Codex Knowledge Base
Tool Description Poisoning and the Isolated Planning Defence: What Tool-Guard Means for Codex CLI MCP Security
Tool Description Poisoning and the Isolated Planning Defence: What Tool-Guard Means for Codex CLI MCP Security
SWE-Doctor and the Runtime Diagnosis Gap: Why Bug Reproduction Tests Alone Mislead Your Coding Agent — and How Multi-Faceted Test Generation Closes the Loop for Codex CLI
SWE-Doctor and the Runtime Diagnosis Gap: Why Bug Reproduction Tests Alone Mislead Your Coding Agent — and How Multi-Faceted Test Generation Closes the Loop for Codex CLI
Self-Healing Orchestration for Coding Agents: What Targeted Recovery Teaches Us About Building Resilient Codex CLI Workflows
Self-Healing Orchestration for Coding Agents: What Targeted Recovery Teaches Us About Building Resilient Codex CLI Workflows
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...