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379 articles · Page 1 of 4
Huajiao Technology
Huajiao Technology
Sep 30, 2026 · Game Development

Four AI-Assisted Game Prototypes for Live Streaming: From Guessing Games to 3D Farms

The Huajiao team shares four AI-assisted game development experiments — a social guessing game, a physics-based pool simulator, a tower-defense prototype, and a 3D farm conversion — revealing how AI accelerates prototyping but full delivery still requires substantial engineering, integration, and live-ops work.

AI-assisted developmentBlenderCocos engine
0 likes · 10 min read
Four AI-Assisted Game Prototypes for Live Streaming: From Guessing Games to 3D Farms
Machine Heart
Machine Heart
Sep 28, 2026 · Industry Insights

OpenAI Drops 5x/20x Usage Guarantees, Adds $500/Month Pro Max Tier

OpenAI has quietly renamed its ChatGPT Pro tiers to 'Pro Standard' and 'Pro More,' removing explicit 5x and 20x usage multipliers in favor of vague 'More usage than Plus' language, while a GitHub PR reveals an upcoming $500/month 'Pro Max' plan with fastest inference and full Codex access, raising concerns about hidden downgrades for existing subscribers.

CerebrasChatGPTCodex
0 likes · 7 min read
OpenAI Drops 5x/20x Usage Guarantees, Adds $500/Month Pro Max Tier
Architect
Architect
Sep 27, 2026 · Artificial Intelligence

Plan Mode Evolved: The Verifiable Work Loop AI Agents Actually Need

The article argues that Plan Mode isn't obsolete but should shift from static pre‑approval documents to a dynamic, evidence‑updated work loop where agents explore, act, verify, and escalate high‑impact decisions to humans, illustrated with a sync‑to‑async export refactoring example.

AI agentsClaude CodeCodex
0 likes · 39 min read
Plan Mode Evolved: The Verifiable Work Loop AI Agents Actually Need
IT Services Circle
IT Services Circle
Sep 27, 2026 · Artificial Intelligence

Building an AI Surveillance Video Analyzer with Codex to Solve a Burglary

The author describes building a surveillance video analysis system using Codex and GPT-luna-5.6 to process 20+ hours of footage, extracting frames, filtering static frames, creating 16-frame grids, and using natural language prompts to identify suspicious activity, with resume capability.

CodexGPT-luna-5.6frame extraction
0 likes · 10 min read
Building an AI Surveillance Video Analyzer with Codex to Solve a Burglary
Tech Architecture Stories
Tech Architecture Stories
Sep 25, 2026 · Artificial Intelligence

Why LLMs Shouldn't Think Everything: Jev, Codex, and the Heterogeneous Agent Revolution

The article argues that AI agents waste compute by using large language models for low-entropy decisions, and introduces Jev, a lightweight decision model that handles tool routing, code search, and log triage in milliseconds, enabling a System 1/System 2 architecture where Jev filters noise before Codex performs deep reasoning, a pattern mirrored by Glean's enterprise search stack.

AI agentsAgent ArchitectureCodex
0 likes · 16 min read
Why LLMs Shouldn't Think Everything: Jev, Codex, and the Heterogeneous Agent Revolution
Wuming AI
Wuming AI
Sep 21, 2026 · Artificial Intelligence

Codex vs AnySearch: Why Source Quality Beats Answer Fluency in AI Research

The author compares Codex's built-in search with AnySearch MCP for researching Forward Deployed Engineer roles, finding that while both produce plausible answers, AnySearch delivers higher-quality primary sources, better deduplication, structured data extraction, and faster task completion, proving search tool choice critically impacts research reliability.

AI search toolsAnySearch MCPCodex
0 likes · 9 min read
Codex vs AnySearch: Why Source Quality Beats Answer Fluency in AI Research
DataFunTalk
DataFunTalk
Sep 21, 2026 · Information Security

Claude Breaches OpenAI in 72 Hours: Image Bug to Internal PR

Hacktron AI researchers used Claude to discover a libheif memory corruption bug in OpenAI's Discourse forum, achieve remote code execution, hijack employee SSO sessions, access Codex-linked internal GitHub, and submit a pull request to openai/openai — all within 72 hours at under $3,000 model cost.

AI-assisted security researchClaudeCodex
0 likes · 10 min read
Claude Breaches OpenAI in 72 Hours: Image Bug to Internal PR
JavaGuide
JavaGuide
Sep 20, 2026 · Artificial Intelligence

Why Developers Are Switching to Pi: Minimal Agent Harness with Tree Sessions

This article analyzes Pi, a minimal AI coding agent harness that uses only four default tools (read, write, edit, bash) yet matches Claude Code and Codex in benchmarks, featuring tree-shaped sessions for branching workflows, an extension layer for custom capabilities, and a low initial context footprint, but requires users to manage permissions and extensions themselves.

AI coding agentBenchmarkClaude Code
0 likes · 25 min read
Why Developers Are Switching to Pi: Minimal Agent Harness with Tree Sessions
Java Architect Essentials
Java Architect Essentials
Sep 19, 2026 · Artificial Intelligence

Codex: The AI Agent That Reads, Edits, and Tests Your Codebase

This article explains how Codex functions as an AI agent that can read, modify, and test code within a project, detailing its working principles, suitable tasks, best practices for beginners, and the importance of a closed-loop workflow for effective collaboration.

AI coding agentCodexclosed-loop workflow
0 likes · 6 min read
Codex: The AI Agent That Reads, Edits, and Tests Your Codebase
Java Architect Essentials
Java Architect Essentials
Sep 19, 2026 · Artificial Intelligence

Codex Explained: OpenAI's AI Agent That Reads, Edits, Runs & Verifies Code

This article explains OpenAI's Codex as an autonomous coding agent that can read repositories, modify files, execute commands, and verify results across desktop, CLI, IDE, and cloud environments, detailing how it differs from chat-based assistants, subscription tiers, ideal use cases like codebase exploration and repetitive tasks, common pitfalls such as vague goals and over-trusting automation, and practical starting strategies for developers.

AI coding agentChatGPTCode Review
0 likes · 8 min read
Codex Explained: OpenAI's AI Agent That Reads, Edits, Runs & Verifies Code
Java Architect Essentials
Java Architect Essentials
Sep 16, 2026 · Artificial Intelligence

Codex Skills Cut Research Draft Time by 40%: 10-Run Experiment

The author shares a 10-run experiment showing that structured Codex Skills reduce research draft time from 40 to 20 minutes, cut manual corrections from 5–7 rounds to 2–3, and improve first-pass rates by codifying input rules, processing flows, and output contracts for repetitive tasks.

AI-assisted researchCodexSkill
0 likes · 6 min read
Codex Skills Cut Research Draft Time by 40%: 10-Run Experiment
Java Architect Essentials
Java Architect Essentials
Sep 16, 2026 · Artificial Intelligence

What Is Codex? OpenAI's AI Coding Agent for Software Engineering

Codex is an AI programming agent that reads repositories, edits files, runs commands and tests, and presents changes for review — ideal for repetitive, well-defined tasks like fixing tests or refactoring, but not for architectural decisions or high-risk changes such as database migrations.

AI programming agentCI debuggingCodex
0 likes · 3 min read
What Is Codex? OpenAI's AI Coding Agent for Software Engineering
AI Engineering
AI Engineering
Sep 16, 2026 · Artificial Intelligence

Inside OpenAI's Agentic Software Factory: Codex as Infrastructure

Gergely Orosz's deep dive into OpenAI reveals Codex has evolved from a coding assistant into the company's core infrastructure, enabling non-engineers to automate complex tasks, replacing IDEs and pull requests with autonomous agent pipelines, and reshaping engineering roles around judgment rather than code writing.

AI agentsAI infrastructureCodex
0 likes · 13 min read
Inside OpenAI's Agentic Software Factory: Codex as Infrastructure
Java Architect Essentials
Java Architect Essentials
Sep 16, 2026 · Artificial Intelligence

Codex: The AI Coding Agent That Reads, Edits, and Tests Your Code

This article explains how Codex differs from typical AI chat by acting as an autonomous coding agent that can read files, modify code, run commands, and execute tests within a repository, detailing which developers benefit most and the practical limits of its capabilities.

AI coding agentChatGPTCode Review
0 likes · 6 min read
Codex: The AI Coding Agent That Reads, Edits, and Tests Your Code
JavaGuide
JavaGuide
Sep 15, 2026 · Artificial Intelligence

Codex 'Dumbing Down' Claim Tested: Relay Accounts vs. Temporary Downgrades

The author empirically tests viral claims that OpenAI secretly degrades Codex for relay accounts, analyzing two benchmark tasks — a candy probability puzzle and an SVG pelican animation — finding local Codex passes both, while clarifying OpenAI's documented temporary downgrades target suspicious login activity, not relay usage specifically.

CodexGPT-6 AstraLLM evaluation
0 likes · 8 min read
Codex 'Dumbing Down' Claim Tested: Relay Accounts vs. Temporary Downgrades
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
TonyBai
TonyBai
Sep 13, 2026 · Backend Development

2 Engineers, AI, and a Rust Rewrite: Scaling OpenAI's Storage to 1B Users

OpenAI's Habitat storage system evolved from a Python library to a distributed platform handling 70M requests/second for 1B users, with engineers detailing scaling challenges, asyncio tuning, connection pool fixes, and a 2-engineer Rust rewrite using Codex and GPT-5.5 that boosted CPU efficiency 6x and memory efficiency 15x.

AI-assisted codingCodexGPT-5.5
0 likes · 26 min read
2 Engineers, AI, and a Rust Rewrite: Scaling OpenAI's Storage to 1B Users
Architecture Digest
Architecture Digest
Sep 11, 2026 · Artificial Intelligence

i-have-adhd: 10 Rules to Make AI Coding Agents Concise and Action-First

The article reviews i-have-adhd, a GitHub project with 36k stars that adds 10 behavioral rules to AI coding agents like Claude Code, Cursor, and Codex, forcing them to lead with concrete actions, number steps, omit pleasantries, and restate progress each turn, with before/after examples and installation commands for multiple tools.

AI coding agentsClaude CodeCodex
0 likes · 7 min read
i-have-adhd: 10 Rules to Make AI Coding Agents Concise and Action-First
Java Architect Essentials
Java Architect Essentials
Sep 9, 2026 · Artificial Intelligence

Codex vs Claude Code: Which AI Tool Better Handles Business Requirements?

This article compares Codex and Claude Code for implementing business requirements, analyzing how each integrates with development workflows, handles cross-file changes, and fits different team collaboration styles, concluding that the best choice depends on project entry points, collaboration rhythm, and validation methods rather than raw code generation quality.

AI coding assistantsClaude CodeCodex
0 likes · 6 min read
Codex vs Claude Code: Which AI Tool Better Handles Business Requirements?
Architecture Digest
Architecture Digest
Sep 9, 2026 · Artificial Intelligence

ECC: Open-Source Agent Harness Fixes AI Coding Security & Memory (1.9k Stars in 24h)

ECC (Everything Claude Code) is an open-source agent harness that wraps AI coding tools like Claude Code, Codex, and Cursor, adding 102 security rules, automated red/blue-team scanning, persistent cross-session memory via hooks and continuous learning, plus 261 reusable skills and 64 specialized agents — all installable via two commands.

AI coding agentsAgent HarnessAgentShield
0 likes · 9 min read
ECC: Open-Source Agent Harness Fixes AI Coding Security & Memory (1.9k Stars in 24h)
Java Architect Essentials
Java Architect Essentials
Sep 7, 2026 · Artificial Intelligence

Codex Radar Isn't Official — Here's What the Community Actually Built

The article clarifies that OpenAI has no official 'Codex Radar' feature, explaining how community-built usage dashboards and task aggregators help high-frequency Codex users manage quotas, schedule refactoring, and monitor long-running tasks across projects, while warning about data privacy and permission risks with third-party tools.

AI coding assistantCodexOpenAI
0 likes · 3 min read
Codex Radar Isn't Official — Here's What the Community Actually Built
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Sep 6, 2026 · Artificial Intelligence

OpenAI's Tibo on Next-Gen Agents: Invisible Mechanisms, Ultra Fast, and Recursive Self-Improvement

OpenAI Codex lead Tibo reveals why next-gen AI agents will make skills and memory management disappear, how Ultra Fast mode restores real-time flow, why ChatGPT and Codex are merging into a personalized AGI, and how recursive self-improvement now extends from model training to CUDA kernels and infrastructure.

AI agentsChatGPTCloud Computing
0 likes · 33 min read
OpenAI's Tibo on Next-Gen Agents: Invisible Mechanisms, Ultra Fast, and Recursive Self-Improvement
Java Architect Essentials
Java Architect Essentials
Sep 5, 2026 · R&D Management

Codex Research Skills: When They Pay Off (and When They Don't)

The article argues that investing time in creating Codex research skills is worthwhile only for repetitive tasks like weekly paper tracking, experiment reproduction, and team onboarding, advising researchers to start small, validate with real runs, and prioritize traceability over automation speed.

AI-assisted researchCodexautomation
0 likes · 4 min read
Codex Research Skills: When They Pay Off (and When They Don't)
Top Architect
Top Architect
Sep 5, 2026 · Artificial Intelligence

How an OpenAI Engineer Turns Codex into a Persistent AI Workforce

OpenAI Codex team member Jason Liu shares his 'Codex-maxxing' system: persistent cross-month threads, voice-driven tasks, Heartbeats scheduled automation, @computer UI control, test-verified completion, local Obsidian memory, and new Goal mode for autonomous multi-day workflows.

AI agentsCodexGoal Mode
0 likes · 10 min read
How an OpenAI Engineer Turns Codex into a Persistent AI Workforce
macrozheng
macrozheng
Sep 5, 2026 · Artificial Intelligence

OpenAI Codex Lead: Why Juggling 10 AI Agents Isn't the Future

OpenAI Codex lead Tibo argues that developers shouldn't manage dozens of AI agents manually; instead, future systems should orchestrate tasks, maintain context, and only interrupt humans for high-risk decisions, turning programmers from supervisors into strategic deciders.

AI agentsAI-assisted codingCodex
0 likes · 11 min read
OpenAI Codex Lead: Why Juggling 10 AI Agents Isn't the Future
Top Architecture Tech Stack
Top Architecture Tech Stack
Sep 4, 2026 · Artificial Intelligence

GPT-6 Astra: AI Agents Shift Focus from Token Price to Task Completion Cost

GPT-6 Astra introduces agent capabilities that operate software environments, browse the web, run tests, and maintain cross-window context, shifting AI coding evaluation from token pricing to task completion cost, with benchmarks showing 57.7% on Terminal-Bench 4.0 and 97.6% on FrontierMath Tier 4, plus pricing at $10/$50 per million tokens.

AI agentsCodexDeepSWE
0 likes · 9 min read
GPT-6 Astra: AI Agents Shift Focus from Token Price to Task Completion Cost
JD Tech Talk
JD Tech Talk
Sep 4, 2026 · Mobile Development

Codex-Driven Mobile Full-Stack: From Relay Prototypes to Deliverable Pipelines

The article presents a methodology for mobile AI full-stack development using Codex, emphasizing contract management over code generation. It details parsing Relay prototypes into visual, interaction, data, business, and engineering contracts, a seven-step process with backend closing complex decisions, frontend executing design, AI generating within constraints, and dual visual-and-pipeline acceptance.

AI-assisted developmentAcceptance TestingCodex
0 likes · 27 min read
Codex-Driven Mobile Full-Stack: From Relay Prototypes to Deliverable Pipelines
JD Cloud Developers
JD Cloud Developers
Sep 4, 2026 · Mobile Development

Codex-Driven Mobile Full-Stack: From Relay Prototypes to Deliverable Pipelines

The article presents a reusable method for mobile AI full-stack development using Codex, emphasizing contract management over code generation. It distinguishes mobile C-end from PC admin pages, defines five contracts (visual, interaction, data, business, engineering), outlines a 7-step process from Relay prototype parsing to dual acceptance, and shows how backend engineers can own mobile delivery without compromising UX.

AI-assisted developmentCodexContract Management
0 likes · 27 min read
Codex-Driven Mobile Full-Stack: From Relay Prototypes to Deliverable Pipelines
Java Architecture Diary
Java Architecture Diary
Sep 4, 2026 · Backend Development

AI Code Is Fast, But Can You Review It? The show-me Skill for Scalable Code Review

As AI coding tools like Claude Code and Codex accelerate code generation, traditional line-by-line git diff reviews become a bottleneck; the HumanLayer show-me skill addresses this by requiring AI agents to produce structured views—compact call trees, shallow file trees with responsibility annotations, Mermaid sequence diagrams, and semantic diffs—so reviewers can quickly grasp call chains, module boundaries, and data flows without reading thousands of lines.

AI-assisted developmentClaude CodeCode Review
0 likes · 7 min read
AI Code Is Fast, But Can You Review It? The show-me Skill for Scalable Code Review
Node.js Tech Stack
Node.js Tech Stack
Sep 3, 2026 · Artificial Intelligence

GPT-6 Astra: OpenAI's Computer-Using Agent Hits 99.9% ARC-AGI and Automates Full Workflows

OpenAI's GPT-6 Astra integrates reasoning, computer operation, and continuous execution into a single model, scoring 72.6% on OSWorld 2.0, 57.9% on Terminal-Bench 4.0, and 99.9% on ARC-AGI-3 with a Provider Adapter, while demonstrating autonomous tax filing, CRM updates, code migration, and zero-day vulnerability discovery — all with new cross-context memory and safety boundaries.

AGIAI agentsAI safety
0 likes · 12 min read
GPT-6 Astra: OpenAI's Computer-Using Agent Hits 99.9% ARC-AGI and Automates Full Workflows
macrozheng
macrozheng
Sep 3, 2026 · Operations

WezTerm: The Ultimate Windows Terminal for Claude Code & Codex

This article reviews WezTerm, a GPU-accelerated Rust terminal with built-in multiplexing, Lua configuration, and session persistence, demonstrating its superiority over Windows Terminal for running AI coding agents like Claude Code and Codex on Windows through practical configuration examples and a live session persistence test.

Claude CodeCodexLua configuration
0 likes · 14 min read
WezTerm: The Ultimate Windows Terminal for Claude Code & Codex
PMTalk Product Manager Community
PMTalk Product Manager Community
Sep 3, 2026 · Product Management

Beyond PRDs: 7 Codex Skills Every Product Manager Should Install First

The article introduces seven reusable Codex Skills that structure the product discovery workflow — from cleaning feature requests and designing unbiased interview scripts to building opportunity-solution trees, prioritizing features with evidence, defining measurable dashboards, and generating visual concepts — enabling product managers to embed their methodology into repeatable AI workflows rather than relying on ad-hoc prompts.

AI workflowCodexFeature Analysis
0 likes · 18 min read
Beyond PRDs: 7 Codex Skills Every Product Manager Should Install First
Su San Talks Tech
Su San Talks Tech
Sep 2, 2026 · Artificial Intelligence

How to Connect GPT, DeepSeek, and Grok to Codex Using OpenCodex

This step‑by‑step guide shows how to install OpenCodex, configure multiple AI providers such as GPT, DeepSeek, and Grok, and switch between them within Codex to streamline complex refactoring, batch edits, and script generation tasks.

AI model integrationCodexDeepSeek
0 likes · 6 min read
How to Connect GPT, DeepSeek, and Grok to Codex Using OpenCodex
IT Services Circle
IT Services Circle
Sep 1, 2026 · Artificial Intelligence

How a 28K‑Star GitHub Skill Enables AI to Generate Polished Charts

The article reviews the open‑source Diagram Design skill, which uses AI to automatically produce clean, publication‑ready charts by applying rule‑based styling, supporting 39 diagram types, extracting site themes, and offering simple installation via Claude Code or Codex plugins.

AI chart generationClaude CodeCodex
0 likes · 4 min read
How a 28K‑Star GitHub Skill Enables AI to Generate Polished Charts
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
Niu Liu
Niu Liu
Aug 31, 2026 · R&D Management

Enterprise Codex Governance: Trustworthy Collection, Secure Access, Auditable Lifecycle

This article details the architecture of an enterprise governance platform for Codex AI coding assistants, covering local encrypted collection with 90ms hooks, server-side parsing with tenant isolation, tiered content access (L0–L3) requiring multi-party approval, and operational use cases from deployment health monitoring to employee offboarding with zero-residue verification.

AI coding assistantCodexDesensitization
0 likes · 17 min read
Enterprise Codex Governance: Trustworthy Collection, Secure Access, Auditable Lifecycle
Top Architecture Tech Stack
Top Architecture Tech Stack
Aug 30, 2026 · Artificial Intelligence

How OpenAI’s Codex Is Becoming a Never‑Stopping AI Agent

OpenAI is experimenting with a persistent Codex agent that runs continuously, autonomously creates follow‑up tasks, remembers prior sessions, and can operate across development tools, raising new security, cost, and governance challenges for software teams.

AI safetyCodexCost Management
0 likes · 16 min read
How OpenAI’s Codex Is Becoming a Never‑Stopping AI Agent
Old Zhang's AI Learning
Old Zhang's AI Learning
Aug 29, 2026 · Artificial Intelligence

ChatGPT's Computer History: AI That Watches Your Workflow and Writes Automations

ChatGPT's new Computer History feature on macOS captures clicks, keystrokes, and app switches via Accessibility API, builds a searchable timeline, summarizes activity into local markdown memories, and suggests automations for repetitive tasks—available only to Pro, Business, and Enterprise users with granular privacy controls and notable prompt-injection risks.

AI agentsAccessibility APIChatGPT
0 likes · 10 min read
ChatGPT's Computer History: AI That Watches Your Workflow and Writes Automations
Java Architecture Diary
Java Architecture Diary
Aug 28, 2026 · Artificial Intelligence

Giving AI Coding Agents IDE Superpowers: IDEA MCP Server Integration with Codex

This article explains how IntelliJ IDEA's built-in MCP Server (since 2025.2) enables AI coding agents like Codex to directly control the IDE via the Model Context Protocol, allowing them to run configurations, read diagnostics, format code, and debug Spring Boot applications instead of relying on blind command-line builds.

AI coding agentsCodexIDE integration
0 likes · 7 min read
Giving AI Coding Agents IDE Superpowers: IDEA MCP Server Integration with Codex
AI Step-by-Step
AI Step-by-Step
Aug 27, 2026 · Artificial Intelligence

codebase-memory-mcp: Giving Claude Code & Codex a Queryable Code Knowledge Graph

This article introduces codebase-memory-mcp, an MCP-based tool that indexes entire codebases into a queryable knowledge graph, enabling AI coding assistants to understand module call relationships, perform impact analysis, and answer structural queries via openCypher across 158 languages.

AI coding assistantClaude CodeCodex
0 likes · 7 min read
codebase-memory-mcp: Giving Claude Code & Codex a Queryable Code Knowledge Graph
Top Architecture Tech Stack
Top Architecture Tech Stack
Aug 25, 2026 · Artificial Intelligence

The End of the Codex Middleman Era: sub2Api Now in the Crosshairs

With OpenAI tightening controls and cheap ChatGPT proxies collapsing, developers must shift from merely prompting to building stable AI‑coding pipelines that include context engineering, tool governance, permission boundaries, observability, failure recovery, and multi‑agent collaboration.

AI programmingAgent EngineeringClaude Code
0 likes · 5 min read
The End of the Codex Middleman Era: sub2Api Now in the Crosshairs
JD Cloud Developers
JD Cloud Developers
Aug 25, 2026 · Artificial Intelligence

Skill-up: Open-Source Evaluation Tool for AI Agent Skills

This article introduces Skill-up, an open-source command-line tool from Alibaba for evaluating Agent Skills in AI-assisted programming, covering its directory structure, installation methods, key commands for running evaluations across different engines, and a demonstration of creating and running test cases with report generation.

AI-assisted programmingAgent SkillsAlibaba
0 likes · 5 min read
Skill-up: Open-Source Evaluation Tool for AI Agent Skills
IoT Full-Stack Technology
IoT Full-Stack Technology
Aug 24, 2026 · Artificial Intelligence

Eliminate IDEA‑AI Switching with CC GUI: The Seamless Claude Code & Codex Companion

CC GUI is an open‑source MIT‑licensed JetBrains plugin that consolidates Claude Code, Codex, and related CLI capabilities into a single IDEA panel, offering features such as file referencing, diff view, token cost tracking, slash commands, and MCP integration, while comparing its approach to official ACP and alternatives like Qoder and CodeBuddy.

ACPAI codingCC GUI
0 likes · 11 min read
Eliminate IDEA‑AI Switching with CC GUI: The Seamless Claude Code & Codex Companion
IoT Full-Stack Technology
IoT Full-Stack Technology
Aug 23, 2026 · Artificial Intelligence

Why CC GUI Is the Ideal Companion for Claude Code and Codex in IntelliJ IDEA

The article explains how the open‑source CC GUI plugin embeds Claude Code and Codex CLI directly into IntelliJ IDEA, eliminating the disruptive switch between the IDE and terminal, and offers a visual workbench with file references, diff integration, token cost tracking, and extensible slash commands.

AI coding assistantCC GUI pluginClaude Code
0 likes · 11 min read
Why CC GUI Is the Ideal Companion for Claude Code and Codex in IntelliJ IDEA
IoT Full-Stack Technology
IoT Full-Stack Technology
Aug 22, 2026 · Artificial Intelligence

Why CC GUI Is the Perfect Companion for Running Claude Code and Codex Inside IDEA

The CC GUI plugin brings Claude Code and Codex CLI capabilities directly into JetBrains IDEA, offering a visual workbench that consolidates file references, diff viewing, token cost tracking, and MCP extensions, while comparing its lightweight ACP approach to full‑featured GUI solutions and outlining installation, configuration, and practical usage tips.

AI codingCC GUIClaude Code
0 likes · 10 min read
Why CC GUI Is the Perfect Companion for Running Claude Code and Codex Inside IDEA
AI Programming Lab
AI Programming Lab
Aug 21, 2026 · Artificial Intelligence

How I Combined Claude Code and Codex to Produce an Accepted Conference Paper

The author details a step‑by‑step auto‑research workflow that uses Claude Code and Codex across multiple medical imaging challenges, from dataset preparation and model training on RTX 4090 GPUs to AI‑generated draft writing, iterative Codex review, and ultimately achieving a conference paper acceptance.

AI-assisted researchClaude CodeCodex
0 likes · 5 min read
How I Combined Claude Code and Codex to Produce an Accepted Conference Paper
PaperAgent
PaperAgent
Aug 21, 2026 · Artificial Intelligence

Agentic AI Hits Breakout Year – The Next Research Trend I’ve Captured

The article outlines the rapid surge of Agentic AI research in 2026, citing arXiv statistics, conference participation, a curated 324‑paper collection, and practical tips for using AI agents like Codex to streamline repetitive research tasks while warning against over‑reliance.

AI agentsAI safetyAgentic AI
0 likes · 5 min read
Agentic AI Hits Breakout Year – The Next Research Trend I’ve Captured
Top Architecture Tech Stack
Top Architecture Tech Stack
Aug 21, 2026 · Operations

Why a ChatGPT and Codex Outage Shows You Need a Backup Model

The recent ChatGPT and Codex outage reveals that relying on a single AI entry point can cripple development pipelines, so teams should adopt layered fault handling, status tagging, externalized context, circuit‑breakers, human‑approved actions, and a lightweight backup model to maintain continuity.

AI reliabilityChatGPTCodex
0 likes · 9 min read
Why a ChatGPT and Codex Outage Shows You Need a Backup Model
Java Architect Essentials
Java Architect Essentials
Aug 19, 2026 · Artificial Intelligence

What Changes When Codex and ChatGPT Are Unified?

The article explains how ChatGPT and Codex now share a unified entry point, shortening workflows while keeping distinct roles—Chat for discussion and Codex for code execution—and clarifies subscription, API differences, and the key focus areas for developers.

AI coding assistantAPI vs subscriptionChatGPT
0 likes · 4 min read
What Changes When Codex and ChatGPT Are Unified?
Old Zhang's AI Learning
Old Zhang's AI Learning
Aug 19, 2026 · Artificial Intelligence

Building an Open‑Source AI Bookkeeping Skill for Codex/WorkBuddy and Feishu CLI

The author created a set of four AI‑driven bookkeeping Skills that let users record, query, and generate monthly HTML reports with a single natural‑language command in WeChat, Codex, WorkBuddy or TraeWork, storing data locally in SQLite and in Feishu multidimensional tables, and released the whole solution as open source.

AICodexFeishu
0 likes · 7 min read
Building an Open‑Source AI Bookkeeping Skill for Codex/WorkBuddy and Feishu CLI
Java Architect Essentials
Java Architect Essentials
Aug 18, 2026 · Artificial Intelligence

Did Codex Merge with ChatGPT? Latest Updates Explained

The article clarifies that Codex and ChatGPT remain distinct entry points within the same OpenAI experience—ChatGPT serves as a general‑purpose conversational workspace, while Codex focuses on code‑centric tasks, with separate subscription plans, API usage, and ideal developer scenarios.

AI codingAPIChatGPT
0 likes · 4 min read
Did Codex Merge with ChatGPT? Latest Updates Explained
Frontend AI Walk
Frontend AI Walk
Aug 18, 2026 · Artificial Intelligence

Don't Migrate Your Proven AI Workflow to DeepSeek Harness Yet

The author argues that migrating a validated AI frontend development workflow from Cursor, Claude Code, or Codex to the new DeepSeek Harness is unnecessary because Harness only changes the agent runtime, not the methodology that ensures reliable delivery, and migration costs outweigh benefits given Harness's preview status.

AI agent workflowAgent RuntimeClaude Code
0 likes · 24 min read
Don't Migrate Your Proven AI Workflow to DeepSeek Harness Yet
Baidu Geek Talk
Baidu Geek Talk
Aug 17, 2026 · Artificial Intelligence

How ACX Pluginization Solves Multi‑Agent Harness Asset Management Challenges

The article analyses the complexity of managing Harness assets (rules, skills, hooks, configs) across multiple product lines, agents and devices in commercial clients, and details a four‑stage evolution—from single‑file sync to full ACX repository pluginization—providing a reproducible, unified governance model with daily auto‑updates and clear host integration.

ACXAI agentsClaude Code
0 likes · 25 min read
How ACX Pluginization Solves Multi‑Agent Harness Asset Management Challenges
Java Architect Essentials
Java Architect Essentials
Aug 16, 2026 · Artificial Intelligence

Codex vs Claude Code: Which AI Coding Assistant Fits Your Workflow?

This article compares Codex and Claude Code by examining how each integrates into development workflows, evaluating four real‑world task types, discussing pricing and quota considerations, and offering practical guidance for individual and team adoption to help you choose the right tool.

AI coding assistantClaude CodeCodex
0 likes · 6 min read
Codex vs Claude Code: Which AI Coding Assistant Fits Your Workflow?
Java Architect Essentials
Java Architect Essentials
Aug 16, 2026 · Artificial Intelligence

How to Choose Between ChatGPT Plus and Pro: A Practical Guide

The article compares ChatGPT Plus and Pro subscriptions, explaining how Plus suits stable daily tasks while Pro supports high‑intensity, continuous AI workflows, and offers a four‑question framework to help developers decide which plan matches their workload and interruption tolerance.

AI workflowChatGPTCodex
0 likes · 4 min read
How to Choose Between ChatGPT Plus and Pro: A Practical Guide
Java Architect Essentials
Java Architect Essentials
Aug 14, 2026 · Artificial Intelligence

Codex vs Claude Code: Which AI Coding Assistant Should Beginners Learn First?

The article compares OpenAI’s Codex and Anthropic’s Claude Code, explaining how their entry points, workflow integration, task suitability, and cost structures differ, and provides a step‑by‑step learning path—reading code, fixing bugs, and refactoring—to help programmers decide which tool to adopt first.

AI coding assistantsClaude CodeCodex
0 likes · 5 min read
Codex vs Claude Code: Which AI Coding Assistant Should Beginners Learn First?
Java Architect Essentials
Java Architect Essentials
Aug 14, 2026 · Artificial Intelligence

Codex vs Claude Code: Picking the AI Assistant That Seamlessly Fits Your Daily Development Workflow

The article compares OpenAI’s Codex and Anthropic’s Claude Code, explaining that the best choice depends on how developers work daily, the complexity and continuity of tasks, and usage intensity, and offers practical guidance on evaluating them with real‑project experiments rather than relying on demo videos.

AI code assistantClaude CodeCodex
0 likes · 5 min read
Codex vs Claude Code: Picking the AI Assistant That Seamlessly Fits Your Daily Development Workflow
AI Step-by-Step
AI Step-by-Step
Aug 13, 2026 · Artificial Intelligence

6 Combo Techniques to Make Codex and Claude Code Truly Boost Efficiency

The article presents six concrete, step‑by‑step combos that let developers produce high‑quality code with Codex and Claude Code while enabling non‑technical teammates to save time and deliver verifiable results, covering new feature pipelines, automated reviews, large refactors, nightly automation, urgent bug fixes, and project hand‑over.

Claude CodeCode ReviewCodex
0 likes · 6 min read
6 Combo Techniques to Make Codex and Claude Code Truly Boost Efficiency
IT Services Circle
IT Services Circle
Aug 13, 2026 · Artificial Intelligence

How a Simple Skill.md Earned 18K Stars by Making AI Say the Answer First

The open‑source i‑have‑adhd project, which has attracted over 18,000 GitHub stars, defines a Skill.md that forces AI coding assistants such as Claude Code, Codex, Qwen Code and Gemini CLI to place the answer up front, enumerate steps, report progress, and omit unnecessary chatter, with clear installation instructions and safety rules.

AI assistantsClaude CodeCodex
0 likes · 5 min read
How a Simple Skill.md Earned 18K Stars by Making AI Say the Answer First
Java Architect Essentials
Java Architect Essentials
Aug 12, 2026 · Artificial Intelligence

Do Codex and Claude Code Double Productivity? Why More AI Tools Aren’t Better

The article argues that running both Codex and Claude Code simultaneously rarely doubles efficiency, because without distinct workflow divisions the tools add duplicate configurations, context switching, and overhead, and recommends evaluating entry points, usage frequency, and review responsibilities before adopting multiple AI coding assistants.

AI coding assistantsClaude CodeCodex
0 likes · 4 min read
Do Codex and Claude Code Double Productivity? Why More AI Tools Aren’t Better
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
Java Tech Enthusiast
Java Tech Enthusiast
Aug 11, 2026 · Artificial Intelligence

Step‑by‑Step Guide: Integrate the New DeepSeek‑V4‑Flash into Codex (ChatGPT) with Real‑World Tests

The article explains how to replace Codex’s underlying model with DeepSeek‑V4‑Flash, provides benchmark results showing it outperforms DeepSeek‑V4‑Pro‑Preview and ranks 7th in Frontend Code Arena, highlights its low token price, and walks through installation, configuration, and sample prompts using official scripts.

AI pricingBenchmarkChatGPT
0 likes · 7 min read
Step‑by‑Step Guide: Integrate the New DeepSeek‑V4‑Flash into Codex (ChatGPT) with Real‑World Tests
Java Architect Essentials
Java Architect Essentials
Aug 11, 2026 · Artificial Intelligence

Choosing Between Codex and Claude Code: Avoid Pitfalls When Boosting Developer Productivity

The article compares OpenAI’s Codex and Anthropic’s Claude Code as developer productivity assistants, explaining how their integration points, task‑handling styles, cost structures, and suitable project scenarios differ, and offers practical steps for evaluating them on real‑world tasks to avoid common adoption pitfalls.

AI code generationClaude CodeCodex
0 likes · 5 min read
Choosing Between Codex and Claude Code: Avoid Pitfalls When Boosting Developer Productivity
TonyBai
TonyBai
Aug 10, 2026 · Artificial Intelligence

How Cloudflare Scaled AI‑Powered Code Review to 3,600 Engineers and 240K Interceptions

Cloudflare built a three‑layer AI engineering stack—platform, knowledge, and governance—that lets 3,600 engineers (95% of R&D) use AI tools at scale, reduces inference cost by 77% with Workers AI, intercepts over 240,000 standard violations, and keeps per‑review cost under $1 while maintaining high security.

AI EngineeringAI code reviewAgents
0 likes · 23 min read
How Cloudflare Scaled AI‑Powered Code Review to 3,600 Engineers and 240K Interceptions
Senior Tony
Senior Tony
Aug 9, 2026 · Artificial Intelligence

How to Choose Between WorkBuddy and Codex: A Detailed Comparison

The article compares WorkBuddy and Codex, outlining their distinct positioning, onboarding difficulty, pricing, model architecture, extensibility, and safety mechanisms, and advises which tool fits different user roles and workflow needs.

AI workflowCodexOffice Automation
0 likes · 8 min read
How to Choose Between WorkBuddy and Codex: A Detailed Comparison
Eric Tech Circle
Eric Tech Circle
Aug 3, 2026 · Artificial Intelligence

Native Integration of DeepSeek V4 Flash into Codex

The article explains how to directly integrate the newly released DeepSeek V4 Flash model—supporting the Responses API and offering 1 M context length—into Codex without proxy tools, provides step‑by‑step configuration files, shows cost and token‑usage tables, and compares it with OpenCode usage.

AICodexConfiguration
0 likes · 6 min read
Native Integration of DeepSeek V4 Flash into Codex
Architect
Architect
Aug 1, 2026 · R&D Management

Deconstructing Claude Code and Codex: The Six Core Components That Keep Coding Agents Stable

The article breaks down the six essential components of Claude Code and Codex—real‑time repository context, prompt caching, tools & permissions, context governance, session memory, and sub‑agents—showing how they align task state, action boundaries, and evidence to make coding agents reliable in real development workflows.

AI automationClaude CodeCodex
0 likes · 25 min read
Deconstructing Claude Code and Codex: The Six Core Components That Keep Coding Agents Stable
Node.js Tech Stack
Node.js Tech Stack
Aug 1, 2026 · Artificial Intelligence

DeepSeek V4 Flash Gains Native Codex Support: Why Users Call It “Pure”

DeepSeek V4 Flash now natively supports Codex's Responses API, removing the need for third‑party adapters, delivering notable benchmark gains, offering a simple pay‑per‑use pricing model, while still lacking multimodal inputs and some built‑in tools, making it ideal for developers focused on Codex workflows.

AI model benchmarkingCodexDeepSeek
0 likes · 9 min read
DeepSeek V4 Flash Gains Native Codex Support: Why Users Call It “Pure”
AI Open-Source Efficiency Guide
AI Open-Source Efficiency Guide
Aug 1, 2026 · Artificial Intelligence

Karpathy’s 10 LLM Coding Rules That Instantly Boost Claude and Codex

The Karpathy‑LLM‑Coding‑Rules repository offers ten executable, bilingual rules that constrain AI coding agents like Claude and Codex, providing clear validation criteria and anti‑pattern names to prevent over‑refactoring, hidden bugs, and unbounded dependencies, and can be dropped into a project with a single file copy.

AI agentsClaudeCodex
0 likes · 10 min read
Karpathy’s 10 LLM Coding Rules That Instantly Boost Claude and Codex
Open Source Tech Hub
Open Source Tech Hub
Jul 31, 2026 · Artificial Intelligence

DeepSeek V4‑Flash Public Beta: Agent Benchmarks Surpass V4‑Pro Preview with Native Responses API Support

DeepSeek V4‑Flash is now publicly available, delivering dramatically higher agent benchmark scores than the V4‑Pro preview, native compatibility with the OpenAI Responses API, seamless Codex integration across CLI, VS Code and desktop clients, and detailed zero‑proxy configuration guides for all platforms.

AI AgentBenchmarkCodex
0 likes · 8 min read
DeepSeek V4‑Flash Public Beta: Agent Benchmarks Surpass V4‑Pro Preview with Native Responses API Support
Java Tech Enthusiast
Java Tech Enthusiast
Jul 28, 2026 · Artificial Intelligence

Why You Can Ditch Most Superpowers Skills in the GPT‑5.6 Era

With GPT‑5.6, K3 and Claude Fable5 handling most routine coding steps, the author explains why many Codex Skills are now redundant, how progressive disclosure limits context, and offers a practical framework for deciding which Skills to keep, restructure, or discard.

AI codingCodexSuperpowers
0 likes · 13 min read
Why You Can Ditch Most Superpowers Skills in the GPT‑5.6 Era
AI Architecture Path
AI Architecture Path
Jul 27, 2026 · Artificial Intelligence

Tutti (3.1K★) Ends Copy‑Paste Chaos: A Unified Workspace for Claude Code and Codex

The article analyzes how the open‑source Tutti Agent OS eliminates repetitive copy‑paste and context hand‑over across multiple AI agents by providing a real‑time shared workspace, detailing its architecture, core features, installation methods, real‑world use cases, advantages, and current limitations.

AI agentsClaude CodeCodex
0 likes · 15 min read
Tutti (3.1K★) Ends Copy‑Paste Chaos: A Unified Workspace for Claude Code and Codex
Old Zhang's AI Learning
Old Zhang's AI Learning
Jul 27, 2026 · Fundamentals

Exploring the Kakeya Conjecture: A Codex‑Powered Interactive Lab After Wang Hong’s Fields Medal

The article explains the history and recent proof of the three‑dimensional Kakeya conjecture, describes how the author used Codex to create an interactive Three.js experiment that visualizes the conjecture, and outlines a reusable workflow for turning complex scientific ideas into accessible web demos.

CodexFields MedalKakeya conjecture
0 likes · 11 min read
Exploring the Kakeya Conjecture: A Codex‑Powered Interactive Lab After Wang Hong’s Fields Medal
Old Zhang's AI Learning
Old Zhang's AI Learning
Jul 26, 2026 · Artificial Intelligence

ChatGPT Web Now Supports Skills – Unlocking a Hidden Cloud Computer

The author notes that the latest ChatGPT web interface has merged Codex‑like Skills and a cloud‑based sandbox, allowing users to upload and run over a hundred Skills without consuming Codex limits, effectively turning the service into an always‑on AI “cloud computer” for tasks such as file handling, document generation, and web automation.

AI automationChatGPTCloud Sandbox
0 likes · 7 min read
ChatGPT Web Now Supports Skills – Unlocking a Hidden Cloud Computer
Linyb Geek Road
Linyb Geek Road
Jul 24, 2026 · Artificial Intelligence

How OpenAI’s Harness Engineering Template Enables Self‑Improving AI Code Generation

OpenAI’s internal team built a million‑line codebase in five months without a single human‑written line by using Codex agents, structuring the repository as a rule‑enforced environment, and iteratively automating testing, review, and maintenance to let AI drive the entire software development lifecycle.

AI agentsAI code generationCodex
0 likes · 13 min read
How OpenAI’s Harness Engineering Template Enables Self‑Improving AI Code Generation