#inference engine
3231 related articles
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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Deep Dives·3 min
Reinforcement Learning Drives AI Reasoning Evolution: From Imitator to True Thinker
How RL, Self-Play, and Verifiers work together to evolve LLM reasoning — driving the leap from SFT imitation to true System 2 deep thinking.
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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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Expert Opinions·3 min
From WeChat Codex to AI Agent Best Practices: A Developer's Pivot
After completing core WeChat-Codex integration, the Codex Bridge author validated three directions and pivoted to AI Agent best practices—sharing product thinking and methodology insights.
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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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Tutorials·4 min
Complete Guide to Creating Ant Civilization Videos with AI: Free Tools for Millions of Views
Complete guide to creating viral ant civilization videos using Google AI Studio and Flow for free, covering story writing, AI image generation, animation, and editing for YouTube monetization.
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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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Tutorials·4 min
Integrating Nano Banana 2 with Claude Code: A Hands-On Tutorial for Fully Automated Batch AI Image Generation
Learn how to integrate Nano Banana 2 image generation with Claude Code for automated batch AI image creation, structured JSON prompts, and reference image editing.
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Tutorials·3 min
Google AI Studio Prompt Tutorial: Turn Plain Language into Professional AI Video Prompts Instantly
Learn how to use Google AI Studio and Gemini to automatically transform simple plain language into professional AI video prompts with shot composition, lighting, and style descriptions for platforms like Kling, Jimeng, and Runway.
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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·3 min
Codex Tutorial: Why Frontend Developers Prefer It Over Claude Code and Cursor
Compare Codex, Claude Code, and Cursor on pricing, stability, and real-world use. Learn why frontend developers prefer Codex and how to choose the right AI coding tool.
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Tutorials·3 min
Cursor + CodeRabbit in Practice: A Complete Guide to AI-Powered Automated Code Review
Learn how to integrate CodeRabbit into Cursor for AI-powered automated code review. Covers prompt design, incremental review, auto-fix, and the complete generate-review-fix pipeline in one command.
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Product Reviews·4 min
GLM-4.7 In-Depth Review: Coding Capabilities on Par with Claude Sonnet 4.5
In-depth testing of Zhipu AI's open-source GLM-4.7 coding abilities across SVG animation, 3D game dev, iOS native apps, and browser automation, compared against Claude Sonnet 4.5 and DeepSeek V3.2.
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Product Reviews·3 min
Claude 4.6 vs Gemini 3.1 Pro for Novel Writing: A Multi-Model Combo Is the Optimal Solution
Real-world comparison of Claude 4.6 Opus/Sonnet vs Gemini 3.1 Pro for AI novel writing. Multi-model workflow: Claude for outlines, Gemini for prose, with full reference-based setup process.
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Product Reviews·3 min
Claude Haiku 4.5 Real-World Test: Fast but Outclassed in Value by GPT-5 Mini
Real-world comparison of Claude Haiku 4.5 vs GPT-5 Mini and GLM 4.6 on speed, code quality, and price. Haiku 4.5 beats Sonnet 4 by one minute but costs 4x more than GPT-5 Mini with 9 points lower coding scores.
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Tutorials·4 min
UpCtl Technical Deep Dive: How Tmux + SSH Powers AI Agent Automated Deployment
Deep dive into UpCtl's technical implementation: Tmux Session management for stable AI Agent operation, SSH tunneling for hybrid cloud deployment, four-level knowledge base replacing vector database RAG, and Ticket workflows for automated dev-test-deploy pipelines.
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Tutorials·3 min
YouTube SEO with Claude 4.5 Haiku: 5 Prompts to Optimize Your Video in 10 Minutes
A detailed 5-step prompt workflow using Claude 4.5 Haiku for YouTube SEO: title generation, script creation, chapter timestamps, thumbnail design, and internationalization—all in 10 minutes.
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Product Reviews·3 min
NanoBananaEditor: An Open-Source AI Image Generation and Editing Powerhouse Built on Gemini
NanoBananaEditor is an open-source AI image editor powered by Gemini 2.5 Flash, featuring reference images, mask inpainting, and version history. 679 GitHub Stars.
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Tutorials·4 min
Vibe Coding Practical Guide: SDD (Specification-Driven Development) Reshaping Full-Stack Programming Workflows
In-depth analysis of SDD (Specification-Driven Development), the core methodology of Vibe Coding in 2025, covering the full workflow from requirements to deployment with tools like Claude Code.
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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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