#inference engine
3140 related articles
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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Tech Frontiers·2 min
Claude Code Web Launch: Parallel Programming and Haiku 4.5 Multi-Model Collaboration in Practice
Anthropic launches Claude Code Web with browser and mobile coding, plus Haiku 4.5 at 1/3 the cost of flagship models. Parallel tasks, multi-model collaboration, and seamless cloud-to-local workflows.
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Product Reviews·3 min
Haiku 4.5 vs GPT-5 Mini vs GLM-4.6: Real-World Benchmark of Budget Coding Models
In-depth comparison of Claude Haiku 4.5, GPT-5 Mini, and GLM-4.6 across speed, cost, code quality, concurrency safety, and tool calling to help developers choose the right budget AI coding model.
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Product Reviews·3 min
Claude Haiku 4.5 In-Depth Review: Twice the Speed, But Can It Replace Sonnet?
Independent developer benchmarks Claude Haiku 4.5 vs Sonnet in agentic coding using a multi-agent monitoring system, revealing speed gains, precision gaps, and the optimal model hierarchy strategy.
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Product Reviews·3 min
Trae 2.0 SOLO Mode In-Depth Review: Full Workflow from Natural Language to Website Deployment
In-depth review of ByteDance's Trae 2.0 SOLO mode: from natural language requirements to one-click website deployment. Covers memory, self-repair upgrades, and impact on Manus and Genspark.
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Product Reviews·2 min
Claude Haiku 4.5 In-Depth Review: One-Third the Cost, Coding Performance Rivaling Sonnet 4
Anthropic releases Claude Haiku 4.5: coding rivaling Sonnet 4 at 1/3 the cost and 2x speed. A dev built browser-based macOS for just 28 cents, redefining small AI model capabilities.
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Tech Frontiers·2 min
Claude Haiku 4.5 Released: Double the Speed at One-Third the Price, Setting a New Cost-Efficiency Benchmark for AI Coding
Anthropic releases Claude Haiku 4.5, a distilled version of Sonnet 4.5 with near-flagship coding performance, double the speed, and one-third the cost. Scores 73.3 on SWE-Bench, ideal for developers seeking cost-efficiency.
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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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Tutorials·3 min
Complete Guide to Claude Code: Installation, Configuration, and Practical Comparison with Cursor/TRAE
Deep dive into Claude Code's core advantages, installation setup, and fundamental differences from Cursor and TRAE. Covers model configuration for Chinese users, system requirements, and usage tips.
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Expert Opinions·4 min
Rejecting Vibe Coding: Matt Pocock's Engineering-Driven Approach to AI Programming
TypeScript expert Matt Pocock's open-source Skills repo earned 80K+ GitHub Stars, using TDD and Domain-Driven Design to solve AI programming's three biggest pain points.
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Tutorials·3 min
Conversation as Development: Rapidly Building an EHS Safety Management Platform with AI Agents
Learn how AI application generation Agents use natural language to rapidly build a complete EHS safety management platform with nine core modules, compressing development from months to hours.
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Tech Frontiers·3 min
Hugging Face Open-Source Agent Ecosystem Explained: From Local Deployment to AI-Automated Training
Deep dive into Hugging Face's open-source Agent ecosystem: open models matching closed-source performance, local deployment options, Skills for conversational model training, and MCP integration.
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