#ML research
2401 related articles
Tutorials·3 min
GPT-OSS-20B Private Deployment Guide: Hardware Selection + Deployment Process + Performance Testing
Complete guide to privately deploying OpenAI's open-source GPT-OSS-20B: GPU selection (RTX 5090/V100/4070Ti), Linux deployment steps, API configuration, and real-world benchmarks with 120B hardware comparison.
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Tutorials·4 min
OpenAI Codex Automated Registration Bot: Zero-Cost Deployment Tutorial
Complete guide to deploying OpenAI Codex automated registration bot at zero cost, covering three core components, proxy setup, free email configuration, and account sync to produce 200 accounts in 10 hours.
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Tech Frontiers·3 min
Gemini CLI Open-Source Release: 1000 Free Daily Calls to Gemini 2.5 Pro
Google open-sources Gemini CLI terminal agent with 1000 free daily calls to Gemini 2.5 Pro and 1M token context. Anthropic Claude models join GitHub Copilot as AI dev tool competition heats up.
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Product Reviews·3 min
Rovo Agent: 20 Million Free Tokens Daily, #1 on SWE-bench AI Coding CLI Tool
Rovo Agent is Atlassian's AI coding CLI tool offering 20M free Claude 4 Sonnet tokens daily, ranked #1 on SWE-bench. Learn about its adaptive memory system, installation, and hands-on experience.
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Product Reviews·3 min
Trae Agent Open-Sourced: Complete Guide to ByteDance's Free AI Coding CLI Tool
Deep dive into ByteDance's open-source Trae Agent — the free AI coding CLI tool topping SWE-bench. Covers installation, features, and comparisons with Claude Code and Gemini CLI.
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Product Reviews·3 min
Qwen Code CLI Hands-On Review: Complete Installation & Configuration Guide for Alibaba's Open-Source AI Coding Agent
Hands-on review of Alibaba's open-source Qwen Code CLI command-line coding tool, covering installation, API configuration, development experience, and comparison with Claude Code. Powered by a 480B parameter MoE model.
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Product Reviews·3 min
Cursor Editor In-Depth Review: The AI Coding Tool with 30K+ GitHub Stars
In-depth analysis of Cursor AI code editor's core features, architecture, and real-world experience. Learn how this 30K+ Star GitHub tool boosts coding efficiency 30%-50% through intelligent code generation, full-project context understanding, and multi-model support.
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Tutorials·3 min
Implementing LangGraph in TypeScript: Deconstructing the Core Principles of AI Agent Frameworks from Scratch
Learn how to implement LangGraph's core design from scratch in TypeScript, covering state-graph-driven architecture, node-based orchestration, and the ReAct pattern for AI Agent development.
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Tutorials·2 min
ByteDance Releases Claude Code Chinese Manual: A Complete Guide from Zero to Mastery
ByteDance published a Claude Code Chinese manual on Feishu covering installation, domestic LLM integration, coding, copywriting, and data analysis tutorials for all skill levels.
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Tech Frontiers·3 min
OpenAI Codex Hits Mobile: The AI Programming Tool Ecosystem War Goes Full Scale
OpenAI Codex integrates with ChatGPT mobile, Microsoft tightens Claude Code licensing, Tencent open-sources Agent Memory cutting tokens by 61%, NVIDIA launches Rubin platform, RSI valued at $4.6B.
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Product Reviews·4 min
Claude Code In-Depth Review: Installation, Configuration & Comparison with Cursor and TRAE
In-depth analysis of Claude Code's core advantages including full-project context understanding, code generation accuracy comparison, and automated debugging, plus detailed installation guide and comparison with Cursor, TRAE, and Codex.
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Product Reviews·3 min
PaiAgent: A Lightweight AI Workflow Orchestration System Built with Vibe Coding
Deep dive into PaiAgent, a lightweight AI workflow orchestration system built with Spring AI and LangGraph4J. Explore its DAG engine design, differentiation from Dify/n8n, and Vibe Coding development insights.
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Product Reviews·3 min
How to Use Gemini 3.1 Pro in China? 5 Solutions Tested and Compared
A detailed comparison of 5 ways to use Gemini 3.1 Pro from China: Google AI Studio, Gemini official site, 2233.ai relay, API relay, and POE — analyzed by network requirements, cost, and features.
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Tutorials·4 min
Enterprise Deep Research Agent Implementation Guide: Architecture Design and Core Pain Points
A deep dive into enterprise Deep Research Agent deployment: architecture design, LangChain framework, and solutions to the top 10 pain points including tool chaos, context contamination, and cost control.
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Product Reviews·4 min
Cursor 1.0 Released: BugBot Code Review Hands-On & Comparison of Three AI Review Tools
Deep dive into Cursor 1.0's BugBot AI code review feature, with a side-by-side comparison of BugBot, Gemini Code Assist, and CodeRabbit covering pricing, scope, and speed.
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Tutorials·3 min
Cursor BugBot Tutorial: Set Up AI Automated Code Review in Three Steps
Learn how to set up and use Cursor BugBot for AI-powered code review, including GitHub connection, repo configuration, automatic PR review, and one-click bug fixes.
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Deep Dives·4 min
MCP Protocol Deep Dive: Core Concepts, Workflow, and Packet Capture Analysis
Deep dive into MCP protocol internals: core concepts of Host, Server, and Tool, complete data flow, Function Calling evolution, and packet capture revealing how Cline actually communicates with LLMs.
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Product Reviews·4 min
Claude Sonnet 4.5 Document Generation in Practice: One Prompt to Create Excel, Word, and PPT
Hands-on test of Claude Sonnet 4.5's code execution and file creation features, showing how one prompt generates Excel, Word, and PPT documents with four optimization strategies and three complete examples.
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Product Reviews·4 min
Kimi K2 Thinking Hands-On Review: Can It Replace Sonnet 4.5 in Claude Code?
Hands-on testing Kimi K2 Thinking in Claude Code across text creation, programming, agent building, and full-stack apps. Comparing it to Claude Sonnet 4.5 and DeepSeek as a cost-effective AI coding alternative.
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Product Reviews·3 min
Claude 4.5 Haiku Real-World Testing Disaster: Coding Capabilities Collapse Across the Board, Crushed by Competitors on Value
Independent testing reveals Claude 4.5 Haiku fails dramatically in SVG generation, 3D rendering, and agentic coding. Compared to GPT-5 Mini and GLM 4.6, its value proposition collapses completely.
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