# RAG

Building an AI Behavior Tree from Scratch: Python Window Capture Module Development Log

Detailed development log of a window capture module for an AI behavior tree game automation project, covering Python environment setup, OOP refactoring, and modular architecture design.

Red Alert Biochem Desert Map Guide: Bu…

Red Alert Biochem Desert Map Guide: Bunker Rush Mining & Economic Suppression Tactics

Complete Red Alert Biochem Desert map guide covering Bunker Rush openings, gem ore control, harvester hunting tactics, and late-game strategies for economic domination.

Industry Insights

Qoder's Context Engineering in Practic…

2026年6月1日·4 min

Qoder's Context Engineering in Practice: Four-Layer Retrieval Engine and Memory System Architecture

Deep analysis of Qoder's (Tongyi Lingma international edition) context engineering architecture, including its four-layer retrieval engine, memory engine, context caching, and core product design.

Cursor + Claude 3.7 Sonnet Coding Test…

Cursor + Claude 3.7 Sonnet Coding Test: Four Side-by-Side Comparisons Reveal Stunning Improvements

Hands-on comparison of Claude 3.7 Sonnet vs 3.5 in Cursor across four front-end tasks, revealing dramatic improvements in requirement understanding, UI aesthetics, and multimodal recognition.

Ruflo: A Multi-Agent Orchestration Sol…

Ruflo: A Multi-Agent Orchestration Solution That Turns Claude Code into a 100-Person AI Team

Ruflo is an open-source multi-agent orchestration platform that upgrades single-threaded Claude Code into a distributed AI dev team with 100+ specialized Agents and a SANA self-learning engine.

Opus 4.8 Lands on Cosmos: Breaking Down Its Long-Running Autonomous Task Execution

2026年6月1日·2 min

Opus 4.8 Lands on Cosmos: Breaking Down Its Long-Running Autonomous Task Execution

Claude Opus 4.8 launches on Cosmos with multi-hour autonomous task execution, end-to-end ticket-to-PR workflows, and deep Linear/Sentry integration, marking a new era for AI coding assistants.

Kiro Stops Providing Claude Model Serv…

Kiro Stops Providing Claude Model Services to Chinese Users: Impact and Alternatives

Kiro officially stops providing Claude models and Auto Agent to Chinese users. Learn about the impact, official alternatives, refund policies, and practical strategies for affected developers.

Agent Memory: Giving AI Coding Agents …

Agent Memory: Giving AI Coding Agents Persistent Memory Across Sessions

Agent Memory is an open-source local memory layer providing persistent, cross-session, cross-tool long-term memory for AI coding agents like Claude Code, Cursor, and Codex.

Complete Guide to Connecting Gemini 3.…

Complete Guide to Connecting Gemini 3.5 Flash with Codex CLI: Configuration for macOS and Windows

Step-by-step guide to connecting Google Gemini 3.5 Flash to OpenAI Codex CLI via RouterLink proxy on macOS and Windows. Three-step setup for switching AI models.

The Right Way for Beginners to Build P…

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.

Gemini Spark Officially Launches: Google Builds a Cross-Service AI Action Assistant

Gemini Spark Officially Launches: Google Builds a Cross-Service AI Action Assistant

Google Gemini Spark launches for AI Ultra subscribers. This intelligent action assistant works across apps, shifting AI from information provider to task executor. Deep dive into its capabilities and competitive edge.

35 Lines of Prompts Let Codex Auto-Opt…

35 Lines of Prompts Let Codex Auto-Optimize Your Workflow — Reposted by OpenAI's President

An OpenAI employee used just 35 lines of prompts to have Codex analyze 30 days of work history, identify repetitive tasks, and generate reusable automated Skills. Combined with screen reading and long-term memory, Codex is becoming a proactive workflow optimization agent.

Claude Code Fast Mode Price Cut: Dual-Mode Workflow Reshapes the AI Programming Experience

Claude Code Fast Mode Price Cut: Dual-Mode Workflow Reshapes the AI Programming Experience

Anthropic cuts Claude Opus 4.8 Fast mode pricing. Learn how the dual-mode workflow—Fast for interactive coding, Normal for async tasks—reshapes AI programming.

Claude Opus 4.8 Thinking Effort Calibration Explained: A Critical Optimization Direction for AI Reasoning Models

Claude Opus 4.8 Thinking Effort Calibration Explained: A Critical Optimization Direction for AI Reasoning Models

Anthropic releases Claude Opus 4.8 with optimized thinking effort calibration. This article explains what it is, why it matters for AI reasoning models, and its impact on industry competition.

Deep Dive into Qwen3.7 Max: One-Tenth …

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.

Codex Computer Use Hands-On Review: Se…

Codex Computer Use Hands-On Review: Setup Guide, How It Works, and Security Risks Explained

Hands-on review of OpenAI Codex Computer Use: step-by-step setup guide, WeChat demo, screenshot-based core principles, and analysis of three major security risks including privacy leakage and current limitations.

Claude Opus 4.8 Released: Comprehensive Upgrades in Nuanced Understanding and Conversational Naturalness

2026年5月31日·1 min

Claude Opus 4.8 Released: Comprehensive Upgrades in Nuanced Understanding and Conversational Naturalness

Anthropic releases Claude Opus 4.8 with three core improvements based on user feedback: better nuance understanding, more natural conversations, and stronger collaboration from coding to knowledge work.

Claude Code's Frontend UI Too Ugly? Th…

Claude Code's Frontend UI Too Ugly? This Open-Source Skill Teaches AI Professional Design

AI coding tools produce frontend pages lacking design sense? UI-UX-Pro-Max-Skill is an open-source design enhancement Skill with 67 UI styles, 161 color systems, supporting Claude Code and Cursor.

Vibe Coding in Action: Building a Mac …

Vibe Coding in Action: Building a Mac Screen Recorder with AI — Without Writing a Single Line of Code

A Bilibili creator used Vibe Coding to build a full-featured Mac screen recorder entirely through AI conversation, without writing any code. A deep dive into its features and Vibe Coding's potential.

A Complete Guide to Using AI Agents fo…