Codex Knowledge Base
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
The Agent Testing Quality Playbook: Mock Diversity, Integration Balance, and AGENTS.md Templates for Codex CLI
The Agent Testing Quality Playbook: Mock Diversity, Integration Balance, and AGENTS.md Templates for Codex CLI
Agent-Native Memory Systems: What a 12-System Benchmark Reveals About Memory Architecture — and How to Configure Codex CLI's Memory Stack
Agent-Native Memory Systems: What a 12-System Benchmark Reveals About Memory Architecture — and How to Configure Codex CLI’s Memory Stack
SlopCodeBench and the Iterative Degradation Problem: Why Your Coding Agent's Code Rots Faster Than Yours — and How Codex CLI's Architecture Fights Back
SlopCodeBench and the Iterative Degradation Problem: Why Your Coding Agent’s Code Rots Faster Than Yours — and How Codex CLI’s Architecture Fights Back
Property-Based Testing with Codex CLI: Agentic Invariant Discovery, Hypothesis Workflows, and What PBT-Bench Reveals About Agent Testing Capabilities
Property-Based Testing with Codex CLI: Agentic Invariant Discovery, Hypothesis Workflows, and What PBT-Bench Reveals About Agent Testing Capabilities
Over-Privileged Tool Selection: Why Your Coding Agent Reaches for the Admin Key — and How Codex CLI's Hook Pipeline Stops It
Over-Privileged Tool Selection: Why Your Coding Agent Reaches for the Admin Key — and How Codex CLI’s Hook Pipeline Stops It