#system prompt
227 related articles
Tutorials·3 min
MCP vs CLI: 40x Token Cost Difference — How AI Engineers Should Choose
In-depth comparison of MCP vs CLI architecture, Token costs (CLI ~1400 vs MCP ~54600), security mechanisms, and use cases with practical selection guidance for AI engineers.
Read more →
Tutorials·2 min
LangChain Few-Shot Prompt Templates in Practice: A Complete FewShotPromptTemplate Tutorial
Learn LangChain FewShotPromptTemplate: core parameters, implementations for text completion and chat models, and practical use cases like batch file renaming to reduce LLM hallucinations.
Read more →
Deep Dives·4 min
AI Hallucinations: Why Large Language Models Inevitably "Make Things Up" and How to Deal With It
Deep dive into AI hallucination's three root causes: training objective flaws, exposure bias, and probabilistic generation. Covers classification and practical mitigation strategies including RAG.
Read more →
Tutorials
Firebase AI Logic in Practice: Buildin…
·2 min
Firebase AI Logic in Practice: Building Intelligent Task Decomposition from Scratch with AI Agents
Learn how to add intelligent task decomposition to a cross-platform to-do app using Firebase AI Logic and Gemini, covering structured output, App Check security, and server-side Prompt templates.
Read more →
Tech Frontiers
Major Firebase Update: Comprehensive A…
·3 min
Major Firebase Update: Comprehensive AI Integration and Agent Skills Upgrade
Firebase announces major updates including AntiGravity integration, Android Studio Agent Mode, AI Logic security enhancements, Google Maps grounding, and hybrid AI inference support.
Read more →
Tutorials·3 min
Complete Guide to Building AI Agent Projects with WindSurf: Practical Tips & Techniques
Complete practical guide to building AI Agent Frameworks with WindSurf, covering technology selection, component generation, code refactoring, debugging, and deployment tips.
Read more →
Product Reviews·2 min
Devin Cloud Deep Dive: A Cloud-Based AI Development Platform That Replaces All IDEs with a Single Web Page
Deep dive into Devin Cloud, a cloud-based AI development platform featuring device-agnostic development, cloud VM desktops, GitHub integration, MCP tools, and how it fundamentally changes traditional IDE workflows.
Read more →
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.
Read more →
Deep Dives·3 min
Deep Dive into Hermes Agent Self-Evolution: The GIPA Algorithm and Engineering Practice
Deep analysis of NousResearch's Hermes Agent Self Evolution project: GIPA genetic Pareto prompt evolution algorithm, six-step optimization loop, and five guardrail mechanisms for real-world Agent self-evolution.
Read more →
Tutorials·2 min
Multi-Agent Collaborative Novel Writing: A Practical Tutorial from Template Setup to Continuous Creation
Learn how to build an AI novel writing team using Glutter's multi-Agent templates, with Editor-in-Chief, Author, and Proofreader roles collaborating to solve character consistency and plot coherence challenges in long-form fiction.
Read more →
Product Reviews
OpenAI Codex Role-Specific Plugins Exp…
·2 min
OpenAI Codex Role-Specific Plugins Explained: Reshaping Team Collaboration Workflows
OpenAI launches Codex role-specific plugins covering data analysis, creative production, and product design, integrating 60+ systems to enable closed-loop workflows from ideation to prototype publication.
Read more →
Product Reviews
OpenAI Codex Role-Specific Plugins Exp…
·2 min
OpenAI Codex Role-Specific Plugins Explained: Reshaping Team Collaboration Workflows
OpenAI launches Codex role-specific plugins covering data analysis, creative production, and product design, integrating 60+ systems to enable closed-loop workflows from ideation to prototype publication.
Read more →
Tutorials·3 min
SDD (Specification-Driven Development) in Practice: AI Programming Methodology from Cursor to Claude Code
Deep dive into SDD (Specification-Driven Development) methodology covering Cursor and Claude Code in practice—from intelligent data querying to enterprise compliance platforms across four progressive projects.
Read more →
Deep Dives·3 min
How Claude Code Works: Inside the Agentic Programming Tool
Deep dive into Claude Code's core mechanisms including tool calling, agentic search, memory systems, and MCP protocol extensions. Learn how this CLI agent tool autonomously plans and executes complex development tasks.
Read more →
Tutorials·2 min
Getting Started with Claude Code MCP: Connecting External Tools and Context Management Practices
A detailed guide to MCP (Model Context Protocol) in Claude Code, covering server setup, three scope configurations, context window optimization, CLI alternatives, and Skills best practices.
Read more →
Product Reviews·2 min
AgentMemory: An Open-Source Solution for Giving AI Coding Assistants Permanent Memory
AgentMemory is an open-source persistent memory layer supporting memory sharing across 16 AI coding tools including Claude Code and Cursor. 95.2% retrieval accuracy, ~1900 tokens per session, local SQLite storage with zero privacy concerns.
Read more →
Tutorials·2 min
The Complete Guide to CLAUDE.md Configuration: Give Claude Code Memory of Your Project
Complete guide to Claude Code's CLAUDE.md memory file: creation methods, content structure, hierarchy system, and practical tips to boost AI coding efficiency.
Read more →
Tutorials·2 min
Practical Guide to Claude Code Context Management: compact, clear, and context Commands Explained
Detailed guide to Claude Code context window management: /compact, /clear, and /context commands with usage scenarios and optimization tips for AI coding productivity.
Read more →
Deep Dives·2 min
AI Persona Distillation for Coding: Five Personalities Write Five Different Tetris Games
Using Claude Code with DeepSeek, persona distillation makes AI code as Kardashian, Musk, a Trisolaran, and Trump — proving personality settings dramatically change coding style and output.
Read more →
Tutorials·2 min
Five Mastery Levels of Claude: From Basic Q&A to Architect-Level Autonomous Systems
Based on 400+ hours of hands-on experience, a systematic breakdown of five progressive Claude mastery levels: from basic Q&A to architect-level autonomous systems with specific methods for each.
Read more →