#test development
5352 related articles
Product Reviews·3 min
GPT-OSS 120B Local Deployment Review: Comprehensive Comparison with O4 Mini on Code Generation and Reasoning
Hands-on review of OpenAI's first open-weight reasoning model GPT-OSS 120B, locally deployed via Ollama, benchmarked against O4 Mini on code generation, reasoning, and UI design.
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Deep Dives·3 min
Alibaba's QwQ-32B Open-Sourced: How 32B Parameters Rival DeepSeek R1's 671B
Alibaba's open-source reasoning model QwQ-32B achieves performance rivaling DeepSeek R1 (671B) with only 32B parameters through a two-stage reinforcement learning strategy on verifiable tasks.
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Tutorials·3 min
GPT-OSS Open-Source Model Local Deployment Tutorial: Real-World Performance and VRAM Usage Analysis
Complete guide to deploying OpenAI's open-source GPT-OSS model locally with Ollama. Real-world testing of the 20B version on RTX 4090 covering Chinese comprehension, logical reasoning, and VRAM usage analysis under MoE architecture.
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Tutorials·4 min
Whisper Local Deployment Guide: Step-by-Step Setup for a Free Speech-to-Text Tool
Step-by-step tutorial for locally deploying OpenAI Whisper speech recognition, covering Conda setup, PyTorch installation, model selection, and transcription operations with free SRT subtitle generation.
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Tutorials·3 min
FastAPI Beginner's Guide: Four Core Advantages and ASGI Architecture Explained
Deep dive into FastAPI's four core advantages: high-performance async IO, type hints, automatic API docs, and ease of use. Learn the CGI to WSGI to ASGI protocol evolution.
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Product Reviews·3 min
OpenAI Codex Desktop In-Depth Review: Skills System, Three Execution Modes & Hands-On Experience
In-depth review of OpenAI Codex Desktop: Skills system installation & customization, Local/Worktree/Cloud execution modes compared, workspace management & security controls for AI-powered development.
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Tutorials·3 min
Build a Local Image Generation MCP Server with One Prompt: Let Codex Batch Generate and Edit Images
Learn how to build a local image generation MCP Server with one Prompt, letting Codex call Flux models for zero-token batch image generation and editing.
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Tutorials·3 min
LocalAI Tutorial: Deploy LLMs Locally Without a GPU Using Docker
Complete LocalAI deployment tutorial: run nearly 1,000 open-source LLMs locally without a GPU. One-click Docker setup, OpenAI API compatible, supports chat, image generation, and voice — fully private.
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Tutorials·3 min
Codex Cache Cleanup Guide: A Hands-On Tutorial for Slimming Down the .codex Folder
Guide to cleaning OpenAI Codex's local .codex folder cache, including deleting conversations with community Python tools, cleaning logs.sqlite, and periodic archiving to slim from 17MB to 41KB.
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Product Reviews·3 min
Hands-On with OpenAI Codex Computer Use: Full Walkthrough of AI Autonomously Controlling a Mac Desktop
In-depth hands-on review of OpenAI Codex Computer Use: AI autonomously controls Mac apps via virtual cursor, supports parallel multitasking, per-app security, and superhuman speed with Spark model.
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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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Tutorials·4 min
Claude Code Router: A Complete Guide to Powering Claude Code with Gemini 2.5 Pro for Free
Claude Code Router lets you use Gemini 2.5 Pro, DeepSeek, and any AI model in Claude Code for free. Complete guide covering installation, model role assignment, plugins, and real coding tests.
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Tutorials·4 min
Gemini CLI Tutorial: Free Million-Token AI Terminal Tool Installation & Hands-On Guide
Complete guide to Google Gemini CLI: installation, authentication troubleshooting, file batch processing, MCP browser automation, and AI coding. 1000 free daily calls with 1M token context window.
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Tech Frontiers·3 min
Cline v3.18 Update: Free Gemini CLI Integration + Claude 4 Optimization Explained
Cline v3.18 major update: free Gemini CLI with 1000 daily requests, Claude 4 diff editing success rate up to 84.3%, plus Claude Code support and free Grok 3 access for VS Code AI coding.
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Tutorials·2 min
Cline + Gemini CLI Tutorial: Use Gemini 2.5 Pro for Free AI Coding
Step-by-step guide to connecting Cline in VS Code with Gemini CLI for free access to Gemini 2.5 Pro AI coding. Covers installation, proxy setup, model selection, and troubleshooting.
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Tutorials·3 min
Gemini CLI Free Integration with Cline/RooCode Tutorial: Zero-Cost AI Coding Setup Guide
Step-by-step tutorial on integrating Gemini CLI with Cline and RooCode for free. Get 1000 daily requests to Gemini 2.5 Pro for AI-assisted coding at zero cost.
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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
Vibe-Kanban: An Open-Source Platform for Unified Orchestration of AI Coding Agents Like Claude Code and Gemini CLI
Vibe-Kanban is an open-source AI coding agent orchestration platform supporting parallel task processing with Claude Code, Gemini CLI, and AMP via kanban tracking and centralized MCP configuration.
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Product Reviews·3 min
Vibe Board: An Open-Source Orchestration Platform for Managing Multiple AI Coding Agents
Vibe Board (VibeCombat) is an open-source AI coding agent management platform supporting parallel orchestration of Claude Code, Gemini CLI, AMP, and more with unified MCP config and real-time task tracking.
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