Old Meng AI Explorer
Old Meng AI Explorer
Apr 13, 2026 · Artificial Intelligence

Master Codex: Advanced AGENTS.md, Context Compaction, and MCP Tricks

This guide walks experienced developers through Codex’s advanced capabilities—layered AGENTS.md configuration, Context Compaction to prevent memory loss, Claude‑Code hybrid workflows, sandbox and Rules security controls, the extensible MCP protocol, profile switching, pipeline integration, and session management—to transform casual use into expert mastery.

AGENTS.mdAI codingCodex
0 likes · 14 min read
Master Codex: Advanced AGENTS.md, Context Compaction, and MCP Tricks
Java Backend Technology
Java Backend Technology
Apr 2, 2026 · Artificial Intelligence

Avoid Common Pitfalls When Designing AGENTS.md for LLM Agents

This article analyzes frequent misunderstandings about AGENTS.md files—such as treating them as encyclopedias, over‑explaining basics, bloating with full text files, poor structure, excessive permissions, and ineffective usage patterns—and provides concrete best‑practice recommendations to keep them concise, modular, and token‑efficient.

AGENTS.mdAI AgentDocumentation Best Practices
0 likes · 10 min read
Avoid Common Pitfalls When Designing AGENTS.md for LLM Agents
Old Zhang's AI Learning
Old Zhang's AI Learning
Mar 7, 2026 · Artificial Intelligence

5 Key Takeaways After Deep‑Diving the Official Codex Windows Docs

The article redefines Codex from a simple code‑completion tool to a supervised, configurable, parallel, and auditable software‑engineering agent, outlines its evolution, official high‑level usage, why community tutorials fall short, and provides a step‑by‑step guide for deep, production‑grade adoption.

AGENTS.mdAI agentsOpenAI Codex
0 likes · 24 min read
5 Key Takeaways After Deep‑Diving the Official Codex Windows Docs
AI Engineering
AI Engineering
Jan 29, 2026 · Artificial Intelligence

How a Tiny AGENTS.md Change Boosted AI Coding Accuracy from 53% to 100%

A Vercel team experiment shows that replacing the Skills approach with a small 8 KB AGENTS.md file raised AI coding agents' pass rate from 53% to a perfect 100%, revealing the fragility of explicit tool calls and the strength of passive, always‑available context.

AGENTS.mdAI coding agentsNext.js
0 likes · 11 min read
How a Tiny AGENTS.md Change Boosted AI Coding Accuracy from 53% to 100%
Eric Tech Circle
Eric Tech Circle
Jan 26, 2026 · Artificial Intelligence

How to Build Enterprise‑Ready AI Coding Rules with AGENTS.md

This article explains why scattered prompts hinder AI‑assisted development, introduces the AGENTS.md concept as a project‑level behavior constraint, and provides a step‑by‑step C.A.R.S framework for designing executable, version‑aware, team‑aligned rules that keep AI generators reliable in large codebases.

AGENTS.mdAI codingenterprise guidelines
0 likes · 8 min read
How to Build Enterprise‑Ready AI Coding Rules with AGENTS.md
Instant Consumer Technology Team
Instant Consumer Technology Team
Aug 29, 2025 · Artificial Intelligence

Why AI Coding Tools Need a Unified Agent Specification and How AGENTS.md Leads the Way

This article systematically reviews eight popular AI coding tools, compares their fragmented configuration mechanisms, introduces the OpenAI‑driven AGENTS.md specification, and proposes a broader Agent Specification Language (ASL) to unify agent rules across coding, design, and product domains while addressing security concerns.

AGENTS.mdAI agentsAgent Specification Language
0 likes · 26 min read
Why AI Coding Tools Need a Unified Agent Specification and How AGENTS.md Leads the Way