#skill distillation
86 related articles
·2 min
The "Magic Fatigue" Effect in AI Products: The Hidden Challenge of User Expectation Management
Exploring the "Magic Fatigue" effect in AI products: why users feel AI is getting dumber, how to distinguish real degradation from rising expectations, and strategies for managing user expectations.
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Deep Dives·3 min
Complete Guide to LLM Training: Pre-training, SFT Fine-tuning, and Preference Alignment Explained
Complete guide to the three core LLM training stages: pre-training, supervised fine-tuning (SFT), and preference alignment (DPO/PPO), covering LoRA, distillation, quantization, and pruning.
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Tutorials·3 min
AI Programming in Practice: Great Skills Don't Need to Be Handwritten — Let Them Emerge from Real-World Experience
Learn how to let AI automatically distill reusable Skill prompts through a K8S cluster setup case. From task execution to problem discovery and iterative fixes, master the right methodology for knowledge management in the AI era.
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Tutorials·3 min
AI Programming in Practice: Great Skills Don't Need to Be Handwritten — Let Them Emerge from Real-World Experience
Learn how to let AI automatically distill reusable Skill prompts through a K8S cluster setup case. From task execution to problem discovery and iterative fixes, master the right methodology for knowledge management in the AI era.
Read more →
Tutorials·3 min
Why Learning AI from Scratch Leaves You More Confused — A Clear, Systematic Roadmap for Beginners
Confused learning AI from scratch? This guide breaks down why fragmented learning fails and provides a complete path from Python to deep learning with practical tips.
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Tutorials·1 min
Essential Skills for LLM Engineers: A Complete Guide to Application Development and Fine-Tuning
A systematic guide to LLM engineer core skills covering RAG, Agent app development and SFT, RLHF fine-tuning, with clear learning paths for different backgrounds.
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Tutorials·2 min
Getting Started with Spring AI Alibaba: Best Practices for Java Developers to Integrate LLMs
Deep dive into Spring AI Alibaba's positioning and value, using a JDBC analogy to help Java developers understand how to integrate LLM capabilities into existing microservices architecture.
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Industry Insights·2 min
Claude Code Source Leak Reveals the Core Paradigm of Harness Engineering
Deep analysis of the Claude Code source leak, comparing OpenCode architecture differences, revealing how Harness Engineering determines the floor of Agent capabilities.
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Product Reviews·3 min
Cursor 3.0 Deep Dive: Rust Rewrite, In-House Model & Agent Orchestration Platform Fully Explained
Deep analysis of Cursor 3.0's three core upgrades: Rust rewrite leaving VS Code behind, in-house Composer 2 model with 86% cost reduction, and Agent Windows for multi-agent parallel development.
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Tech Frontiers·3 min
xAI Merges with SpaceX, GPT-5.5-Cyber Preview, Gemini 3.1 Flash Released
Musk announces xAI-SpaceX merger as SpaceX AI, OpenAI launches GPT-5.5-Cyber security model, Google releases Gemini 3.1 Flash, and Airbnb reveals AI writes 60% of new code.
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Product Reviews·3 min
Hermes Agent Desktop App: The Self-Evolving Open-Source AI Agent
Deep dive into Hermes Agent desktop app: closed-loop learning, persistent cross-session memory, multi-agent management, and tool integration. Discover how this open-source AI agent self-evolves to become a true productivity powerhouse.
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Tutorials·2 min
Huawei Hermes Agent Manual Explained: Five-Layer Memory Architecture and Multi-Agent Collaboration in Practice
Deep dive into Huawei's 100-page Hermes Agent manual: five-layer memory architecture solving AI amnesia, self-evolution loops for continuous optimization, and multi-agent collaboration engineering.
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Tutorials·3 min
FastAPI Beginner Tutorial: Frontend-Backend Separation and RESTful API Core Concepts
FastAPI beginner essentials: Learn frontend-backend separation vs monolithic web development, RESTful API design principles, HTTP methods and resource operations mapping.
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Product Reviews·2 min
Gemini 3.5 Flash vs Qwen3.6 Real-World Test: How Far Are Benchmark Scores from Actual Experience?
Hands-on testing of Gemini 3.5 Flash across UI generation, coding, and Agent capabilities vs Qwen3.6-27B, revealing the gap between benchmark scores and real-world performance.
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Product Reviews·2 min
DeepSeek V4 Coding Test: Top-Ranked Kimi Fails, Claude Remains the Strongest
Real coding test of DeepSeek V4, Claude Opus, GPT, and Kimi K2.6 on the same full-stack game task. Top-ranked Kimi K2.6 fails completely while Claude succeeds first try.
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Tech Frontiers·1 min
Build an AI Mini-Program with Cursor, Zero Code: Create a Cyber Distillation Chat Simulator in 2 Minutes
Learn how to build an AI chat simulator mini-program with Cursor using zero code. Import chat logs to simulate someone's tone and personality in just 2 minutes.
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Tutorials·4 min
AI Agent Memory Architecture Design: Four-Layer Partitioning + Bitemporal Modeling Practical Guide
A deep dive into production-grade AI Agent memory architecture covering four-layer partitioning, bitemporal modeling, and skill extraction to eliminate hallucinations and historical amnesia.
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Tutorials·4 min
NVIDIA Model Optimizer Post-Training Quantization (PTQ) Practical Guide
A deep dive into NVIDIA Model Optimizer's PTQ workflow, covering INT8/INT4 quantization principles, calibration methods, RTX GPU optimization, and best practices for deploying quantized LLMs on consumer GPUs.
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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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Product Reviews·3 min
GPT-5.5 Hands-On Review: Image Generation at Just 3 Cents Per Image, Plus a Full Breakdown of Coding Capabilities and API Costs
Hands-on review of GPT-5.5 image generation and coding abilities. API image generation costs as low as 3 cents per image. Full breakdown of quality, capabilities, and cost comparisons.
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