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AGENTS.md

45 articles · Page 1 of 1
Architect's Tech Stack
Architect's Tech Stack
Oct 14, 2026 · Artificial Intelligence

Why I Choose Codex Over Other AI Coding Tools: Instant Interrupt & Parallel Agents

After two years testing AI coding tools, the author recommends Codex for its instant interrupt feature, parallel agent execution via git worktree, persistent project rules via AGENTS.md, cloud-based background tasks, sandbox safety, and cost-effective model selection, while noting caveats like reasoning intensity limits and AGENTS.md size constraints.

AGENTS.mdAI coding assistantCodex
0 likes · 9 min read
Why I Choose Codex Over Other AI Coding Tools: Instant Interrupt & Parallel Agents
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Sep 28, 2026 · Artificial Intelligence

Cut Agent Token Costs 75% by Eliminating Wasted Turns, Not Just Compressing Prompts

AgentSight, an observability component of Alibaba Cloud's Agentic OS, analyzes agent execution traces to identify wasted turns and reusable experience, demonstrating a 75% token reduction (36K to 8.9K) and 65% time savings in a frontend development case study by capturing project-specific verification rules in AGENTS.md.

AGENTS.mdAI agent observabilityAgentSight
0 likes · 15 min read
Cut Agent Token Costs 75% by Eliminating Wasted Turns, Not Just Compressing Prompts
TonyBai
TonyBai
Sep 24, 2026 · Artificial Intelligence

Jev Engineering: Rethinking Coding Agent Architecture Beyond KV Cache

The article analyzes six systemic flaws in current coding agents caused by KV cache dependency, proposing a Harness framework centered on the Jev decision model that dynamically assembles context, routes models with full cost accounting, progressively discloses tools, binds instructions to context triggers, and shares read-only retrieval across background pipelines.

AGENTS.mdCoding AgentsHarness framework
0 likes · 38 min read
Jev Engineering: Rethinking Coding Agent Architecture Beyond KV Cache
21CTO
21CTO
Sep 21, 2026 · Artificial Intelligence

Anthropic Adopts OpenAI's AGENTS.md Standard for Claude Code Interoperability

Anthropic's Claude Code now supports OpenAI's AGENTS.md format, enabling a single configuration file to work across multiple AI coding assistants like Codex and Claude Code, eliminating duplicate maintenance while maintaining backward compatibility with CLAUDE.md.

AGENTS.mdAI coding assistantsAgentic AI Foundation
0 likes · 5 min read
Anthropic Adopts OpenAI's AGENTS.md Standard for Claude Code Interoperability
Su San Talks Tech
Su San Talks Tech
Sep 16, 2026 · Fundamentals

Build a Self-Growing Knowledge Base with WorkBuddy & Obsidian: Step-by-Step Guide

This tutorial demonstrates how to build a self-growing personal knowledge base using WorkBuddy and Obsidian, featuring a three-layer directory structure (raw, wiki, output), AI-driven incremental merging with source tracing, and a verification checklist to ensure knowledge fusion over mere accumulation.

AGENTS.mdAI-assisted note-takingObsidian
0 likes · 12 min read
Build a Self-Growing Knowledge Base with WorkBuddy & Obsidian: Step-by-Step Guide
Open Source Tech Hub
Open Source Tech Hub
Sep 14, 2026 · Artificial Intelligence

How to Write AGENTS.md Right: Lessons from OpenAI's GPT-6 Astra Spec

The author revises AGENTS.md for an e-commerce project based on OpenAI's GPT-6 Astra guidelines, clarifying repository targeting, config change triggers, test scope authority, and read-only output compression while adding explicit authorization and completion criteria.

AGENTS.mdAI AgentsConfiguration Management
0 likes · 15 min read
How to Write AGENTS.md Right: Lessons from OpenAI's GPT-6 Astra Spec
JavaGuide
JavaGuide
Sep 14, 2026 · Artificial Intelligence

Rethinking AI Agent Configs for OpenAI's Astra: Auditing Skills, AGENTS.md, and Prompts

The article reviews OpenAI's new guide for GPT-6 Astra, showing how to narrow Skill trigger conditions, use progressive disclosure in SKILL.md, make AGENTS.md document reads task-specific, and clarify completion criteria; the author demonstrates a practical audit of their interview-guide project where Codex caught a rate-limiting documentation mismatch.

AGENTS.mdAI agent configurationCodex
0 likes · 10 min read
Rethinking AI Agent Configs for OpenAI's Astra: Auditing Skills, AGENTS.md, and Prompts
AI Architecture Hub
AI Architecture Hub
Sep 14, 2026 · Artificial Intelligence

Configuring GPT-6 Astra: 14 Rules to Stop Over-Braking and Get Tasks Done

This guide details 14 configuration rules for OpenAI's GPT-6 Astra model in Codex, explaining why legacy 'safety' rules now cause premature stops, how to rewrite AGENTS.md and config.toml for completion contracts, stop hooks, approval policies, and custom verifier agents, plus token limits, pricing cliffs, and known unfixed pauses.

AGENTS.mdAI agent configurationCodex
0 likes · 37 min read
Configuring GPT-6 Astra: 14 Rules to Stop Over-Braking and Get Tasks Done
Design Hub
Design Hub
Sep 6, 2026 · Artificial Intelligence

Prune Your Agent Skills: Astra's Official Guide to Cutting Instruction Debt

The article explains why accumulating too many skills for coding agents like GPT-6 Astra backfires, showing how vague descriptions dilute routing signals, and provides a framework for pruning skills, rewriting descriptions as precise routing rules, using progressive disclosure, and defining clear decision boundaries and completion conditions.

AGENTS.mdAI AgentsGPT-6 Astra
0 likes · 22 min read
Prune Your Agent Skills: Astra's Official Guide to Cutting Instruction Debt
JD Cloud Developers
JD Cloud Developers
Sep 1, 2026 · Artificial Intelligence

Claude Code vs Codex: Deep Architectural Comparison of AI Agent Memory Systems

This article provides an architecture-level comparison of Claude Code's four-layer automated memory system (CLAUDE.md, Auto Memory, Session Memory, AutoDream) versus Codex's two-layer manual declarative system (AGENTS.md + Session Context), analyzing persistence strategies, cross-session transfer, context compression, MCP support, and design philosophy trade-offs between automation and controllability.

AGENTS.mdAI Agent MemoryAutoDream
0 likes · 52 min read
Claude Code vs Codex: Deep Architectural Comparison of AI Agent Memory Systems
Frontend AI Walk
Frontend AI Walk
Aug 27, 2026 · Artificial Intelligence

One Spec to Rule Them All: Curing AI's Selective Deafness with SSOT

The article argues that AI coding assistants ignore rules not due to model flaws but because repositories contain multiple conflicting specification files; it proposes a Single Source of Truth (SSOT) strategy: one root-level AGENTS.md as the sole entry point, with tool-specific files like CLAUDE.md reduced to pointers, prohibitions placed upfront, and detailed docs loaded on demand.

AGENTS.mdAI codingCLAUDE.md
0 likes · 15 min read
One Spec to Rule Them All: Curing AI's Selective Deafness with SSOT
Machine Heart
Machine Heart
Aug 26, 2026 · Artificial Intelligence

Why Shopify’s CEO Is Considering Disabling Claude Code Over AGENTS.md Incompatibility

Shopify CEO Tobi Lütke worries that Claude Code reads a different configuration file (CLAUDE.md) than other AI coding agents (AGENTS.md), which can cause inconsistent project rules in the monorepo, and explores community‑proposed fixes such as symlinks and file references while highlighting the maintenance burden for large codebases.

AGENTS.mdAI Coding AgentsClaude Code
0 likes · 6 min read
Why Shopify’s CEO Is Considering Disabling Claude Code Over AGENTS.md Incompatibility
Java Architect Essentials
Java Architect Essentials
Aug 12, 2026 · R&D Management

Why Longer Prompts Fail: Codex Team’s Four‑Layer Workflow Architecture

The article analyzes how overloading a single prompt with rules, methods, data, and timing leads to inefficiency, and proposes a four‑layer Codex workflow—AGENTS.md for long‑term rules, Skills for reusable methods, MCP for external data, and scheduled tasks for stable execution—illustrated with concrete examples and CI integration.

AGENTS.mdAI workflowCodex
0 likes · 6 min read
Why Longer Prompts Fail: Codex Team’s Four‑Layer Workflow Architecture
IT Services Circle
IT Services Circle
Aug 12, 2026 · Artificial Intelligence

Mastering Codex: From AGENTS.md to Hooks – A Complete Guide

This article walks through Codex's five core engineering features—AGENTS.md, Skills, Subagents, the Model Context Protocol (MCP), and Hooks—explaining their purpose, how to create and configure them, and providing concrete examples, command snippets, and directory structures to help developers integrate these capabilities into their projects.

AGENTS.mdAI toolingCodex
0 likes · 21 min read
Mastering Codex: From AGENTS.md to Hooks – A Complete Guide
LuTiao Programming
LuTiao Programming
Jul 10, 2026 · Backend Development

Using Codex to Automate Full Java Spring Boot Tasks, Not Just Generate Code

The article explains how Java developers can treat Codex as an engineering agent that executes complete, well‑scoped Spring Boot tasks—by defining project rules, isolating work in a Git worktree, crafting detailed prompts with acceptance criteria, and reviewing changes in stages—to save repetitive development effort.

AGENTS.mdAI codingCodex
0 likes · 18 min read
Using Codex to Automate Full Java Spring Boot Tasks, Not Just Generate Code
Su San Talks Tech
Su San Talks Tech
Jul 7, 2026 · Artificial Intelligence

Master 97% of Codex Features in 3 Minutes: A Practical Guide

This guide walks you through the essential three‑step setup—creating a project workspace, writing an AGENTS.md specification, and using plan mode—then expands to phone integration, Skills, plugins, MCP, automation, Git workflows, and Worktree isolation, showing how to turn Codex from a chat window into a full‑featured AI‑powered development workstation.

AGENTS.mdAI assistantCodex
0 likes · 10 min read
Master 97% of Codex Features in 3 Minutes: A Practical Guide
Su San Talks Tech
Su San Talks Tech
Jul 4, 2026 · Artificial Intelligence

How to Write an Effective CLAUDE.md for Claude Code (Even If You’ve Only Used It 2½ Years)

The article explains why AI coding tools like Claude Code need a concise CLAUDE.md onboarding file, details what should be included, offers concrete best‑practice tips such as keeping the file under 200 lines, using positive directives, leveraging Hooks and AGENTS.md, and provides troubleshooting steps and team‑collaboration strategies.

AGENTS.mdAI programmingCLAUDE.md
0 likes · 16 min read
How to Write an Effective CLAUDE.md for Claude Code (Even If You’ve Only Used It 2½ Years)
Old Meng AI Explorer
Old Meng AI Explorer
Jun 26, 2026 · Artificial Intelligence

Understanding Codex: Agents, Sandbox, Approval, AGENTS.md, and Memory

This article explains Codex’s core concepts—its autonomous Agent loop, sandbox permission boundaries, approval policies, the project‑specific AGENTS.md handbook, and optional Memory/Chronicle features—showing how they work together, how to configure them, and why they affect file‑renaming and other tasks.

AGENTS.mdAI AgentCLI
0 likes · 16 min read
Understanding Codex: Agents, Sandbox, Approval, AGENTS.md, and Memory
Architect
Architect
Jun 25, 2026 · Artificial Intelligence

Why a Concise CLAUDE.md Entry File Is Critical for LLM Agents in Your Repo

The article explains how a short, well‑structured CLAUDE.md file injects the minimal yet essential context an LLM coding agent needs before it scans a repository, preventing common mis‑assumptions about tech stack, commands, boundaries, and completion criteria.

AGENTS.mdAI toolingCLAUDE.md
0 likes · 16 min read
Why a Concise CLAUDE.md Entry File Is Critical for LLM Agents in Your Repo
Linyb Geek Road
Linyb Geek Road
Jun 24, 2026 · Artificial Intelligence

Google Agent Skills Whitepaper: How Lightweight SKILL.md Files Transform AI Agent Development

The whitepaper explains how the SKILL.md‑based agent‑skill framework solves four major LLM pain points—prompt bloat, missing procedural memory, costly multi‑agent ops, and cross‑vendor migration—by introducing a three‑stage progressive loading mechanism, rigorous evaluation standards, and meta‑skill automation for scalable, low‑token AI agents.

AGENTS.mdAgent SkillsLLM Optimization
0 likes · 35 min read
Google Agent Skills Whitepaper: How Lightweight SKILL.md Files Transform AI Agent Development
Old Meng AI Explorer
Old Meng AI Explorer
Jun 11, 2026 · Artificial Intelligence

Master 98% of Codex’s Features in Just 35 Minutes

This tutorial walks you through configuring AGENTS.md, using over 30 slash commands, leveraging Plan and Comment modes, building reusable Skills, connecting external services via MCP, automating long‑running tasks with Goal, and enabling security scanning to unlock the full power of the Codex AI coding assistant.

AGENTS.mdAI coding assistantCodex
0 likes · 17 min read
Master 98% of Codex’s Features in Just 35 Minutes
LuTiao Programming
LuTiao Programming
Jun 10, 2026 · Backend Development

Why 90% of Developers Misuse Codex for Spring Boot – The Critical First Mistake

Most developers give AI coding tools vague one‑sentence requests for Spring Boot tasks, causing the AI to generate code that violates project conventions, while a detailed engineering task sheet that includes context, constraints, and verification steps dramatically improves the quality and safety of the generated code.

AGENTS.mdCodexJava
0 likes · 16 min read
Why 90% of Developers Misuse Codex for Spring Boot – The Critical First Mistake
SpringMeng
SpringMeng
Jun 5, 2026 · Artificial Intelligence

Complete 2026 Guide to Codex Best Practices

This comprehensive 2026 guide details Codex best‑practice strategies, covering AGENTS.md configuration, phased workflows, sub‑agent orchestration, memory management, security considerations, common pitfalls, installation steps, and real‑world usage scenarios to help developers maximize AI‑assisted coding efficiency.

AGENTS.mdAI workflowCodex
0 likes · 22 min read
Complete 2026 Guide to Codex Best Practices
Code Ape Tech Column
Code Ape Tech Column
Jun 4, 2026 · Artificial Intelligence

The Complete 2026 Guide to Codex Best Practices

An exhaustive 2026 guide walks through Codex best‑practice configuration, staged workflows, debugging tactics, context management, prompt engineering, sub‑agent usage, security safeguards, common pitfalls, typical scenarios, installation steps, and a comparison of Codex’s web, CLI, and IDE forms, all backed by official docs and community insights.

AGENTS.mdAI code generationBest Practices
0 likes · 25 min read
The Complete 2026 Guide to Codex Best Practices
DataFunTalk
DataFunTalk
May 30, 2026 · Artificial Intelligence

Mastering Codex: Essential Practices from OpenAI

This guide outlines a systematic, engineering‑focused approach to using OpenAI's Codex, covering context provision, prompt structuring, configuration management, skill creation, automation, and common pitfalls to help developers turn Codex into a reliable, continuously improving teammate.

AGENTS.mdCodexMCP
0 likes · 15 min read
Mastering Codex: Essential Practices from OpenAI
Sohu Tech Products
Sohu Tech Products
May 27, 2026 · Artificial Intelligence

6 Practical Tips for Using Codex Effectively in Research Projects

The article outlines a six‑step workflow for leveraging Codex in research tasks—starting with reading the codebase, defining clear long‑term rules, planning complex changes, verifying assumptions, resetting the session after each task, and demanding explicit validation output—to make AI‑assisted development reliable and reproducible.

AGENTS.mdAI code generationCodex
0 likes · 6 min read
6 Practical Tips for Using Codex Effectively in Research Projects
Code of Duty
Code of Duty
May 27, 2026 · Artificial Intelligence

Configuring Codex Coding Rules with AGENTS.md: A Practical Guide

The article explains why Codex needs explicit project rules, distinguishes between collaboration rules in AGENTS.md and command‑permission rules in .codex/rules, and provides concrete examples, templates, and a checklist for writing effective, specific rules that keep Codex aligned with team conventions.

AGENTS.mdAI programmingCodex
0 likes · 11 min read
Configuring Codex Coding Rules with AGENTS.md: A Practical Guide
Eric Tech Circle
Eric Tech Circle
May 26, 2026 · Artificial Intelligence

Taming Codex with AGENTS.md: Project‑Level Context Governance

When AI coding assistants like Codex are launched in a project without proper context, they often modify the wrong code, run incorrect commands, misplace files, or ignore project conventions; the article explains that this stems from missing project rules and shows how an AGENTS.md file can provide the needed guidance, improve efficiency, and avoid common pitfalls.

AGENTS.mdAI AgentsCodex
0 likes · 10 min read
Taming Codex with AGENTS.md: Project‑Level Context Governance
ZhiKe AI
ZhiKe AI
May 23, 2026 · Artificial Intelligence

Why AI Won’t Follow Your Commands—and How a Simple “Rule” Manual Fixes It

Developers often receive AI‑generated code that ignores their framework, naming, or style preferences, but by creating a concise Rule file (e.g., AGENTS.md) that the assistant reads at startup, they can boost efficiency, enforce consistent standards, and reduce low‑level errors, as shown by recent industry studies.

AGENTS.mdAIRule
0 likes · 11 min read
Why AI Won’t Follow Your Commands—and How a Simple “Rule” Manual Fixes It
Linyb Geek Road
Linyb Geek Road
May 9, 2026 · Artificial Intelligence

Why Overly Long Context Files Reduce AI Agent Success by 3% and Raise Token Cost 20%

The article shows that adding redundant context to AI agents like Claude harms efficiency: each extra 50 lines dilutes attention, lowers task success by about 3 % and inflates token usage by roughly 20 %, because the model’s instruction budget is capped at 150‑200 tokens, so context files must be concise and focused on non‑derivable information.

AGENTS.mdAI AgentsCLAUDE.md
0 likes · 17 min read
Why Overly Long Context Files Reduce AI Agent Success by 3% and Raise Token Cost 20%
AI Architecture Hub
AI Architecture Hub
May 8, 2026 · Artificial Intelligence

Mastering Codex Commands: A Complete Beginner‑to‑Pro Guide

This guide explains how to efficiently control the Codex AI programming assistant by distinguishing its command types, presenting a step‑by‑step onboarding workflow, detailing the ten core slash commands, introducing advanced commands, and answering common questions to help developers avoid pitfalls and boost productivity.

AGENTS.mdAI programming assistantCLI workflow
0 likes · 36 min read
Mastering Codex Commands: A Complete Beginner‑to‑Pro Guide
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
Code Archaeology
Code Archaeology
Mar 26, 2026 · Artificial Intelligence

How Deep Agents Implements Memory: AGENTS.md Injection as Procedural Memory

This article maps cognitive psychology's semantic, episodic, and procedural memory to AI agent architecture, then details Deep Agents' MemoryMiddleware implementation that loads AGENTS.md files at initialization and injects their content into system prompts, functioning as procedural memory with semantic elements.

AGENTS.mdAI AgentsDeep Agents
0 likes · 10 min read
How Deep Agents Implements Memory: AGENTS.md Injection as Procedural Memory
o-ai.tech
o-ai.tech
Mar 14, 2026 · Artificial Intelligence

Mastering Codex: Essential Best Practices for Coding Agents

This guide walks beginners through proven habits for using Codex more efficiently across CLI, IDE extensions, and the Codex app, covering prompting, planning, validation, AGENTS.md, MCP integration, skills, automations, configuration, testing, and session management.

AGENTS.mdAI codingCodex
0 likes · 16 min read
Mastering Codex: Essential Best Practices for Coding 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