Technology
AI Infrastructure: The Real Engine Behind AI Agents
Struggling with AI projects? The problem isn't your models, it's your AI infrastructure. Learn why data silos & lag hold you back and how to build a better f...
Pingxingjilu
✨ Trusted by LLM practitioners worldwide
LLM PracticalExperience Hub
Share deep practical experience, hands-on techniques, and cognitive insights about Large Language Models. We focus on actionable methods and real project experience beyond just theory.
Real Case Studies: LLM application experience from actual projects
Practical Techniques: Ready-to-use prompt engineering and optimization methods
Cognitive Insights: Cutting-edge thinking and deep industry analysis
Rated 4.9/5 by developers
•10,000+ monthly readers
- Active Readers
- 10,000+
- Practical Articles
- 50+
- Real Projects Covered
- 100+
- Developer Satisfaction
- 98%
Why Choose Us
Practical Focus, No Empty Talk
Every piece of content comes from real project experience, every technique is battle-tested.
- Real Experience
Share real problems and solutions from actual projects, helping you avoid common pitfalls and quickly master LLM application development.
- Practical Tools
Provide ready-to-use prompt templates, optimization strategies, and best practices to immediately boost your productivity.
- Cutting-edge Insights
Continuously track the latest LLM developments, sharing frontier insights and trend analysis to help you maintain competitive advantage.
Latest Insights
Get the latest LLM practical experience and operational techniques.
Technology
LLaMA Factory: Easy LLM Fine-Tuning Guide
Learn to install and use LLaMA Factory to fine-tune hundreds of LLMs on your local machine. This guide covers CUDA setup, installation, and WebUI usage.
Number in the Moutain
Foundational Concepts
What Is a Transformer Model? An In-Depth Guide
A deep dive into the Transformer architecture, the engine behind modern LLMs. Understand self-attention, encoders, decoders, and how they work together.
Alex Carter
Tools & Frameworks
Ollama Guide: Run LLMs Locally on Your Machine
A comprehensive guide to using Ollama for running large language models like Llama 3 and Mistral on your local machine. Learn installation, commands, and how to create custom models.
Jordan Lee
Getting Started
What Are LLMs? A Guide to Generative AI
Discover what Large Language Models (LLMs) are and how they power Generative AI. Learn about pre-training, fine-tuning, and the Transformer architecture.
hhmy27
Technology
Separated Architectures for LLM RL Post-Training
Explore the shift to separated architectures for RL post-training of LLMs. Learn how systems like AsyncFlow & TransferQueue solve data orchestration challenges.
Little Boji
Ready to Master LLM Applications?
Join thousands of developers who are already leveraging our practical insights to build better LLM applications.