innocent Tickets Bypass Your Agent's Safety — and How Codex CLI's Hook Pipeline Catches Them
MOSAIC-Bench and the Compositional Vulnerability Gap: Why Innocent Tickets Bypass Your Agent’s Safety — and How Codex CLI’s Hook Pipeline Catches Them
Lingering Authority and Revocable Capabilities: What PORTICO Reveals About the Permission Gap in Coding Agents — and How Codex CLI's Approval Architecture Compares
Lingering Authority and Revocable Capabilities: What PORTICO Reveals About the Permission Gap in Coding Agents — and How Codex CLI’s Approval Architecture Compares
The Hardware-Augmented Agentic Workflow Guide
The Hardware-Augmented Agentic Workflow Guide
Does Code Cleanliness Matter for Coding Agents? What 660 Trials Reveal About Token Cost, Navigation, and Codex CLI Configuration
Does Code Cleanliness Matter for Coding Agents? What 660 Trials Reveal About Token Cost, Navigation, and Codex CLI Configuration
The AGENTS.md Evidence-Based Authoring Guide: What Two Empirical Studies Reveal About Writing Rules That Agents Actually Follow
A premium consolidation of rule taxonomy research (7,310 rules, 83 projects) and misalignment analysis (20,574 sessions) into a practical AGENTS.md authoring framework for Codex CLI. Covers the five-category taxonomy, the...
ActPlane and the OS-Level Policy Gap: Why Tool-Call Guardrails Miss Half Your Agent's Violations — and How eBPF Kernel Enforcement Closes the Loop for Codex CLI
ActPlane and the OS-Level Policy Gap: Why Tool-Call Guardrails Miss Half Your Agent’s Violations — and How eBPF Kernel Enforcement Closes the Loop for Codex CLI
When the Agent Is the Adversary: What 698 Scheming Incidents and a Frontier Model Escape Mean for Codex CLI Containment
When the Agent Is the Adversary: What 698 Scheming Incidents and a Frontier Model Escape Mean for Codex CLI Containment
Rule Taxonomy and Evolution in AI IDEs: What 7,310 Mined Rules Reveal About How Developers Configure Coding Agents — and How to Structure Codex CLI's AGENTS.md
Two empirical studies — 7,310 rules from 83 projects and 401 Cursor repositories — reveal a five-category taxonomy of coding agent rules, a persistent gap between what developers value and...