#LLM selection
1264 related articles
Tutorials·3 min
LangChain Core Concepts Explained: A Complete Guide to Components, Chains, and Agents
Deep dive into LangChain's three core concepts—Components, Chains, and Agents. Learn how this open-source framework connects LLMs to the external world and helps developers build enterprise AI apps.
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Tutorials·3 min
RAG Technology Full-Stack Analysis: Core Principles, Enterprise Implementation & Learning Path
Deep analysis of RAG technology's core principles, three key values, enterprise implementation cases, common pitfalls, and a systematic learning roadmap covering vector databases, retrieval optimization, and Knowledge Graph fusion.
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Product Reviews·3 min
Running Qwen3.6-27B Locally on Mac: 4 Solutions Benchmarked
Benchmarking 4 solutions for running Qwen3.6-27B locally on Mac: GGUF, MLX Diflash, and MTP-LX. MTP-LX 4bit leads at 43.6 tok/s with solid coding, writing, and reasoning quality.
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Tutorials·3 min
Decoding LLM Naming Conventions: Parameter Counts, Quantization Formats & VRAM Requirements Quick Reference
Decode LLM naming conventions, understand 32B parameters & AWQ/GGUF quantization formats, with 4-bit VRAM estimation formulas, MOE model pitfalls, and model selection by GPU tier.
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Tutorials·2 min
Frontend to AI Full-Stack: Complete Skill Tree & Learning Roadmap
A complete skill tree for frontend developers transitioning to AI full-stack engineers, covering TypeScript, NestJS, LangChain JS, RAG, vector databases, and Tauri 2 with a clear learning roadmap.
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Tutorials·3 min
LLM Learning Roadmap: A Complete Guide from Beginner to Project Implementation Across Seven Core Modules
A systematic breakdown of seven core LLM learning modules covering environment setup, Prompt Engineering, RAG, Agents, dev frameworks, fine-tuning, and hands-on projects for developers.
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Tutorials·3 min
Getting Started with Vibe Coding: A Zero-to-One Guide for Product Managers
Vibe Coding lets product managers build product prototypes by describing requirements in natural language—no programming needed. Learn the core concepts, setup steps, and why PMs have a natural edge.
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Product Reviews·3 min
Trae SOLO 2.0 Deep Dive: Generating a ChatGPT Website with a Single Sentence — How Well Does It Work?
Hands-on test of Trae SOLO 2.0's zero-code development: generating a ChatGPT-like website from a single sentence. Detailed review of requirements generation, auto-correction, UI quality, and backend limitations.
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Tutorials·2 min
Qwen + VS Code in Practice: The Full Process of Using AI to Revamp a Webmaster Networking Platform
A blogger uses VS Code and Alibaba Cloud Qwen 3.6 to completely revamp a six-year-old webmaster networking feature. This article details the tech stack, prompt engineering, and practical insights from AI-powered feature renovation.
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Tutorials·2 min
AI-Built Websites Look Ugly? This Design Reference Tool Fixes That
styles.referraldesign converts popular website design specs into downloadable Markdown files you can feed to AI coding tools like Cursor to generate professional-looking pages.
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Tutorials·3 min
AI Website Building Guide: Tools and Methods for Creating Business Websites with Zero Code
Learn how AI website building tools help SMBs create business websites with zero code. Compare Tongyi Lingma, OpenCloud, and more — with real costs and practical tips.
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Tutorials·2 min
Deep Dive into OpenAI Codex Plugin System: Architecture, Installation, and Hands-On Development
Deep dive into OpenAI Codex plugin system architecture (Skills, Apps, MCP Server), four installation methods, and a macOS app development case study showing how plugins boost AI coding efficiency.
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Tutorials·2 min
Complete Guide to Local LLM Deployment with Ollama: AI That Works Offline
Complete guide to deploying open-source LLMs locally with Ollama. Covers installation, model selection, VRAM requirements, and performance comparison of Llama 3 and Qwen models. Free, offline-capable AI.
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Tutorials·3 min
Cloudflare AI Search in Practice: Building an Intelligent Knowledge Base Q&A System from Scratch
Complete guide to deploying Cloudflare AI Search managed RAG service, covering R2 data sources, AI Gateway, text chunking, Reranker, and semantic caching for production-grade intelligent search.
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Tutorials·1 min
Agora RTC + MQTT Replacing WebSocket: A Practical Guide to Decoupled Architecture for AI Voice Interaction Devices
How to replace WebSocket with Agora RTC + MQTT for AI voice interaction devices, achieving full device-server decoupling with ESP32 embedded development and cross-platform communication.
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Tutorials·2 min
Hermes Agent Practical Guide: From Installation to Feishu Integration
Guide to Hermes Agent's architecture, installation, Skill extensions, Feishu integration, news bots, Python SDK integration, and automated workflows.
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Tutorials·2 min
Replicating Kiro's Spec-Driven Development in Trae: A Free Alternative Tested and Compared
Amazon Kiro pulled offline after crashes. Free Chinese IDE Trae replicates its Spec-driven dev workflow with auto-execution. Side-by-side comparison of requirements, design docs, and task lists.
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Tech Frontiers·2 min
AI Code Review in Practice: Why Machines Are Better Suited for PR Reviews Than Humans
Explore how AI code review solves PR review inefficiency in dev teams. Analysis of AI's advantages, use cases, tool comparisons, and human-AI collaboration best practices.
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Industry Insights·2 min
How MCP Becomes a Deep Extension Point for Agent Platforms: Architecture Design and Practice
Deep dive into MCP protocol architecture in Agent platforms, covering MCP Proxy design, tool invocation for human-in-the-loop collaboration, permission integration, and advantages over Skill approaches.
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Tutorials·2 min
Bolt.diy Local Deployment Guide: A Free, Open-Source AI Full-Stack Development Tool
Bolt.diy is the open-source alternative to Bolt.new, supporting OpenAI, Claude, and other LLMs with zero subscription fees. A complete local deployment guide with model setup and use cases.
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