#Codex 1M context
1538 related articles
·3 min
Codex GPT-5.6 1M Context Configuration Tutorial & Pitfall Guide
Guide to configuring GPT-5.6-Sol 1M context in OpenAI Codex, with analysis of price doubling, capability degradation, and noise issues, plus practical scenario-based recommendations.
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·5 min
AI Penetration Testing Learning Roadmap: A Four-Stage Progressive Guide from Beginner to Enterprise-Level Practice
A systematic breakdown of the four-stage AI + penetration testing learning roadmap, covering Agent fundamentals, Web vulnerability discovery, enterprise automation, and advanced practice.
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·4 min
DeepSeek Harness in Practice: Deep Dive into the "Everything is a Plugin" Agent Framework
Deep dive into DeepSeek Harness agent framework's "Everything is a Plugin" philosophy, comparing Rally, Standard, and PTC modes with real token consumption data and setup guide.
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·2 min
Semantica: The Open-Source Reasoning Engine That Creates Complete Evidence Chains for AI Decisions
Semantica is an open-source deterministic reasoning engine that builds complete evidence chains for AI decisions using knowledge graphs and W3C PROV standards, with 6000x query acceleration and self-hosted deployment for regulated industries.
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·3 min
Claude Code Enables Auto Mode by Default: A Deep Dive into AI Coding Agent Permission Changes
Anthropic announces Claude Code will default to auto mode from August 14. Analyze the impact on developer workflows, community safety debates, and how to configure permission boundaries.
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·3 min
Gitar: An AI Code Review Tool That Doesn't Just Find Issues — It Fixes Them
Gitar is an AI code review tool that automatically fixes issues it finds, supports PR review & repair, CI failure diagnosis, and Flaky Test handling. Now part of Sonar.
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·3 min
Claude Code Hands-On Review: A Comprehensive Comparison with Cursor, Trae, and Other AI Coding Tools
In-depth comparison of Claude Code, Cursor, Trae, Copilot and other mainstream AI coding tools. From installation, code accuracy to automation level, find your ideal AI coding assistant.
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·3 min
Complete Tutorial: Building an AI Programming Environment with OpenCode + MCP
Learn how to build an AI programming environment using open-source OpenCode with DeepSeek and MCP services. Covers tool comparison, model selection, and Plan/Build workflow setup.
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·2 min
What Is Codex? The Core Differences Between OpenAI's Coding Agent and ChatGPT
Deep dive into OpenAI Codex coding agent's core features, comparing Codex vs ChatGPT to help developers understand AI programming's shift from talking to doing.
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·4 min
Software Engineering in the Agentic Era: The Development Paradigm Is Being Fundamentally Reshaped
An in-depth analysis of how AI agents are reshaping software engineering paradigms—from code completion to autonomous execution—covering agentic workflows, productivity shifts, reliability challenges, and the evolving role of engineers.
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·4 min
LangChain in Practice: Why It Remains the Core Framework for Agent Development
Why learning the LangChain framework beats chasing AI tools like Cursor and Claude Code. Covers Agent development thinking, token planning, and LangGraph.
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·2 min
OpenAI's Mysterious Model "Doug" Exposed: Capable of Making Fable Look Primitive?
OpenAI's internal codename "Doug" model leaked, allegedly its biggest pre-train ever that will make Fable look "primitive." Analysis of timeline, safety testing, and key factors.
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·3 min
Solving Codex Long-Task Drift: Deep Analysis and Fix Strategies for Three Failure Modes
Deep analysis of AI coding agent drift in long tasks, decomposed into goal drift, state drift, and strategy drift with targeted diagnostic methods and fix strategies.
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·3 min
Codex Harness Goes Open Source: AI Moats Shift from Models to Runtimes
OpenAI open-sources Codex Harness with Rust core, app server, and full AST processing. Same model scores nearly 3x higher on ARC-AGI-3, saves 6x tokens. Deep analysis of Codex vs DeepSeek Harness.
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·3 min
DeepSeek V4 Pro Hands-On: Impressive Benchmark Scores but Frontend Generation Still Has Bugs
Hands-on review of DeepSeek V4 Pro: community testing covers T5 and Candy tests, Terminal Bench score of 87.9, Harness tool impressions, and cost analysis to help you decide if V4 Pro is worth upgrading to.
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·2 min
Codex vs Claude Real-World Comparison: A Developer's In-Depth Analysis After One Week of Use
A developer used Codex as their primary AI coding tool for a week, surpassing Claude in usage frequency. This analysis combines 86 Hacker News comments to compare their strengths across scenarios.
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·4 min
AI Daily: Cursor Merges into SpaceX, Qwen3 Open-Source Approaches Frontier, GLM-5.3 Released
Aug 18 AI Daily: Cursor merges into SpaceX for Grok tools, Qwen3 open-source hits 200+ tok/s approaching frontier, GLM-5.3 released for coding, GPT-5.6 turbo mode previewed.
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·2 min
agent-manager: Unified Management of 6 Major AI Coding Assistants with tmux
agent-manager is an open-source tool that uses tmux to manage 6 AI coding assistants including Claude Code, Codex, and Gemini CLI with live status monitoring, keyboard shortcuts, and git worktree isolation.
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·4 min
LangChain MCP Integration in Practice: From Concepts to Building Multi-Tool AI Applications
Complete guide to integrating LangChain with MCP protocol, covering Agent principles, MCP Server/Client communication, tool reuse, and framework decoupling for building multi-tool AI applications.
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·3 min
Vibe Coding for Beginners: A Six-Step Guide to Building Complete Products with AI
A detailed six-step Vibe Coding guide covering AI tool selection, prompt writing, and hands-on projects to help beginners build real products with AI.
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