#Codex controller
32 related articles
·4 min
HAMAS Multi-Agent Framework in Practice: A Guide to Building 5 AI Personas Working in Harmony
Learn how to build a multi-Agent AI team with the HAMAS framework: 5 role configurations, Skill mechanisms, gradient model scheduling, and solutions for AI hallucination and deception.
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·3 min
The Ultimate Guide to Squeezing Every Drop from Mythos/Fable: Burning Through $8,000 in Inference Credits in 10 Days
Deep dive into maximizing Anthropic's Fable/Mythos model: 5-hour limit workarounds, dual account rotation, multi-Agent orchestration, and Mac Mini remote deployment to get $8,000 of inference from a $200 subscription.
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·3 min
Codex in Action: One Prompt, 47 Minutes, a Complete Algorithm Research Paper
Testing OpenAI Codex: one detailed prompt generates a complete algorithm paper in 47 minutes, including working code, figures, and LaTeX manuscript. Covers prompt design, quality assessment, and real submission experience.
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·3 min
Building a Cold Chain Logistics Optimization Research Project with Codex: A Complete Workflow from Scratch to PDF Paper
Learn how to use OpenAI Codex to build a complete cold chain logistics optimization research project from scratch, including simulated annealing implementation, experiments, figures, and LaTeX paper compilation.
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·3 min
Harness AI Engineering Programming: A Detailed Methodology for Enterprise-Level Project Development
Deep dive into Harness AI Engineering Programming methodology, covering SDD, Skill development patterns, and core practices for enterprise-level AI-assisted development.
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·2 min
CodeGraph: Give Your Coding Agent a Code Map, Save 47% Tokens
CodeGraph is an open-source project with ~40K GitHub stars that uses Tree-sitter to build a local queryable code map, helping Claude Code and Cursor reduce 47% token usage and 58% tool calls.
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·2 min
Will AI Coding Replace Programmers? A Deep Dive into Manufacturing vs. Internet Industry Differences
Will AI coding tools like Claude Code and Codex replace programmers? This analysis compares replacement risks across internet and manufacturing industries with practical career advice.
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Tech Frontiers·3 min
Gemini 3.2 Pro Leaked Tests Disappoint, GPT-5.6 Already in Internal Testing
Gemini 3.2 Pro leaked tests show mediocre results with minor SVG improvements but weak UI. GPT-5.6 enters internal testing while Claude's new preview achieves breakthrough cybersecurity performance.
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Product Reviews·4 min
Windsurf AI Game Development Test: Worst Performer Among Four Tools
Real-world test of Windsurf AI for 2D Super Mario game development: frequent timeouts, poor code quality, nearly an hour with persistent issues. Ranked last among DeepSeek, ChatGPT Codex, and GitHub Copilot.
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Product Reviews·3 min
Cursor 3.0 Deep Dive: The AI Agent Command Center Rewritten in Rust
Cursor 3.0 abandons VS Code entirely, rewritten from scratch in Rust as an AI agent management platform. Deep dive into its three evolutions, Composer 2 controversy, parallel agent orchestration, and the paradigm shift from assisted to autonomous coding.
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Product Reviews·3 min
Cursor 3.0 Deep Dive: From Code Editor to AI Agent Command Center
Deep dive into Cursor 3.0's major upgrades: proprietary Composer 2 coding model, multi-agent parallel workflows, built-in browser and design mode. Exploring the shift from VS Code fork to Rust rewrite and the AI agent programming paradigm.
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Tutorials·4 min
Claude Code Hands-On Tutorial: Installation, DeepSeek Integration & Programming Tips - Complete Guide
Complete guide to Claude Code installation, DeepSeek V4 Pro integration, IDE setup, with a real full-stack project demo, Skill system, MCP configuration, and 10 AI programming tips.
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