Codex Knowledge Base
Distributed Attacks in Persistent-State AI Control: Why Gradual Code Poisoning Evades Your Review Agent — and How to Harden Codex CLI Against Multi-PR Evasion
Distributed Attacks in Persistent-State AI Control: Why Gradual Code Poisoning Evades Your Review Agent — and How to Harden Codex CLI Against Multi-PR Evasion
CT-Repair and Multi-Perspective Evidence: Why Throwing More Patches at Bugs Does Not Work — and How to Wire Evidence-Guided Repair into Codex CLI
CT-Repair and Multi-Perspective Evidence: Why Throwing More Patches at Bugs Does Not Work — and How to Wire Evidence-Guided Repair into Codex CLI
CoACT and Observation Compression: Cutting Coding Agent Token Costs by a Third Without Losing Effectiveness — and What It Means for Codex CLI Context Management
CoACT and Observation Compression: Cutting Coding Agent Token Costs by a Third Without Losing Effectiveness — and What It Means for Codex CLI Context Management
AutoTrace and Evidence-Gated Trigger Localization: Why Finding the Vulnerability Is Not Enough — You Need the Causal Chain, and Codex CLI Can Walk It
AutoTrace and Evidence-Gated Trigger Localization: Why Finding the Vulnerability Is Not Enough — You Need the Causal Chain, and Codex CLI Can Walk It
ToolPrivacyBench and the Need-to-Know Principle: Why Successful Tool Calls Still Leak Private Data — and How Codex CLI's Permission Stack Closes the Disclosure Gap
ToolPrivacyBench and the Need-to-Know Principle: Why Successful Tool Calls Still Leak Private Data — and How Codex CLI’s Permission Stack Closes the Disclosure Gap
SWE-Review and the Closed-Loop Imperative: Why Generate-Review-Revise Outperforms One-Shot PR Generation — and How Codex CLI's Guardian Auto-Review Already Closes the Gap
SWE-Review and the Closed-Loop Imperative: Why Generate-Review-Revise Outperforms One-Shot PR Generation — and How Codex CLI’s Guardian Auto-Review Already Closes the Gap
Proactivity, Not Just Autonomy: Why Your Coding Agent's Insight Policy Matters More Than Its Tool Count — and How to Wire It into Codex CLI
Proactivity, Not Just Autonomy: Why Your Coding Agent’s Insight Policy Matters More Than Its Tool Count — and How to Wire It into Codex CLI
The Post-Merge Fate of Agentic Code: Why Merged AI Contributions Need 49% More Corrective Maintenance — and How Codex CLI's Review and Verification Stack Shifts the Burden Left
The Post-Merge Fate of Agentic Code: Why Merged AI Contributions Need 49% More Corrective Maintenance — and How Codex CLI’s Review and Verification Stack Shifts the Burden Left
Obey, Diverge, Collapse: Why Code LLMs Follow Wrong Instructions — and How to Wire Instruction Guards into Codex CLI
Obey, Diverge, Collapse: Why Code LLMs Follow Wrong Instructions — and How to Wire Instruction Guards into Codex CLI
Latent Programming Horizons: What LLM Hidden States Reveal About Code Correctness — and Why Codex CLI's Hook Architecture Is Already Wired for Early Intervention
Latent Programming Horizons: What LLM Hidden States Reveal About Code Correctness — and Why Codex CLI’s Hook Architecture Is Already Wired for Early Intervention