Codex Knowledge Base
What Resolve Rate Hides: Trajectory Diagnostics Reveal Why Two 78% Agents Are Nothing Alike — and How to Wire the Insight into Codex CLI
What Resolve Rate Hides: Trajectory Diagnostics Reveal Why Two 78% Agents Are Nothing Alike — and How to Wire the Insight into Codex CLI
To Run or Not to Run: What 7,745 Agent Traces Reveal About the Cost-Effectiveness of Code Execution — and How to Wire Selective Testing into Codex CLI
To Run or Not to Run: What 7,745 Agent Traces Reveal About the Cost-Effectiveness of Code Execution — and How to Wire Selective Testing into Codex CLI
Semantic Transactions for Tool-Using Agents: What Cordon Reveals About the Staged-Effect Gap — and How Codex CLI's Approval-Sandbox Stack Partially Fills It
Semantic Transactions for Tool-Using Agents: What Cordon Reveals About the Staged-Effect Gap — and How Codex CLI’s Approval-Sandbox Stack Partially Fills It
Proprioceptive Dashboards: What VISTA Reveals About Self-Managed Context in LLM Agents — and How to Wire Equivalent Visibility into Codex CLI
Proprioceptive Dashboards: What VISTA Reveals About Self-Managed Context in LLM Agents — and How to Wire Equivalent Visibility into Codex CLI
Paper Replication with Coding Agents: What 158 Matched Targets Reveal About Evidence-Based Scientific Verification — and How to Wire the Workflow in Codex CLI
Paper Replication with Coding Agents: What 158 Matched Targets Reveal About Evidence-Based Scientific Verification — and How to Wire the Workflow in Codex CLI
Out-of-Band Prompt Injection Defences: What CaMeL, FIDES, and Progent Reveal About Deterministic Agent Security — and How Codex CLI's Sandbox-Approval-Hook Stack Already Implements the Pattern
Out-of-Band Prompt Injection Defences: What CaMeL, FIDES, and Progent Reveal About Deterministic Agent Security — and How Codex CLI’s Sandbox-Approval-Hook Stack Already Implements the Pattern
Forged Reasoning Attacks on Agent Memory: What FARMA Reveals About the Reasoning Store Blind Spot — and How to Wire Provenance Defence in Codex CLI
Forged Reasoning Attacks on Agent Memory: What FARMA Reveals About the Reasoning Store Blind Spot — and How to Wire Provenance Defence in Codex CLI
Balkanised Execution Security: What 39 Papers Reveal About the Fragmented Defence Landscape for Coding Agents — and Where Codex CLI's Stack Stands
Balkanised Execution Security: What 39 Papers Reveal About the Fragmented Defence Landscape for Coding Agents — and Where Codex CLI’s Stack Stands
Graph-Guided Trajectory Repair: What AgentTether Reveals About Diagnosing Agent Failures — and How to Wire Equivalent Recovery into Codex CLI
Graph-Guided Trajectory Repair: What AgentTether Reveals About Diagnosing Agent Failures — and How to Wire Equivalent Recovery into Codex CLI
De-Idealised Benchmarking: What AgentGym2 Reveals About Real-World Agent Readiness — and Where Codex CLI's Architecture Already Closes the Gaps
De-Idealised Benchmarking: What AgentGym2 Reveals About Real-World Agent Readiness — and Where Codex CLI’s Architecture Already Closes the Gaps