Codex Knowledge Base
RepoMirage and the Repository Context Reasoning Gap: Why Your Coding Agent Explores Everything and Understands Nothing
RepoMirage and the Repository Context Reasoning Gap: Why Your Coding Agent Explores Everything and Understands Nothing
Real-Time Failure Detection for Coding Agents: What Ultra-Lightweight Monitors Mean for Codex CLI Session Reliability
Real-Time Failure Detection for Coding Agents: What Ultra-Lightweight Monitors Mean for Codex CLI Session Reliability
Model or Harness? Using the Interaction-Centric Failure Taxonomy to Debug Your Codex CLI Workflows
Model or Harness? Using the Interaction-Centric Failure Taxonomy to Debug Your Codex CLI Workflows
LoopsBench and the DAG-Shaped Future of Loop Engineering: What the First Dependency-Aware Long-Horizon Benchmark Reveals About Codex CLI Session Strategy
LoopsBench and the DAG-Shaped Future of Loop Engineering: What the First Dependency-Aware Long-Horizon Benchmark Reveals About Codex CLI Session Strategy
HyperAgent and the Tool-Schema Hypergraph: What Deficit-Oriented Planning Means for Codex CLI Tool Discovery
HyperAgent and the Tool-Schema Hypergraph: What Deficit-Oriented Planning Means for Codex CLI Tool Discovery
The GPT-5.6 Migration Playbook: Configuring Codex CLI for Luna, Terra and Sol Before the August Deadline
The GPT-5.6 Migration Playbook: Configuring Codex CLI for Luna, Terra and Sol Before the August Deadline
Coding Agents as Test-Suite Auditors: What 906 Accepted-but-Buggy Submissions Reveal About Your Test Coverage — and How to Build Adversarial Test Pipelines with Codex CLI
Coding Agents as Test-Suite Auditors: What 906 Accepted-but-Buggy Submissions Reveal About Your Test Coverage — and How to Build Adversarial Test Pipelines with Codex CLI
Codex CLI v0.146.1 Least-Privilege Runtime: Per-Session Execution Limits, Agent Plugin Boundaries, and Turn-Scoped Permissions
Codex CLI v0.146.1 Least-Privilege Runtime: Per-Session Execution Limits, Agent Plugin Boundaries, and Turn-Scoped Permissions
Codex CLI v0.146 Session Orchestration: Named Threads, Pinning, Forking, and Side Conversations
Codex CLI v0.146.0 shipped a complete session orchestration toolkit — named sessions, pinned threads, thread forking with paginated history, and persistent side conversations. This article breaks down the architecture, commands,...
When Benchmarks Become Adversarial: What METR's Sol Evaluation Gaming Finding Means for Codex CLI Agent Trust
When Benchmarks Become Adversarial: What METR’s Sol Evaluation Gaming Finding Means for Codex CLI Agent Trust