#system prompt
228 related articles
Tutorials
The Right Way for Beginners to Build P…
·3 min
The Right Way for Beginners to Build Products with AI: The Iterative Build Loop Explained
Vibe Coding isn't just chatting with AI. Learn the Iterative Build Loop: Discuss, Document, Develop, Learn — with VS Code and Claude Code to build products from scratch.
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Product Reviews
Deep Dive into Qwen3.7 Max: One-Tenth …
·3 min
Deep Dive into Qwen3.7 Max: One-Tenth the Cost of GPT, Purpose-Built for AI Agents
Alibaba's Qwen3.7 Max targets AI agents with coding tasks at just $1.30 (one-tenth of GPT-5), supporting 35 hours of continuous execution. Deep analysis of its cost advantages, front-end capabilities, and three key limitations.
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Tutorials
Build a Claude Code Agentic OS in 3 St…
·3 min
Build a Claude Code Agentic OS in 3 Steps — Stop Using AI Like a Slot Machine
Learn how to transform Claude Code from a random prompting tool into a systematic Agentic OS through three layers: architecture, Obsidian memory, and an observability dashboard.
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Tutorials
CLAUDE.md Configuration Guide: Write Y…
·2 min
CLAUDE.md Configuration Guide: Write Your Project Spec Using a Six-Section Structure
A detailed guide to configuring CLAUDE.md with a six-section structure covering project overview, features, tech stack, directory structure, code conventions, and constraints to boost AI coding efficiency.
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Tech Frontiers·1 min
Cloudflare Contributes Critical KV Cache and Mooncake Fixes to SGLang
Cloudflare contributes decode KV cache offload and Mooncake recovery fixes to SGLang, resolving garbled output under high concurrency for Kimi K2.6 and enabling automatic fault recovery in distributed inference.
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Tutorials
BMad-Method: Building an AI Agile Deve…
·3 min
BMad-Method: Building an AI Agile Development Team with a Multi-Agent Framework
Deep dive into BMad-Method, an open-source multi-agent framework simulating a full agile team—from business analysis to QA—supporting Claude Code, Cursor, and more.
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Product Reviews
Major Claude Code Update: A Complete G…
·2 min
Major Claude Code Update: A Complete Guide to Agent View and the Goal System
Deep dive into Claude Code's new Agent View and Goal system, covering multi-agent parallel management, background sessions, and result-oriented autonomous execution.
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Tutorials
Coze Workflow for Auto-Generating Emot…
·2 min
Coze Workflow for Auto-Generating Emotional Short Videos: A Zero-Code Tutorial
A detailed breakdown of automating emotional short video production with Coze workflows — from script generation and TTS to CapCut draft packaging, all zero-code.
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Tutorials
AI Programming Spec Sheets: 30 Lines o…
·3 min
AI Programming Spec Sheets: 30 Lines of Configuration Saves Five Rounds of Rework
Replace vague prompts with spec sheets—30 lines of config gets AI coding right the first time. Covers the six-element framework, three-tier boundaries, and three iron rules to eliminate rework.
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Tutorials
Claude Code Desktop Installation & Con…
·3 min
Claude Code Desktop Installation & Configuration Guide: No Account Required + DeepSeek Integration + Chinese Localization
Step-by-step guide to install Claude Code Desktop, use it without an account via Developer Mode, integrate DeepSeek models through CSwitch, add Chinese localization, and configure custom Skills.
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Tutorials
Getting Started with Claude Code: 5 Co…
·2 min
Getting Started with Claude Code: 5 Core Advantages Over Regular AI Coding Tools
Deep dive into the core differences between Claude Code and regular AI chat tools across 5 dimensions: interaction, context understanding, execution, memory, and tool invocation.
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Tutorials
DeepSeek V4 Flash MTP Speculative Deco…
·3 min
DeepSeek V4 Flash MTP Speculative Decoding Real-World Test: A Guide to 20% Faster Local Inference
Real-world testing of DeepSeek V4 Flash with MTP speculative decoding: ~20% speedup for code generation, minimal gains for text. Covers memory overhead, accuracy differences, Q4 vs Q3 quantization, and full deployment tutorial.
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Tutorials
Bolt.diy + Gemini 2.0: A Complete Tuto…
·2 min
Bolt.diy + Gemini 2.0: A Complete Tutorial for Free No-Code APP Development
Learn how to use open-source Bolt.diy with Gemini 2.0 via OpenRouter to build complete apps for free with zero coding. Covers setup, hands-on demo, and pros/cons analysis.
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Product Reviews
Claude Code 2.0 Complete Breakdown: Ch…
·3 min
Claude Code 2.0 Complete Breakdown: Checkpoint Rollback, Context Visualization, and Other Core Features Explained
Deep dive into Claude Code 2.0's core features: checkpoint rollback, context window visualization, usage tracking, native VS Code extension, and MCP server integration, with comparisons to Cursor and Codex.
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Tutorials
Practical Guide to Building Multi-Agen…
·3 min
Practical Guide to Building Multi-Agent Collaborative Applications with CrewAI + FastAPI
Learn how to build a multi-Agent collaborative system with CrewAI and FastAPI. Covers Agent, Task, Crew concepts, GPT/Tongyi Qianwen/Ollama integration, with complete code examples and model comparisons.
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Research
Optimize Anything: One API to Unify Op…
·2 min
Optimize Anything: One API to Unify Optimization of Code, Prompts, and Agent Architectures
UC Berkeley and Stanford propose Optimize Anything, a universal text optimization framework that unifies optimization of CUDA kernels, agent architectures, and prompts through one declarative API.
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Tutorials
Building an Agent Framework from Scrat…
·2 min
Building an Agent Framework from Scratch: Breaking Down the Four Core Modules with Code Implementation
Learn how to split AI Agent capabilities into four modules—Tool Registry, Message Store, Agent Runtime, and Built-in Tools—and build a reusable, extensible Agent framework using Python decorators.
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Tutorials
The Complete Guide to Spring AI: A Ful…
·3 min
The Complete Guide to Spring AI: A Full Learning Path for Java Engineers Building AI Applications
A comprehensive guide to Spring AI covering LLM integration, prompt engineering, RAG knowledge bases, and five AI Agent patterns, with three enterprise projects for Java engineers.
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Deep Dives
Hermes Self-Evolution Framework: An Op…
·3 min
Hermes Self-Evolution Framework: An Open-Source Solution for Automated AI Agent Prompt Optimization
Deep dive into NousResearch's open-source Hermes Agent self-evolution framework, using DSPy and GEPA for automated prompt optimization with five-layer safety mechanisms.
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Tutorials
Deep Dive into Claude Code SDK: A New …
·3 min
Deep Dive into Claude Code SDK: A New AI Programming Paradigm for Auto-Writing Code and Reviewing PRs
In-depth analysis of Anthropic's Claude Code SDK & GitHub Action: piping, structured output, permissions, session resumption, and fully automated Issue-to-PR workflows.
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