#MiniMax Hub
114 related articles
·6 min
From Vibe Coding to AI Engineering: A Complete Practical Guide to Codex and Claude Code
An in-depth analysis of the practical use of Codex and Claude Code, comparing Vibe Coding and AI engineering, covering Super Power plugins, Spec-Driven Development, and Chinese LLM integration strategies.
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·3 min
Unsloth Major Update: DiffusionGemma & Gemma 4 MTP Support, 2x Inference Speed Boost
Unsloth v0.1.464-beta adds DiffusionGemma, Gemma 4 MTP, and MiniMax-M3 support, delivering ~2x inference speed boost, new Hub, RAG Q&A, tensor parallelism, and full CUDA/ROCm/Windows coverage.
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·6 min
10 Billion Tokens in Practice: An In-Depth Review of Codex's Long-Horizon Engineering Capabilities
Creator Ajiang burned 10B Tokens on Codex to migrate cc-haha from Tauri 2 to Electron. A deep dive into Codex's long-horizon engineering, Computer Use, costs, and practical advice for developers.
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·4 min
Adding a 'Repair Layer' to Open-Source Models: How DeepSeek Can Outperform Claude Opus
Independent developer Ahmad Awais found that open-source LLM failures stem from Tool Calling bugs, not model capability. A deterministic repair layer + repair hints can make DeepSeek outperform Claude Opus.
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·3 min
Hermes Agent Complete Guide: Windows WSL Deployment + WeChat Integration
Step-by-step guide to deploying Hermes Agent on Windows via WSL: covers Ubuntu setup, MiniMax model config, web UI, WeChat integration, and key pitfalls to avoid.
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Industry Insights·2 min
Nadella Introduces the Loopcraft Framework: Building AI Ecosystems Through Feedback Loops
Microsoft CEO Satya Nadella's Loopcraft framework explains how to build frontier AI ecosystems through nested feedback loops across technology, business, and ecosystem dimensions.
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·3 min
Agent + Skill Architecture: A Practical Guide to AI-Driven End-to-End Automated Testing
Learn how to build an AI-driven API automation testing framework using Agent+Skill architecture with Claude Code, covering test case generation, script execution, and report output.
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·3 min
Claude Code vs. Codex: A Practical Guide to Enterprise-Grade AI Programming
A deep dive into enterprise AI programming with Claude Code and Codex — from Vibe Coding limitations to SuperPower engineering workflows, model selection, and AI aggregation platforms.
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·3 min
AI Engineering in Practice: From Vibe Coding to Enterprise-Grade Development
Explore three AI programming modes — Vibe Coding, Plan Mode, and AI Engineering — with practical comparisons of Claude Code, Codex, and domestic LLMs, plus SDD-driven enterprise development workflows.
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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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·3 min
PilotDeck: A Local Console That Tames Multi-Task Agent Chaos
PilotDeck is an open-source local Agent console from a Tsinghua-affiliated team that solves multi-task chaos with workspace isolation, white-box memory management, and smart model routing.
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·3 min
Codex and Claude Code Dual-Engine: A Practical Guide to AI-Powered Engineering
A deep dive into AI engineering with Codex and Claude Code: Vibe Coding limitations, Chinese LLM rankings, Skill-driven development, and enterprise project practices.
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·3 min
Pi: A Lightweight AI Coding Agent Framework — Setup & Hands-On Guide
A deep dive into Pi, a minimalist AI coding Agent framework covering multi-model support, extensions, skill loading, and hands-on custom extension building with model mixing strategies.
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·3 min
DeepSeek V4 Pro In-Depth Review: Performance Rivaling GPT-5.5 at 1/12 the Cost
Comprehensive review of DeepSeek V4 Pro across coding, reasoning, and Agent benchmarks. Compare pricing vs GPT 5.5 and Claude Opus, plus hands-on coding demo with Pi Agent.
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·3 min
Generating 10 Web Games with One-Line Prompts: A Hands-On Claude Code Experience
A senior developer uses Claude Code to generate 10 playable web games including 2048, Gomoku, and Tetris with one-line prompts in under an hour. A deep dive into AI programming's real capabilities.
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·3 min
Claude Generates 10 Web Games from One-Line Prompts: Zero-Code AI Programming in Action
Use Claude Code to generate 10 web games like 2048, Gomoku, and Tetris from one-line prompts — zero manual coding. A full walkthrough of AI programming in practice.
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·3 min
5 Steps to Connect Codex with DeepSeek — No GPT Account Required
Step-by-step tutorial: Connect Codex to DeepSeek API via CC Switch in 5 steps. No GPT account needed — use AI coding features like code completion and Skill plugins at lower cost.
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·4 min
Connecting OpenAI Codex to Chinese AI Models: A Zero-Barrier AI Programming Guide
Learn how to connect OpenAI Codex to Chinese AI models like DeepSeek and Volcano Engine via CC Switch, with a step-by-step guide and a 2048 game demo.
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·2 min
AI Coding Gone Wrong: 4 Models Generated Files to the Exact Same Path
Testing Claude Code, Codex, DeepSeek & MiniMax simultaneously, all four AI models wrote files to the same path. A real-world lesson in multi-model isolation.
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·3 min
MiniMax M3 Code Test: How Does It Stack Up Against DeepSeek?
Real-world comparison of MiniMax M3 vs DeepSeek in code generation through HTML game development and admin system scaffolding tests. M3 excels in first-generation quality and prompt comprehension.
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