#Codex usage monitoring
125 related articles
·6 min
Doubao and Qwen Retire AI Agents: How Compute Costs Are Reshaping AI's Commercial Boundaries
Doubao and Qwen have retired their AI Agent features. The real reason isn't regulation—it's that companion-chat users don't pay, making compute costs unrecoverable. A deep dive into AI's cost dilemma.
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·3 min
GPT Flagship Model Integrates with Codex: A Deep Dive into 750 Tokens/sec Inference Speed
OpenAI's top flagship model integrates with Codex, hitting 750 tokens/sec on Cerebras wafer chips. We break down MoE architecture, subscription changes, and open-source advances from Hunyuan and Longcat 2.0.
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·5 min
GPT-5.6 Sol Limited Preview: A Deep Dive into the Sol/Tera/Luna Tiers and Access Mechanism
OpenAI officially releases the GPT-5.6 Sol limited preview, with three tiers — Sol, Tera, Luna — each differing in price and capability. A deep dive into tier selection, five-layer safety gates, and API pricing.
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·3 min
OpenAI's Official Plugin codex-plugin-cc: Calling Codex Inside Claude Code for Dual-AI Collaboration
OpenAI's open-source codex-plugin-cc plugin lets developers call Codex inside Claude Code for code review and task delegation. 22K+ GitHub stars signal AI coding's multi-model era.
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·6 min
GPT-5.6 Explained: Three Variants and OpenAI's First Government Review of an AI Model
OpenAI released GPT-5.6 with three variants—Soul, Terra, Luna—and for the first time notified and submitted the model to U.S. government review before full release. A deep dive into the variants, Max/Ultra upgrades, and cybersecurity defenses.
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·6 min
Alibaba Bans Claude Code: The Enterprise Security Red Line for AI Coding Tools
In-depth analysis of Alibaba's comprehensive internal ban on Claude Code: from the hidden-marker controversy and Anthropic's regional-restriction stance to five core questions of enterprise AI coding tool security admission.
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·4 min
Complete Guide to Connecting External Models in Codex: Two Methods to Unlock Full Capabilities
Two methods for connecting external models to Codex: manually configure keys via relay services, or use the CC Tool to auto-bridge GPT, DeepSeek, and more. Covers auth/config files, CC Tool usage, and multi-model switching.
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Launch a Cloud Dev Environment in One …
·4 min
Launch a Cloud Dev Environment in One Prompt: A Deep Dive into the Codex DigitalOcean Plugin
OpenAI Codex's DigitalOcean plugin lets developers launch persistent cloud dev environments with a single natural language prompt. A deep dive into capabilities, use cases, and risks.
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·4 min
Frontend to Full-Stack AI: A Complete NestJS + LangChain Roadmap
Pure frontend roles are shrinking fast. Learn how mastering NestJS and LangChain AI agent development can unlock a 20–30% salary boost on your full-stack AI transition path.
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·3 min
CodeBurn: The 8.4K-Star Open-Source Tool That Tracks Every Cent of Your AI Coding Spend
CodeBurn is a privacy-first local tool for analyzing AI coding costs. It supports 31 tools including Claude Code, Cursor, and Codex, breaking down spending by model, project, and task to eliminate hidden waste.
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·3 min
OpenAI's Official Plugin: Let Codex Review Your Code Inside Claude Code
OpenAI's official open-source plugin brings Codex into Claude Code for cross-model code review. Five core features including adversarial review and sub-agent delegation — with real risk warnings included.
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GPT-5.6 Sol Deep Dive: Major Upgrades …
·3 min
GPT-5.6 Sol Deep Dive: Major Upgrades Across Coding, Science, and Cybersecurity
OpenAI previews GPT-5.6 Sol, featuring major upgrades in coding, scientific research, and cybersecurity alongside its most advanced safety stack yet.
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·7 min
GPT Account Sharing Traps: The Hidden Risks Behind Low-Cost Shared Subscriptions
Is GPT Pro carpooling or account top-up really reliable? This article analyzes the risks of low-cost sharing including account security, privacy leaks, financial loss, and compliance issues.
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·2 min
Codex's Insane Logging Is Destroying Your SSD: 37TB Written in 21 Days
OpenAI Codex has a severe logging bug that wrote 37TB to a user's SSD in 21 days, potentially killing drives within a year. Learn the cause, risk, and fix.
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·2 min
AI Programming Learning Roadmap: A Complete Six-Stage Guide from Beginner to Expert
A systematic breakdown of the six-stage AI programming learning roadmap, from zero-code start to mastering Cursor and professional tools, methodology frameworks, advanced patterns, and project practice.
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·3 min
Deep Dive into the 198-Page Codex Chinese Manual: A Complete Guide from Beginner to Advanced
Deep breakdown of ByteDance's internal 198-page Codex Chinese manual covering installation, Commands, MCP workflows, Skills templates, multi-Agent collaboration, and background task scheduling.
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·4 min
From Vibe Coding to AI-Engineered Programming: A Practical Guide to Three Levels of Mastery
A deep dive into three levels of AI programming: Vibe Coding for rapid prototyping, Plan Mode for structured development, and AI-engineered programming for enterprise-grade projects with SDD and Claude Code SuperPower.
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·2 min
Codex vs Claude Code vs Cursor: In-Depth Comparison and Selection Guide for AI Coding Tools
In-depth comparison of Codex, Claude Code, and Cursor across pricing, stability, and strengths to help frontend and backend developers find their ideal AI coding assistant.
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·3 min
Token Doomsday: The Industry Truth Behind AI Coding's Spiraling Costs
GitHub Copilot shifts from flat-rate to per-token billing, sending dev costs from $29/mo to $1,000+. Uber burns its annual AI budget in months. A deep dive into Token Doomsday.
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·4 min
GLM 5.2 & Zcode Hands-On Review: A Deep Dive into the Free AI Coding Tool with 5 Million Tokens/Day
In-depth review of Zhipu's GLM 5.2 model and Zcode programming tool: interface experience, coding benchmarks, and long-horizon Agent performance compared to GPT and Opus. 5M free tokens/day with MIT license.
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